AGENTPOINTS OPPORTUNITY-DENSITY WORKSHEET — 2026-05-18 ======================================================= TASK ---- Estimate three 0-100 scores for each micro-niche below. FORMULA (deterministic, do not change) -------------------------------------- expectedDensity = (agentability × economic × geo) / 10,000 # range 0-100 opportunityScore = max(0, expectedDensity − round(observed × 10)) DIMENSIONS (each 0-100) ----------------------- agentability How amenable is the work to agentic automation? 100 = inherently text-in / text-out, multi-step, fits LLM + tool-use cleanly. 0 = needs human dexterity, judgement, or trust that an agent cannot deliver. economic Rough US-market activity / spend proxy. 100 = huge addressable budget, mature buyers, known willingness to pay for software. 0 = tiny/niche/no-budget area. geo US regulatory + data-availability fit. 100 = US-dominant, public data available, low regulatory friction. 0 = regulated, data-restricted, non-US dominant. RULES ----- 1. Be honest. A defensible 35 beats an inflated 80. 2. Infrastructure / platform niches can score high on geo + agentability but moderate on economic if buyer budget is still emerging. 3. Highly regulated healthcare/finance/legal can have high economic but slightly lower geo due to data / regulatory friction. 4. Consumer niches usually have lower economic unless huge market AND clear willingness to pay. 5. Developer tools usually have high geo and good economic if they map to existing dev spend. 6. L0 infrastructure niches still get density estimates if they are important agent-economy infrastructure. SECTOR BASELINES (guardrails, not hard caps) -------------------------------------------- healthcare-ops: ag 70-90 / ec 75-95 / ge 60-82 (lower ge for clinical decisioning) finance-ops: ag 75-90 / ec 75-90 / ge 75-90 financial-services: ag 65-85 / ec 70-95 / ge 55-80 (lower ge for regulated advice/trading) legal: ag 75-90 / ec 70-90 / ge 70-85 developer-tools-infra: ag 70-95 / ec 55-90 / ge 85-98 sales-marketing-revops: ag 75-95 / ec 75-95 / ge 85-95 customer-success-support: ag 80-95 / ec 75-90 / ge 85-95 ecommerce-retail: ag 65-85 / ec 65-90 / ge 80-92 logistics-supply-chain: ag 65-85 / ec 70-90 / ge 70-88 engineering-construction: ag 55-80 / ec 65-88 / ge 65-85 manufacturing-industrial: ag 60-85 / ec 70-90 / ge 65-85 security: ag 75-95 / ec 75-92 / ge 80-95 media-entertainment: ag 70-90 / ec 55-85 / ge 80-95 design-creative: ag 70-90 / ec 55-80 / ge 85-95 consumer-personal: ag 55-85 / ec 45-85 / ge 75-95 education: ag 65-85 / ec 55-80 / ge 70-90 government-public-sector: ag 65-85 / ec 55-80 / ge 55-75 research-knowledge-work: ag 75-95 / ec 55-85 / ge 75-95 agriculture-climate: ag 55-80 / ec 50-75 / ge 60-85 hospitality: ag 65-85 / ec 55-80 / ge 80-92 services: ag 65-90 / ec 55-85 / ge 80-95 SPECIAL JUDGEMENT ----------------- - prior-authorization, claims-denial-management, medical-coding-cdi, medical-scribe: high ec/ag, ge 65-78 (healthcare regulatory friction). - outbound-sales-sdr, customer-support-tier1, rfp-response: very high on all three. - autonomous-code-generation, code-review-agent, browser-automation-agent: high ag + ge, high ec. - local-ai-platform, self-evolving-agent-framework, quantum-*: lower ec unless clear near-term buyer market. - dating, life coach, meditation, pet care, gardening: lower ec despite good consumer demand. - trading / financial-advice: high ec but lower ge due regulation/trust. - marketplaces / directories / portals: lower ag if not an operating agent, but can still have ecosystem economic value. RETURN FORMAT ------------- Return raw CSV — one row per niche below, no header, no markdown fence, no commentary. Each row: niche,agentability,economic,geo,one_line_justification - niche: match the slug verbatim from the list below. - agentability / economic / geo: integers 0-100. - justification: one short sentence, no commas, no newlines, no quotes. - Cover EVERY niche exactly once. ======================================================= NICHES TO ESTIMATE (n=346) ======================================================= ### c/automation-operators (103 niches) - accounts-payable-automation [sector: finance-ops] why: Invoice OCR + PO matching + GL coding + approval workflows. Tipalti, Ramp, Bill.com. estimates: ag=___, ec=___, ge=___, just= - accounts-receivable-collections [sector: finance-ops] why: Dunning + payment promise tracking + ageing analysis. estimates: ag=___, ec=___, ge=___, just= - agent-memory-systems [sector: developer-tools-infra] why: Promoted from DiscoveredNiche cluster of 8 agents (DN.id=cmp99ip2l0, original slug=tool-api--agent-memory--learning). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - agent-wallet-payments [sector: financial-services] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ai-banking-chatbot [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-candidate-sourcing [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-construction-pm [sector: engineering-construction] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-customer-data-platform [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-dating-assistant [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-event-planning [sector: hospitality] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-insurance-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-onboarding-employee [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-performance-review [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-personal-trainer [sector: consumer-personal] why: Program design + form-check via video + nutrition coaching. Fitbod, Future-adjacent. estimates: ag=___, ec=___, ge=___, just= - ai-real-estate-agent [sector: real-estate] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-recruiting-agent [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-restaurant-pos [sector: hospitality] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-resume-screening [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-retail-pos-agent [sector: ecommerce-retail] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-scheduling-assistant [sector: customer-success-support] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-shopping-assistant [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-spreadsheet-agent [sector: finance-ops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ai-supply-chain-agent [sector: logistics-supply-chain] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-travel-concierge [sector: hospitality] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-virtual-employee [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - amazon-seller-automation [sector: ecommerce-retail] why: Inventory + ads + reviews + reimbursements. US Amazon FBA huge. estimates: ag=___, ec=___, ge=___, just= - anomaly-classification-agent [sector: manufacturing-industrial] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - asset-performance-management-agent [sector: manufacturing-industrial] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - benefits-verification [sector: healthcare-ops] why: Real-time eligibility + co-pay + deductible lookup across payors. estimates: ag=___, ec=___, ge=___, just= - building-inspection [sector: engineering-construction] why: Vision-AI + checklist + report generation. Pre-purchase + insurance. estimates: ag=___, ec=___, ge=___, just= - business-process-automation [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - change-order-management [sector: engineering-construction] why: Tracking + pricing + approval routing. estimates: ag=___, ec=___, ge=___, just= - cloud-resource-request-fulfilment [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - cognitive-automation [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - construction-estimating-takeoff [sector: engineering-construction] why: Drawing reading + quantity takeoff + unit pricing. Togal.AI, Beam AI. estimates: ag=___, ec=___, ge=___, just= - content-operations [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - corporate-l-and-d [sector: education] why: Compliance training, role-based skill mapping, LMS automation. estimates: ag=___, ec=___, ge=___, just= - crm-automation-agent [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - cross-sell-upsell-agent [sector: sales-marketing-revops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - customer-support-tier1 [sector: customer-success-support] why: Highest-volume agentic deployment category. Intercom Fin, Decagon, Sierra, Forethought all major US plays. estimates: ag=___, ec=___, ge=___, just= - data-entry-automation [sector: finance-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - desktop-automation [sector: developer-tools-infra] why: Promoted from DiscoveredNiche cluster of 10 agents (DN.id=cmp99ip0v0, original slug=commercial-agent-product--workflow-automation--desktop-automation). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - dock-scheduling-agent [sector: logistics-supply-chain] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - document-processing-agent [sector: finance-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ecommerce-replenishment-agent [sector: ecommerce-retail] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - email-drafting-assistant [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - email-marketing-personalisation [sector: sales-marketing-revops] why: 1:1 personalisation at scale, deliverability optimisation. Mailchimp/Klaviyo/Customer.io. estimates: ag=___, ec=___, ge=___, just= - enterprise-rpa-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - erp-automation [sector: finance-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - essay-grading-feedback [sector: education] why: Rubric-based grading + rich written feedback. estimates: ag=___, ec=___, ge=___, just= - expense-report-processing [sector: finance-ops] why: Receipt OCR + policy compliance + reimbursement routing. estimates: ag=___, ec=___, ge=___, just= - faq-generation-agent [sector: customer-success-support] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - fleet-dispatch-agent [sector: logistics-supply-chain] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - form-filling-automation [sector: finance-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - freight-broker-workflow [sector: logistics-supply-chain] why: Quote + carrier matching + paperwork. Huge US freight market. Convoy gap + AI startups. estimates: ag=___, ec=___, ge=___, just= - freight-invoice-audit-agent [sector: logistics-supply-chain] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - freight-shipping-coordinator [sector: logistics-supply-chain] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - hotel-concierge-agent [sector: hospitality] why: Guest comms + booking + concierge requests. estimates: ag=___, ec=___, ge=___, just= - human-task-marketplace [sector: services] why: Promoted from DiscoveredNiche cluster of 4 agents (DN.id=cmp99ip320, original slug=agent-marketplace--human-rental--physical-tasks). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - in-app-sales-concierge [sector: sales-marketing-revops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - influencer-outreach [sector: sales-marketing-revops] why: Discovery + qualification + outreach + relationship management. Aspire + GRIN. estimates: ag=___, ec=___, ge=___, just= - inventory-tracking-agent [sector: logistics-supply-chain] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - maintenance-request-triage [sector: real-estate] why: Tenant requests → vendor dispatch + photo triage. estimates: ag=___, ec=___, ge=___, just= - manufacturing-process-optimization [sector: manufacturing-industrial] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - mcp-gateway-enterprise [sector: developer-tools-infra] why: Promoted from DiscoveredNiche cluster of 2 agents (DN.id=cmp99ip2n0, original slug=mcp-server--mcp-gateway--enterprise-integration). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - meal-planning-agent [sector: consumer-personal] why: Meal planning + grocery list + delivery integration. Mealime + AI overlay. estimates: ag=___, ec=___, ge=___, just= - meeting-notes-transcription [sector: customer-success-support] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - no-code-workflow-builder [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - onboarding-automation [sector: customer-success-support] why: Multi-step playbooks, account setup, training delivery. Useful for SaaS-to-SaaS. estimates: ag=___, ec=___, ge=___, just= - on-call-management-agent [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - outbound-sales-sdr [sector: sales-marketing-revops] why: Cold outreach + lead enrichment + multi-channel sequence orchestration. Huge US sales-org spend; mature agentic product surface (Clay, Apollo, Outreach, 11x, Artisan). estimates: ag=___, ec=___, ge=___, just= - patient-scheduling [sector: healthcare-ops] why: Booking, rescheduling, reminders, no-show triage. Mature US market. estimates: ag=___, ec=___, ge=___, just= - pharmacy-benefits-management [sector: healthcare-ops] why: Formulary checking + prior-auth alignment + member outreach. estimates: ag=___, ec=___, ge=___, just= - predictive-maintenance [sector: manufacturing-industrial] why: Sensor-data anomaly detection + work-order generation. Augury, Uptake. estimates: ag=___, ec=___, ge=___, just= - procure-to-pay-agent [sector: finance-ops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - production-schedule-optimization [sector: manufacturing-industrial] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - production-yield-optimization [sector: manufacturing-industrial] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - product-listing-optimization-ecom [sector: ecommerce-retail] why: Amazon listing drafting + SEO + image generation. Helium 10, Jungle Scout adjacency. estimates: ag=___, ec=___, ge=___, just= - pr-press-outreach [sector: sales-marketing-revops] why: Journalist matching + pitch drafting + follow-up. Muck Rack + Cision US-strong. estimates: ag=___, ec=___, ge=___, just= - quantity-surveying [sector: engineering-construction] why: More UK-strong, but US commercial GC market still large. estimates: ag=___, ec=___, ge=___, just= - quote-to-cash [sector: sales-marketing-revops] why: CPQ → contract → invoice → revenue recognition. Document-heavy, multi-system orchestration. estimates: ag=___, ec=___, ge=___, just= - reconciliation-automation [sector: finance-ops] why: Bank rec, intercompany rec, GL-to-subledger rec. Highly repetitive. estimates: ag=___, ec=___, ge=___, just= - referral-management [sector: healthcare-ops] why: Inbound referral packet processing + insurance verification. estimates: ag=___, ec=___, ge=___, just= - restaurant-operations [sector: hospitality] why: Inventory + scheduling + menu + reviews. Toast / 7shifts adjacencies. estimates: ag=___, ec=___, ge=___, just= - return-processing-rma [sector: ecommerce-retail] why: Reason classification + fraud screening + refund decisioning. estimates: ag=___, ec=___, ge=___, just= - review-response-management [sector: sales-marketing-revops] why: G2, Yelp, Google reviews — repetitive, polite responses with brand voice consistency. estimates: ag=___, ec=___, ge=___, just= - rfp-response [sector: sales-marketing-revops] why: Vast text-retrieval + structured response generation. Loopio + Responsive.io occupy this space. estimates: ag=___, ec=___, ge=___, just= - route-optimization [sector: logistics-supply-chain] why: Last-mile + multi-stop optimisation. Onfleet, Route4Me + AI-native entrants. estimates: ag=___, ec=___, ge=___, just= - sales-coaching-call-review [sector: sales-marketing-revops] why: Call transcription + qualitative scoring + coaching summaries. Gong, Chorus, ZoomInfo all sell to US enterprise sales orgs. estimates: ag=___, ec=___, ge=___, just= - seo-agent [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - shipment-tracking-agent [sector: logistics-supply-chain] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - short-term-rental-management [sector: real-estate] why: Pricing + messaging + cleaning coordination. Vacasa / Airbnb co-host space. estimates: ag=___, ec=___, ge=___, just= - social-media-automation [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - spend-analysis-agent [sector: finance-ops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - spend-management-saas [sector: finance-ops] why: SaaS sprawl monitoring + license rightsizing. Vendr, Tropic, Sastrify. estimates: ag=___, ec=___, ge=___, just= - subcontractor-bid-comparison [sector: engineering-construction] why: Bid normalisation + scope reconciliation. Useful for GCs. estimates: ag=___, ec=___, ge=___, just= - supplier-management [sector: manufacturing-industrial] why: Supplier onboarding + performance scoring + risk monitoring. estimates: ag=___, ec=___, ge=___, just= - ticket-triage-routing [sector: customer-success-support] why: Classification + priority scoring + skill-based routing. Zendesk + Intercom ecosystems. estimates: ag=___, ec=___, ge=___, just= - travel-planning-agent [sector: consumer-personal] why: End-to-end trip planning + booking. Google Travel + Mindtrip + Layla. estimates: ag=___, ec=___, ge=___, just= - vertical-ai-agent-platform [sector: developer-tools-infra] why: Added 2026-05-18 to catch Folio3-style vertical AI agent platforms (@legal_ai_agents, @education_ai_agents, @sports_ai_agents). estimates: ag=___, ec=___, ge=___, just= - warehouse-picking-optimization [sector: logistics-supply-chain] why: Pick-path + slotting + robotics coordination. estimates: ag=___, ec=___, ge=___, just= - water-network-monitoring-agent [sector: agriculture-climate] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - workflow-automation-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= ### c/browser-automation (6 niches) - browser-automation-agent [sector: developer-tools-infra] why: Browser Use, Browserbase, Anthropic computer-use, OpenAI Operator. Hot category. estimates: ag=___, ec=___, ge=___, just= - competitive-monitoring-scraper [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - data-collection-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ecommerce-arbitrage-agent [sector: ecommerce-retail] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - form-submission-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - web-scraping-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= ### c/coding (33 niches) - agent-observability-eval [sector: developer-tools-infra] why: Agent trace inspection + LLM eval + regression testing. LangSmith, Braintrust, Helicone. estimates: ag=___, ec=___, ge=___, just= - ai-agent-framework-hooks [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ai-app-builder [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-compute-optimization-infra [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ai-database-admin [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-data-engineering [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-debugging-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-frontend-coding [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-mobile-coding [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-pair-programming [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - api-design-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - autonomous-code-generation [sector: developer-tools-infra] why: Devin, Cursor, Cline, Claude Code, Copilot — most-watched agentic category. estimates: ag=___, ec=___, ge=___, just= - bug-triage-agent [sector: developer-tools-infra] why: Crash report + log + repro generation. Sentry-adjacent. estimates: ag=___, ec=___, ge=___, just= - ci-cd-optimization-agent [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - cli-coding-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - code-review-agent [sector: developer-tools-infra] why: PR review + lint + security scan + change-impact. Greptile, Coderabbit, Graphite. estimates: ag=___, ec=___, ge=___, just= - coding-agent-model-infra [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - database-query-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - developer-portal-api-docs [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - devops-automation-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ecad-hardware-design-agent [sector: design-creative] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - edge-ai-models [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ide-coding-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - infrastructure-provisioning-iac [sector: developer-tools-infra] why: Terraform/Pulumi drafting + drift detection + cost review. estimates: ag=___, ec=___, ge=___, just= - legacy-code-modernization [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - llm-serving-infrastructure [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - persistent-agent-memory [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - prompt-management-platform [sector: developer-tools-infra] why: Prompt versioning + A/B + collaborative editing. Mature emerging tooling. estimates: ag=___, ec=___, ge=___, just= - quantum-accelerated-ai-infra [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - rag-pipeline-platform [sector: developer-tools-infra] why: Retrieval-augmented generation tooling. LlamaIndex, Pinecone-adjacent. estimates: ag=___, ec=___, ge=___, just= - retrieval-model-api [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - sandboxed-code-execution [sector: developer-tools-infra] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - test-case-generation [sector: developer-tools-infra] why: Unit + integration + e2e test drafting from code or specs. estimates: ag=___, ec=___, ge=___, just= ### c/cybersecurity (22 niches) - ai-compliance-automation [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-fraud-monitoring [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-grc-agent [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-phishing-detection [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-risk-vendor-monitoring [sector: security] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ai-security-orchestrator [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-soc-platform [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - autonomous-pentest-agent [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - blue-team-agent [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - camera-feed-operator-agent [sector: security] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - cloud-security-posture [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - incident-investigation [sector: security] why: Promoted from DiscoveredNiche cluster of 6 agents (DN.id=cmp99ip2s0, original slug=commercial-agent-product--incident-investigation--attack-analysis). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - incident-response-sre [sector: developer-tools-infra] why: On-call playbook execution + postmortem drafting. Rootly, FireHydrant + AI overlay. estimates: ag=___, ec=___, ge=___, just= - livestream-moderation [sector: media-entertainment] why: Toxicity + spam + brand-safety in real time. estimates: ag=___, ec=___, ge=___, just= - log-analysis-agent [sector: developer-tools-infra] why: Anomaly clustering + root-cause hypothesis. Datadog + Honeycomb + Coralogix. estimates: ag=___, ec=___, ge=___, just= - mcp-security-platform [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - phishing-triage-agent [sector: security] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - red-team-agent [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - safety-compliance-monitoring [sector: engineering-construction] why: OSHA-shaped paperwork + safety-incident triage + corrective action. estimates: ag=___, ec=___, ge=___, just= - security-scanning-vulnerability [sector: developer-tools-infra] why: SAST + SCA + container + IaC scanning + remediation drafting. estimates: ag=___, ec=___, ge=___, just= - threat-intelligence-agent [sector: security] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - vendor-risk-assessment [sector: finance-ops] why: Security questionnaire automation + risk scoring. Vanta, Drata adjacency. estimates: ag=___, ec=___, ge=___, just= ### c/design-creative (27 niches) - 3d-modeling-agent [sector: design-creative] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ad-creative-generation [sector: sales-marketing-revops] why: Multi-modal generation + variant testing. Meta and Google ads tooling are US-led market. estimates: ag=___, ec=___, ge=___, just= - ai-image-generation [sector: media-entertainment] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-mockup-prototyping [sector: design-creative] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-music-generation [sector: media-entertainment] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-personal-stylist [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-presentation-deck [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-video-generation [sector: media-entertainment] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-voice-cloning [sector: media-entertainment] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - bim-coordination [sector: engineering-construction] why: Clash detection + RFI tracking + model federation. estimates: ag=___, ec=___, ge=___, just= - character-design-agent [sector: media-entertainment] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - defect-detection-vision [sector: manufacturing-industrial] why: Vision-AI in manufacturing line + auto-reject. Landing AI ecosystem. estimates: ag=___, ec=___, ge=___, just= - design-ai-assistant [sector: design-creative] why: Promoted from DiscoveredNiche cluster of 5 agents (DN.id=cmp99ip3c0, original slug=agent-platform--design--ai-assistant). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - figma-automation-agent [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - game-asset-generation [sector: media-entertainment] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - illustration-generation-agent [sector: design-creative] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - logo-branding-agent [sector: design-creative] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - podcast-production-automation [sector: media-entertainment] why: Editing + show notes + clip generation. Descript, Riverside, Capsho. estimates: ag=___, ec=___, ge=___, just= - press-release-generation-agent [sector: sales-marketing-revops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - product-description-generation [sector: ecommerce-retail] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - seo-content-agent [sector: sales-marketing-revops] why: Keyword research + content gap analysis + drafting. Heavily crowded but proven economic activity. estimates: ag=___, ec=___, ge=___, just= - text-to-cad-agent [sector: engineering-construction] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ui-prototyping [sector: design-creative] why: Promoted from DiscoveredNiche cluster of 9 agents (DN.id=cmp99ip370, original slug=agent--prototyping--ui-design). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - video-avatar-generation [sector: media-entertainment] why: Promoted from DiscoveredNiche cluster of 10 agents (DN.id=cmp99ip2f0, original slug=commercial-agent-product--video-generation--avatar-synthesis). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - video-editing-automation [sector: media-entertainment] why: Auto-cut, captioning, social-formatting. Submagic, Opus Clip, Veed. estimates: ag=___, ec=___, ge=___, just= - voice-synthesis-tts [sector: media-entertainment] why: Promoted from DiscoveredNiche cluster of 2 agents (DN.id=cmp99ip1w0, original slug=tool-api--voice-synthesis--text-to-speech). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - website-design-agent [sector: design-creative] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= ### c/legal-research (41 niches) - ai-insurance-risk-cover [sector: financial-services] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - ai-legal-assistant-consumer [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-paralegal-agent [sector: legal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-tax-prep-consumer [sector: consumer-personal] why: Consumer + small-business tax. April, Column Tax, Keeper, TurboTax + AI overlay. estimates: ag=___, ec=___, ge=___, just= - audit-prep [sector: finance-ops] why: PBC list management + evidence gathering + workpaper prep. estimates: ag=___, ec=___, ge=___, just= - carbon-accounting-scope3 [sector: agriculture-climate] why: Procurement-data inventories + supplier outreach. estimates: ag=___, ec=___, ge=___, just= - chemical-regulatory-intelligence [sector: manufacturing-industrial] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - claims-denial-management [sector: healthcare-ops] why: Denial root-cause + appeal letter drafting. US RCM is massive. estimates: ag=___, ec=___, ge=___, just= - college-admissions-screening [sector: education] why: Application packet review + interview scheduling. estimates: ag=___, ec=___, ge=___, just= - compliance-monitoring-agent [sector: legal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - contract-clause-extraction [sector: legal] why: Structured extraction of obligations, expirations, parties. CLM systems. estimates: ag=___, ec=___, ge=___, just= - contract-management-platform [sector: legal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - contract-negotiation-agent [sector: legal] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - contract-review-redlining [sector: legal] why: Clause extraction + risk flagging + redline suggestions. Spellbook, Harvey, EvenUp. estimates: ag=___, ec=___, ge=___, just= - covenant-extraction-agent [sector: legal] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - customs-documentation [sector: logistics-supply-chain] why: HS-code classification + commercial-invoice drafting + ISF filing. estimates: ag=___, ec=___, ge=___, just= - deposition-prep [sector: legal] why: Witness history + record summarisation + question outline drafting. estimates: ag=___, ec=___, ge=___, just= - e-discovery-review [sector: legal] why: Document review + privilege review + production. Relativity, Everlaw. estimates: ag=___, ec=___, ge=___, just= - employment-law-screening [sector: legal] why: Termination risk, harassment-complaint triage, policy-doc compliance. estimates: ag=___, ec=___, ge=___, just= - esg-reporting [sector: finance-ops] why: CSRD, SEC climate rule, scope-3 calculation. Growing regulatory burden. estimates: ag=___, ec=___, ge=___, just= - estate-planning [sector: legal] why: Will + trust + power-of-attorney drafting from intake. estimates: ag=___, ec=___, ge=___, just= - immigration-paperwork [sector: legal] why: I-9, H-1B, green card, naturalisation forms. Boundless, Legalpad. estimates: ag=___, ec=___, ge=___, just= - insurance-claim-automation [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - iso-compliance-documentation [sector: manufacturing-industrial] why: ISO 9001 / 14001 / 27001 doc lifecycle. estimates: ag=___, ec=___, ge=___, just= - lease-abstraction [sector: real-estate] why: Key-term extraction + escalation tracking + renewal calendar. estimates: ag=___, ec=___, ge=___, just= - legal-document-drafting [sector: legal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - litigation-analysis [sector: legal] why: Case-strength prediction + similar-case retrieval. Lex Machina, EvenUp. estimates: ag=___, ec=___, ge=___, just= - ma-diligence-document-review [sector: legal] why: Data-room review + risk summarisation + Q&A response drafting. estimates: ag=___, ec=___, ge=___, just= - mortgage-application-processing [sector: real-estate] why: Income docs + DTI + appraisal coordination. Highly procedural. estimates: ag=___, ec=___, ge=___, just= - patent-search-analysis [sector: legal] why: Prior art + freedom-to-operate + claim mapping. estimates: ag=___, ec=___, ge=___, just= - permit-application [sector: engineering-construction] why: Per-municipality variation + plan-check coordination. Highly fragmented US permitting. estimates: ag=___, ec=___, ge=___, just= - permit-applications-citizen [sector: government-public-sector] why: Form drafting + status tracking + appeal handling. estimates: ag=___, ec=___, ge=___, just= - public-rfp-response [sector: government-public-sector] why: GovCon RFP drafting. SAM.gov-shaped. US-specific. estimates: ag=___, ec=___, ge=___, just= - real-estate-transaction-docs [sector: legal] why: Purchase agreements, title docs, closing packets. estimates: ag=___, ec=___, ge=___, just= - regulatory-monitoring [sector: legal] why: Continuous monitoring of CFR + agency announcements + state rule changes. estimates: ag=___, ec=___, ge=___, just= - small-business-legal-agent [sector: legal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - tax-compliance-smb [sector: finance-ops] why: Sales tax nexus + filing + multi-state — US has high complexity. Avalara, TaxJar. estimates: ag=___, ec=___, ge=___, just= - tenant-screening [sector: real-estate] why: Application processing + background + income verification. estimates: ag=___, ec=___, ge=___, just= - title-search-automation [sector: real-estate] why: County-records search + chain-of-title assembly. estimates: ag=___, ec=___, ge=___, just= - trademark-search [sector: legal] why: USPTO + state + common-law conflict screening. estimates: ag=___, ec=___, ge=___, just= - visa-immigration-consumer [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= ### c/markets-trading (27 niches) - ai-financial-coach-personal [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-marketing-mix-modelling [sector: sales-marketing-revops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-personal-finance-app [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - algorithmic-trading-bot [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - banking-automation [sector: financial-services] why: Promoted from DiscoveredNiche cluster of 4 agents (DN.id=cmp99ip2u0, original slug=agent-platform--banking-automation--compliance). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - churn-prediction-intervention [sector: customer-success-support] why: Risk scoring + automated outreach playbooks. ChurnZero + Gainsight US-strong. estimates: ag=___, ec=___, ge=___, just= - credit-scoring-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - crypto-trading-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - demand-forecasting [sector: manufacturing-industrial] why: Time-series + driver-based + scenario. Mature ML + agentic wrap. estimates: ag=___, ec=___, ge=___, just= - dynamic-pricing [sector: ecommerce-retail] why: Real-time price decisioning + competitor monitoring + margin protection. estimates: ag=___, ec=___, ge=___, just= - equity-research-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - financial-advisor-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - financial-data-api-for-agents [sector: financial-services] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - fpa-scenario-modelling [sector: finance-ops] why: Variance analysis + scenario generation + driver-based modelling. Pigment + Cube. estimates: ag=___, ec=___, ge=___, just= - fraud-detection-finance [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - inventory-optimization [sector: manufacturing-industrial] why: Reorder points + safety stock + demand-signal interpretation. estimates: ag=___, ec=___, ge=___, just= - investment-research-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - market-data-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - options-strategy-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - pipeline-forecasting [sector: sales-marketing-revops] why: Quantitative + structured CRM data + tribal rep knowledge. RevOps role is dominant US sales hire trend. estimates: ag=___, ec=___, ge=___, just= - portfolio-rebalancing-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - property-valuation-automation [sector: real-estate] why: AVM + comp pulling + report drafting. Zillow/Redfin adjacency. estimates: ag=___, ec=___, ge=___, just= - quantitative-analysis-agent [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - shipping-rate-negotiation [sector: logistics-supply-chain] why: Carrier benchmarking + RFP drafting + contract reading. estimates: ag=___, ec=___, ge=___, just= - trading-and-investing [sector: financial-services] why: Promoted from DiscoveredNiche cluster of 10 agents (DN.id=cmp99ip150, original slug=commercial-agent-product--trading--investing). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - treasury-cash-management [sector: finance-ops] why: Cash positioning, sweep optimisation, intercompany. Mid-market CFO pain. estimates: ag=___, ec=___, ge=___, just= - wealth-management-copilot [sector: financial-services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= ### c/medical-evidence (27 niches) - ai-life-coach [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-meditation-app [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-nutritionist [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-pharma-research [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - clinical-decision-support [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - clinical-guideline-adherence [sector: healthcare-ops] why: Promoted from DiscoveredNiche cluster of 5 agents (DN.id=cmp99ip3y0, original slug=commercial-agent-product--clinical-guideline-adherence--patient-record-evaluatio). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - clinical-trial-matching [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - clinical-trial-recruitment [sector: healthcare-ops] why: Patient matching against trial criteria from EHR. Massive cost-bottleneck for pharma. estimates: ag=___, ec=___, ge=___, just= - drug-interaction-checker [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ehr-integration-agent [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - hcc-risk-adjustment [sector: healthcare-ops] why: Medicare Advantage HCC coding accuracy. Huge regulatory + financial impact. estimates: ag=___, ec=___, ge=___, just= - medical-billing-codes [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - medical-coding-cdi [sector: healthcare-ops] why: ICD-10 + CPT coding + clinical documentation improvement. Fathom, Nym. estimates: ag=___, ec=___, ge=___, just= - medical-imaging-analysis [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - medical-literature-search [sector: healthcare-ops] why: Promoted from DiscoveredNiche cluster of 10 agents (DN.id=cmp99ip440, original slug=agent--medical-literature-search--evidence-synthesis). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - medical-scribe [sector: healthcare-ops] why: Voice → SOAP note + EHR integration. Abridge, DeepScribe, Suki, Nuance DAX. estimates: ag=___, ec=___, ge=___, just= - mental-health-companion [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - mental-health-screening [sector: healthcare-ops] why: PHQ-9/GAD-7 + safety triage + provider matching. Brightline, Headway adjacencies. estimates: ag=___, ec=___, ge=___, just= - patient-engagement-agent [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - prior-authorization [sector: healthcare-ops] why: Multi-payor forms + clinical guidelines + status tracking. Cohere Health, Olive (legacy), Anterior. estimates: ag=___, ec=___, ge=___, just= - radiology-reporting-copilot [sector: healthcare-ops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - radiology-second-read [sector: healthcare-ops] why: Vision-AI + clinical reporting + flagged-finding workflow. Aidoc, Rad AI. estimates: ag=___, ec=___, ge=___, just= - residency-scheduling-agent [sector: healthcare-ops] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - telehealth-intake [sector: healthcare-ops] why: Pre-visit data collection + symptom history + flag emergencies. estimates: ag=___, ec=___, ge=___, just= - veterinary-medical-agent [sector: healthcare-ops] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - veterinary-triage [sector: healthcare-ops] why: Symptom triage + scheduling. Growing pet-care spend. estimates: ag=___, ec=___, ge=___, just= - wellness-coaching-ai [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= ### c/meta (20 niches) - agent-builder-no-code [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - agent-deployment-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - agent-framework-open-source [sector: developer-tools-infra] why: Critical agent-economy infrastructure — frameworks themselves. CrewAI, AutoGen, LangGraph, OpenClaw, Agno. estimates: ag=___, ec=___, ge=___, just= - agent-identity-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - agent-marketplace-meta [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - agent-network-protocol [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - agent-orchestration-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - agent-runtime-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-assistant-suite [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-copilot-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-data-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-workspace-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - enterprise-ai-platform [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - enterprise-ai-search [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - enterprise-knowledge-platform [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - local-ai-platform [sector: consumer-personal] why: Promoted from DiscoveredNiche cluster of 10 agents (DN.id=cmp99ip300, original slug=agent-platform--local-ai--conversational-ai). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= - mcp-platform-provider [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - mcp-server-ecosystem [sector: developer-tools-infra] why: MCP-shaped catalog still nascent — every domain will get one. Catalog/registry play wide open. estimates: ag=___, ec=___, ge=___, just= - multi-agent-orchestrator [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - self-evolving-agent-framework [sector: developer-tools-infra] why: Promoted from DiscoveredNiche cluster of 7 agents (DN.id=cmp99ip2b0, original slug=agent-framework--self-evolution--software-development). Heuristic scores from entityType+homeClaw — needs review. estimates: ag=___, ec=___, ge=___, just= ### c/research (40 niches) - academic-research-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-art-tutor [sector: education] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-cooking-assistant [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-employee-engagement [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-gardening-assistant [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-interview-coach [sector: services] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-language-tutor [sector: education] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-music-tutor [sector: education] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-pet-care-agent [sector: consumer-personal] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-property-search [sector: real-estate] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-survey-analysis [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - ai-translation-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - autonomous-ai-research-lab [sector: research-knowledge-work] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - bioinformatics-pipeline-agent [sector: research-knowledge-work] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - brand-mention-monitoring [sector: sales-marketing-revops] why: Cross-channel listening + sentiment + escalation routing. estimates: ag=___, ec=___, ge=___, just= - business-research-enrichment [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - climate-risk-modelling [sector: agriculture-climate] why: Physical + transition risk for portfolios. Mature reg requirement. estimates: ag=___, ec=___, ge=___, just= - company-intelligence-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - competitive-intelligence [sector: sales-marketing-revops] why: Continuous monitoring of competitor sites, pricing, press, hiring. Crayon + Klue. estimates: ag=___, ec=___, ge=___, just= - corporate-training-agent [sector: education] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - crop-monitoring-precision-ag [sector: agriculture-climate] why: Satellite + drone vision + yield modelling. estimates: ag=___, ec=___, ge=___, just= - data-extraction-pipeline [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - deep-research-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - document-qa-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - due-diligence-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - expert-call-summarisation [sector: research-knowledge-work] why: Investor + consulting expert-network call processing. GLG, Tegus space. estimates: ag=___, ec=___, ge=___, just= - grant-management-agent [sector: government-public-sector] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - grant-writing-nonprofit [sector: government-public-sector] why: Grant-database matching + application drafting + reporting. estimates: ag=___, ec=___, ge=___, just= - knowledge-base-search [sector: customer-success-support] why: RAG-shaped problem. Glean, Guru — large enterprise rollout. estimates: ag=___, ec=___, ge=___, just= - knowledge-graph-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - literature-review [sector: research-knowledge-work] why: Systematic review drafting + citation network analysis. Elicit, Consensus. estimates: ag=___, ec=___, ge=___, just= - market-intelligence-research [sector: research-knowledge-work] why: Market sizing + competitive landscape + trend reporting. AlphaSense. estimates: ag=___, ec=___, ge=___, just= - news-monitoring-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - quantum-control-automation [sector: research-knowledge-work] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - report-generation-agent [sector: research-knowledge-work] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just= - review-summarisation-ecom [sector: ecommerce-retail] why: Pros/cons extraction + sentiment + competitor diff. estimates: ag=___, ec=___, ge=___, just= - technical-support-document-agent [sector: customer-success-support] why: Added 2026-05-18 (followup, ChatGPT-suggested) to close long-tail unscored agents. estimates: ag=___, ec=___, ge=___, just= - tutoring-subject-specific [sector: education] why: Math, language, code tutoring. Khan Academy + adaptive platforms. estimates: ag=___, ec=___, ge=___, just= - voice-of-customer [sector: customer-success-support] why: Synthesis of feedback signals across tickets, NPS, reviews, calls. estimates: ag=___, ec=___, ge=___, just= - web-search-api [sector: developer-tools-infra] why: Added 2026-05-18 to close taxonomy gap revealed by unscored agent sample. Scorer will populate expectedDensity / observedNodeCount / opportunityScore on next run. estimates: ag=___, ec=___, ge=___, just=