How opportunity density is scored

Solved does not just list agents — it tries to surface where agents should exist but are under-built. This page documents exactly how those signals are computed, including the source data, the formula, and every per-niche score.

What we're measuring

For every micro-niche in the directory we estimate expected agent density from three independent 0-100 dimensions, then compare against observed coverage from the live directory. A niche is interesting when expected density is high but observed coverage is low.

1. agentability

Can an agent do it?

Repetitive, digital, document-heavy work that fits LLM + tool-use cleanly scores high. Anything needing physical dexterity, deep judgement, or trust an agent can't deliver scores low.

2. economic activity

Is there money / work there?

Rough US-market spend and willingness to pay. Large buyer budgets, expensive errors, mature software categories score high. Tiny hobby workflows or low-budget areas score low.

3. geo readiness

Can it be deployed here?

Friction, not market size. Clear US buyers, accessible data, manageable regulation = high. Heavy regulation, restricted data, high liability, fragmented systems = low.

The formula

expectedDensityScore = (agentabilityScore × economicActivityScore × geoReadinessScore) / 10,000
opportunityScore     = max(0, expectedDensityScore − round(observedWeightedDensity × 10))

Three 0-100 inputs multiplied together, divided to renormalise to 0-100. Crowding cuts the score proportionally: high-expected niches with many observed agents fall down the ranking, leaving whitespace at the top. (A v1 formula using a weighted average + geo-friction multiplier is queued — the punitive multiplicative form crushes regulated-but-valuable niches; see queue.)

Where the input numbers came from

The three input scores per niche are not derived from a TAM database — they are heuristic. To avoid single-model bias we ran the same estimation worksheet through two independent LLMs and averaged the results:

A shared worksheet was built containing every micro-niche, the formula, the dimension definitions, sector baseline ranges (e.g. healthcare-ops: ag 70-90 / ec 75-95 / ge 60-82), and a list of special-judgement notes (e.g. “clinical decisioning gets lower geo than admin/RCM in the same sector”).
Claude Sonnet 4.5 and ChatGPT independently filled in agentability / economic / geo for all 346 niches. No prior estimates were shown — each pass was anchor-free.
The two estimates were averaged row-by-row. Of 346 niches, both models covered every row.
Manual overrides were then applied to 8 niches across 5 modelling-edge cases where the LLMs systematically over- or under-corrected. See the override table below.
The final values are the “Final (live)” columns in the per-niche table at the bottom.

Override cases

These are sector groupings where one or both LLMs tended to give a number that didn't reflect the on-the-ground reality of deployment. The override clamps the averaged score into a defensible range.

group	rule	example niches
`regulated-autonomy`	geo clamped to 55-70 — clinical decisioning and autonomous trading carry real liability/regulatory friction the LLMs underweighted.	radiology-second-read, clinical-decision-support, algorithmic-trading-bot, portfolio-rebalancing-agent, financial-advisor-agent
`healthcare-admin`	geo clamped to 68-78, economic floored at 80. These are admin/RCM workflows that ARE deployable with human oversight — don't over-penalise geo just because the sector is “healthcare”.	prior-authorization, claims-denial-management, medical-coding-cdi, hcc-risk-adjustment, benefits-verification
`infra-doc`	agentability clamped to 45-70. These are infrastructure / API / docs nodes — important to the ecosystem but they are NOT operating agents themselves.	developer-portal-api-docs, web-search-api, financial-data-api-for-agents, retrieval-model-api
`public-sector`	geo clamped to 65-80. Government procurement and permitting carry friction the LLMs underweighted.	permit-application, permit-applications-citizen, grant-writing-nonprofit, grant-management-agent, public-rfp-response
`consumer-lifestyle`	economic clamped to 45-70. Broad consumer demand doesn't translate to willingness to pay for these niches.	meal-planning-agent, ai-gardening-assistant, ai-cooking-assistant, ai-personal-stylist, wellness-coaching-ai

Observed coverage & crowding

Each niche's observedNodeCount is how many agents from the live directory matched it (via the deterministic taxonomy scorer). Coverage is binned for display:

empty: 0 weighted nodes
sparse: 1-2 weighted nodes
emerging: 3-6 weighted nodes
crowded: 7+ weighted nodes

v0 weights every observed node equally. v1 will weight by agentLevel (L4/L5 = 1.0, L3 = 0.8, ..., L0 infra = 0.2-0.4) so a generic API endpoint doesn't mark a whole niche as covered. See queue for the v1 spec.

Limitations (read this part)

Scores are directional, not precise. This is not investment advice.
The input scores are heuristic — defensible but not derived from external market data.
Directory coverage is incomplete; niches can look empty because we haven't found their agents yet.
Geography is inferred from English-language web sources; non-US dominant niches may be under-represented.
Private/internal agents (Frank, Hermes, Openclaw, Solved curators) are excluded from observed coverage.
v0 formula multiplies the three inputs — one low score can crush a high-value niche. v1 will use a weighted average + geo friction multiplier.

Per-niche scores (346 micro-niches)

Columns: Sonnet (ag/ec/ge), ChatGPT (ag/ec/ge), Final live (ag/ec/ge after averaging + overrides), expectedDensity, observed agents, opportunityScore. Niches with manual overrides are flagged in the right-hand column. Sorted by expectedDensity descending.

niche	parent	Sonnet			ChatGPT			Final (live)			exp	obs	opp	override
niche	parent	ag	ec	ge	ag	ec	ge	ag	ec	ge	exp	obs	opp	override
outbound-sales-sdr	c/automation-operators	92	95	95	95	94	95	94	95	95	85	3	74
autonomous-code-generation	coding	92	92	92	95	92	96	94	92	94	81	45	21
customer-support-tier1	c/automation-operators	90	92	92	94	92	95	92	92	94	80	66	20
code-review-agent	coding	92	88	92	91	88	95	92	88	94	76	48	16
accounts-payable-automation	c/automation-operators	92	88	92	90	86	90	91	87	91	72	16	12
browser-automation-agent	browser	92	82	92	92	86	94	92	84	93	72	58	12
cloud-security-posture	cyber	90	88	94	88	86	90	89	87	92	71	1	66
contract-review-redlining	legal	92	90	92	90	86	82	91	88	87	70	15	10
security-scanning-vulnerability	cyber	90	85	92	88	86	92	89	86	92	70	48	10
ad-creative-generation	design	88	90	90	86	86	92	87	88	91	70	1	65
ai-soc-platform	cyber	88	85	92	88	86	90	88	86	91	69	11	24
crm-automation-agent	c/automation-operators	88	85	92	86	86	92	87	86	92	69	58	9
rfp-response	c/automation-operators	95	75	92	90	84	90	93	80	91	68	2	58
ai-phishing-detection	cyber	90	82	92	88	86	90	89	84	91	68	0	68
seo-content-agent	design	82	85	90	91	86	92	87	86	91	68	1	62
tax-compliance-smb	legal	90	87	95	86	88	78	88	88	87	67	3	53
ai-fraud-monitoring	cyber	88	85	90	88	90	82	88	88	86	67	2	57
quote-to-cash	c/automation-operators	88	85	90	88	84	90	88	85	90	67	3	51
ticket-triage-routing	c/automation-operators	90	78	92	88	84	92	89	81	92	66	1	60
content-operations	c/automation-operators	85	82	90	86	86	92	86	84	91	66	6	37
phishing-triage-agent	cyber	88	78	92	88	86	90	88	82	91	66	1	61
churn-prediction-intervention	markets	82	84	92	88	84	92	85	84	92	66	0	66
sales-coaching-call-review	c/automation-operators	85	80	92	86	86	92	86	83	92	66	2	56
accounts-receivable-collections	c/automation-operators	90	84	92	86	82	90	88	83	91	66	6	36
reconciliation-automation	c/automation-operators	92	76	92	88	84	90	90	80	91	66	17	6
ai-compliance-automation	cyber	85	80	88	92	90	86	89	85	87	66	66	6
ai-security-orchestrator	cyber	86	80	90	88	86	90	87	83	90	65	0	65
cross-sell-upsell-agent	c/automation-operators	86	80	90	86	86	92	86	83	91	65	2	57
agent-framework-open-source	platform	95	75	90	86	78	96	91	77	93	65	115	5
ai-scheduling-assistant	c/automation-operators	85	75	92	88	84	92	87	80	92	64	1	58
knowledge-base-search	research	90	72	92	88	84	92	89	78	92	64	2	51
threat-intelligence-agent	cyber	86	78	90	88	86	90	87	82	90	64	19	4
onboarding-automation	c/automation-operators	84	78	92	88	84	92	86	81	92	64	27	4
ai-grc-agent	cyber	84	78	86	92	90	86	88	84	86	64	0	64
audit-prep	legal	88	78	92	88	88	82	88	83	87	64	0	64
e-discovery-review	legal	88	85	92	88	84	78	88	85	85	64	0	64
blue-team-agent	cyber	84	75	90	88	86	90	86	81	90	63	0	63
meeting-notes-transcription	c/automation-operators	88	65	92	93	84	92	91	75	92	63	0	63
expense-report-processing	c/automation-operators	92	80	92	84	78	90	88	79	91	63	5	41
competitive-intelligence	research	86	74	90	86	86	92	86	80	91	63	6	36
mortgage-application-processing	legal	86	87	95	84	86	74	85	87	85	63	1	58
ai-tax-prep-consumer	legal	86	85	95	84	88	75	85	87	85	63	0	63
seo-agent	c/automation-operators	84	78	90	86	86	92	85	82	91	63	10	12
prior-authorization	medical	94	92	78	92	92	70	93	92	74	63	66	3
ai-marketing-mix-modelling	markets	82	78	90	86	86	92	84	82	91	63	0	63
procure-to-pay-agent	c/automation-operators	86	78	90	88	84	88	87	81	89	63	2	53
voice-of-customer	research	84	75	92	88	84	92	86	80	92	63	18	3
pipeline-forecasting	markets	76	83	90	86	86	92	81	85	91	63	1	58
email-marketing-personalisation	c/automation-operators	80	80	92	86	86	92	83	83	92	63	1	58
social-media-automation	c/automation-operators	80	75	92	86	86	92	83	81	92	62	25	2
construction-estimating-takeoff	c/automation-operators	84	85	92	84	84	82	84	85	87	62	0	62
brand-mention-monitoring	research	84	74	90	86	86	92	85	80	91	62	0	62
freight-broker-workflow	c/automation-operators	88	82	92	84	84	82	86	83	87	62	0	62
ai-video-generation	design	85	72	90	88	84	94	87	78	92	62	40	2
review-response-management	c/automation-operators	86	70	92	86	86	92	86	78	92	62	2	52
influencer-outreach	c/automation-operators	80	75	92	86	86	92	83	81	92	62	1	57
email-drafting-assistant	c/automation-operators	82	70	92	91	86	92	87	78	92	62	2	49
contract-clause-extraction	legal	92	80	92	86	80	82	89	80	87	62	0	62
product-listing-optimization-ecom	c/automation-operators	88	82	92	83	78	88	86	80	90	62	0	62
technical-support-document-agent	research	85	72	90	88	84	92	87	78	91	62	4	44
claims-denial-management	legal	90	88	92	90	88	72	90	88	78	62	0	62	healthcare-admin
ai-customer-data-platform	c/automation-operators	78	80	90	86	86	92	82	83	91	62	1	59
spend-management-saas	c/automation-operators	88	82	92	80	78	90	84	80	91	61	1	58
sandboxed-code-execution	coding	88	72	95	84	78	94	86	75	95	61	4	48
ai-risk-vendor-monitoring	cyber	82	75	88	88	86	90	85	81	89	61	1	56
competitive-monitoring-scraper	browser	86	72	88	86	86	92	86	79	90	61	0	61
vendor-risk-assessment	cyber	84	75	90	88	88	82	86	82	86	61	2	51
ai-image-generation	design	85	70	92	86	82	94	86	76	93	61	26	1
ma-diligence-document-review	legal	86	82	92	86	82	82	86	82	87	61	0	61
in-app-sales-concierge	c/automation-operators	82	75	88	86	86	92	84	81	90	61	2	51
document-processing-agent	c/automation-operators	90	78	88	84	80	90	87	79	89	61	28	1
lease-abstraction	legal	92	80	95	82	76	80	87	78	88	60	2	50
ai-presentation-deck	design	82	68	88	91	86	92	87	77	90	60	0	60
ai-pair-programming	coding	90	80	92	78	70	97	84	75	95	60	9	17
erp-automation	c/automation-operators	85	80	85	84	84	86	85	82	86	60	4	38
medical-scribe	medical	90	90	78	88	90	72	89	90	75	60	15	0
agent-orchestration-platform	platform	92	78	94	78	70	97	85	74	96	60	93	0
autonomous-pentest-agent	cyber	85	70	88	88	86	90	87	78	89	60	2	52
red-team-agent	cyber	84	72	88	88	86	90	86	79	89	60	2	50
multi-agent-orchestrator	platform	92	76	93	78	70	97	85	73	95	59	0	59
predictive-maintenance	c/automation-operators	80	88	90	82	84	80	81	86	85	59	9	19
agent-deployment-platform	platform	90	75	94	78	70	97	84	73	96	59	77	0
real-estate-transaction-docs	legal	88	80	92	82	82	78	85	81	85	59	0	59
amazon-seller-automation	c/automation-operators	88	80	92	78	78	88	83	79	90	59	0	59
test-case-generation	coding	90	78	92	78	70	97	84	74	95	59	2	53
tenant-screening	legal	88	78	95	78	82	82	83	80	89	59	2	49
demand-forecasting	markets	82	82	90	82	84	84	82	83	87	59	3	46
fraud-detection-finance	markets	82	85	88	84	88	76	83	87	82	59	4	41
expert-call-summarisation	research	88	74	90	91	74	88	90	74	89	59	0	59
infrastructure-provisioning-iac	coding	86	82	92	78	70	97	82	76	95	59	0	59
review-summarisation-ecom	research	90	72	92	83	78	88	87	75	90	59	0	59
agent-observability-eval	coding	90	78	92	78	70	97	84	74	95	59	0	59
literature-review	research	90	72	90	91	74	88	91	73	89	59	3	49
market-intelligence-research	research	86	80	90	86	74	88	86	77	89	59	2	53
faq-generation-agent	c/automation-operators	78	65	88	93	84	92	86	75	90	58	8	21
bug-triage-agent	coding	88	77	92	78	70	97	83	74	95	58	1	53
incident-response-sre	cyber	86	80	92	78	70	97	82	75	95	58	4	42
ai-voice-cloning	design	88	70	92	82	78	92	85	74	92	58	2	50
fpa-scenario-modelling	markets	78	80	90	84	84	86	81	82	88	58	1	53
log-analysis-agent	cyber	88	78	92	78	70	97	83	74	95	58	9	21
due-diligence-agent	research	88	78	85	86	74	88	87	76	87	58	10	8
patient-scheduling	c/automation-operators	88	78	92	84	88	70	86	83	81	58	15	0
video-editing-automation	design	84	78	90	85	74	90	85	76	90	58	2	45
agent-runtime-platform	platform	90	76	93	78	70	97	84	73	95	58	7	34
route-optimization	c/automation-operators	80	80	92	82	84	84	81	82	88	58	4	40
pr-press-outreach	c/automation-operators	78	70	90	86	86	92	82	78	91	58	0	58
ai-paralegal-agent	legal	88	78	85	86	82	80	87	80	83	58	0	58
ide-coding-agent	coding	88	78	92	78	70	97	83	74	95	58	6	24
rag-pipeline-platform	coding	88	78	92	78	70	97	83	74	95	58	13	13
dynamic-pricing	markets	84	80	92	78	78	88	81	79	90	58	1	53
contract-negotiation-agent	legal	88	78	85	86	80	82	87	79	84	58	5	36
data-extraction-pipeline	research	88	75	92	78	70	97	83	73	95	58	12	4
mcp-server-ecosystem	platform	95	70	90	82	72	94	89	71	92	58	12	18
legal-document-drafting	legal	85	78	90	89	82	78	87	80	84	58	13	0
llm-serving-infrastructure	coding	84	70	88	84	82	94	84	76	91	58	1	55
web-scraping-agent	browser	88	75	92	78	70	97	83	73	95	58	16	0
return-processing-rma	c/automation-operators	88	78	92	78	78	88	83	78	90	58	9	26
hcc-risk-adjustment	medical	84	80	93	88	90	68	86	85	78	57	1	54	healthcare-admin
ai-resume-screening	c/automation-operators	88	72	92	80	76	90	84	74	91	57	2	47
clinical-trial-recruitment	medical	82	86	90	84	86	70	83	86	80	57	0	57
patent-search-analysis	legal	86	77	92	84	76	82	85	77	87	57	1	52
business-research-enrichment	research	85	75	90	86	74	88	86	75	89	57	0	57
inventory-optimization	markets	82	83	88	80	82	82	81	83	85	57	1	51
ai-recruiting-agent	c/automation-operators	85	75	90	80	76	90	83	76	90	57	4	38
ai-data-platform	platform	88	76	91	78	70	97	83	73	94	57	29	0
press-release-generation-agent	design	78	62	88	91	86	92	85	74	90	57	1	51
report-generation-agent	research	85	72	90	91	74	88	88	73	89	57	3	43
data-entry-automation	c/automation-operators	88	75	88	82	76	90	85	76	89	57	8	20
enterprise-ai-platform	platform	85	80	88	78	70	97	82	75	93	57	19	0
company-intelligence-agent	research	86	76	90	86	74	88	86	75	89	57	1	54
ai-debugging-agent	coding	88	74	92	78	70	97	83	72	95	57	7	27
ai-copilot-platform	platform	85	74	92	78	70	97	82	72	95	56	25	0
compliance-monitoring-agent	legal	85	75	85	88	86	74	87	81	80	56	47	0
covenant-extraction-agent	legal	90	76	88	84	76	80	87	76	84	56	1	51
litigation-analysis	legal	82	82	92	82	80	78	82	81	85	56	1	50
ai-frontend-coding	coding	86	76	90	78	70	97	82	73	94	56	0	56
document-qa-agent	research	85	70	90	91	74	88	88	72	89	56	0	56
defect-detection-vision	design	82	82	90	80	82	78	81	82	84	56	1	51
devops-automation-agent	coding	86	76	90	78	70	97	82	73	94	56	2	42
incident-investigation	cyber	82	60	90	88	86	90	85	73	90	56	3	38
pharmacy-benefits-management	c/automation-operators	82	80	92	84	88	70	83	84	81	56	0	56
deep-research-agent	research	88	72	88	86	74	88	87	73	88	56	163	0
telehealth-intake	medical	86	78	90	84	88	70	85	83	80	56	3	43
spend-analysis-agent	c/automation-operators	84	74	88	82	78	88	83	76	88	56	6	29
employment-law-screening	legal	84	74	92	84	82	78	84	78	85	56	1	53
agent-builder-no-code	platform	88	72	92	78	70	97	83	71	95	56	13	8
freight-shipping-coordinator	c/automation-operators	85	78	88	78	82	82	82	80	85	56	1	51
podcast-production-automation	design	86	70	90	85	74	90	86	72	90	56	0	56
treasury-cash-management	markets	74	80	88	84	84	86	79	82	87	56	3	46
public-rfp-response	legal	90	80	95	88	76	70	89	78	80	56	2	43	public-sector
medical-coding-cdi	medical	90	85	75	88	86	70	89	86	73	56	2	45
regulatory-monitoring	legal	84	80	92	84	78	78	84	79	85	56	4	38
referral-management	c/automation-operators	86	75	90	84	88	70	85	82	80	56	4	37
ai-data-engineering	coding	85	75	90	78	70	97	82	73	94	56	16	0
title-search-automation	legal	84	77	95	82	78	74	83	78	85	55	0	55
prompt-management-platform	coding	88	70	92	78	70	97	83	70	95	55	0	55
mcp-platform-provider	platform	90	68	92	78	70	97	84	69	95	55	2	49
short-term-rental-management	c/automation-operators	86	72	92	78	82	82	82	77	87	55	1	50
travel-planning-agent	c/automation-operators	82	75	90	76	80	90	79	78	90	55	2	49
business-process-automation	c/automation-operators	85	72	90	78	70	97	82	71	94	55	38	0
product-description-generation	design	80	72	90	83	78	88	82	75	89	55	3	41
ci-cd-optimization-agent	coding	85	74	90	78	70	97	82	72	94	55	2	41
enterprise-ai-search	platform	82	75	86	86	74	88	84	75	87	55	9	17
data-collection-agent	browser	85	72	90	78	70	97	82	71	94	55	23	0
ai-spreadsheet-agent	c/automation-operators	82	70	92	82	76	92	82	73	92	55	3	41
deposition-prep	legal	84	72	92	84	82	78	84	77	85	55	0	55
property-valuation-automation	markets	78	78	93	76	84	82	77	81	88	55	0	55
mcp-security-platform	cyber	80	68	88	82	80	94	81	74	91	55	7	29
benefits-verification	c/automation-operators	90	80	92	84	82	72	87	81	78	55	2	44	healthcare-admin
contract-management-platform	legal	86	82	88	78	76	82	82	79	85	55	5	29
maintenance-request-triage	c/automation-operators	88	70	92	78	82	82	83	76	87	55	5	26
trademark-search	legal	84	70	92	84	82	78	84	76	85	54	0	54
freight-invoice-audit-agent	c/automation-operators	84	74	88	84	76	84	84	75	86	54	1	49
legacy-code-modernization	coding	82	74	88	78	70	97	80	72	93	54	0	54
news-monitoring-agent	research	82	70	92	86	74	88	84	72	90	54	0	54
production-schedule-optimization	c/automation-operators	78	82	85	82	82	78	80	82	82	54	1	48
database-query-agent	coding	84	72	90	78	70	97	81	71	94	54	0	54
no-code-workflow-builder	c/automation-operators	80	75	90	78	70	97	79	73	94	54	0	54
supplier-management	c/automation-operators	84	76	88	80	78	82	82	77	85	54	3	41
on-call-management-agent	c/automation-operators	85	70	90	78	70	97	82	70	94	54	2	43
esg-reporting	legal	82	72	85	80	88	82	81	80	84	54	3	44
figma-automation-agent	design	85	68	92	78	70	97	82	69	95	54	4	32
workflow-automation-platform	c/automation-operators	82	74	90	78	70	97	80	72	94	54	543	0
medical-billing-codes	medical	88	82	78	84	88	70	86	85	74	54	0	54
fleet-dispatch-agent	c/automation-operators	82	75	85	82	80	84	82	78	85	54	6	27
enterprise-knowledge-platform	platform	80	74	87	86	74	88	83	74	88	54	3	44
agent-network-protocol	platform	92	70	92	78	68	92	85	69	92	54	1	51
form-filling-automation	c/automation-operators	86	68	88	84	76	88	85	72	88	54	5	32
warehouse-picking-optimization	c/automation-operators	76	80	90	78	82	82	77	81	86	54	1	46
ai-compute-optimization-infra	coding	84	72	88	78	70	97	81	71	93	53	1	50
ai-candidate-sourcing	c/automation-operators	82	70	88	80	76	90	81	73	89	53	1	48
ai-database-admin	coding	82	70	90	78	70	97	80	70	94	53	1	50
api-design-agent	coding	84	70	90	78	70	97	81	70	94	53	12	0
ai-survey-analysis	research	82	70	88	86	74	88	84	72	88	53	4	35
immigration-paperwork	legal	86	74	95	84	76	70	85	75	83	53	2	45
ai-translation-agent	research	78	72	90	86	74	88	82	73	89	53	4	34
ai-mobile-coding	coding	84	72	88	78	70	97	81	71	93	53	0	53
restaurant-operations	c/automation-operators	82	76	92	78	72	88	80	74	90	53	1	50
cognitive-automation	c/automation-operators	84	70	88	78	70	97	81	70	93	53	1	48
persistent-agent-memory	coding	82	66	88	84	74	94	83	70	91	53	3	43
ai-assistant-suite	platform	82	70	90	78	70	97	80	70	94	53	5	31
cloud-resource-request-fulfilment	c/automation-operators	82	68	92	78	70	97	80	69	95	52	1	47
essay-grading-feedback	c/automation-operators	88	70	92	81	70	82	85	70	87	52	0	52
tutoring-subject-specific	research	86	78	92	76	70	82	81	74	87	52	1	47
website-design-agent	design	82	68	92	83	68	92	83	68	92	52	1	49
knowledge-graph-agent	research	80	68	88	86	74	88	83	71	88	52	3	38
hotel-concierge-agent	c/automation-operators	84	72	90	78	72	88	81	72	89	52	0	52
video-avatar-generation	design	82	60	90	82	80	92	82	70	91	52	0	52
ai-workspace-platform	platform	80	72	89	78	70	97	79	71	93	52	1	47
banking-automation	markets	88	65	88	82	90	68	85	78	78	52	12	0
shipment-tracking-agent	c/automation-operators	82	72	88	76	78	86	79	75	87	52	5	28
customs-documentation	legal	86	76	92	82	78	70	84	77	81	52	10	2
ai-language-tutor	research	86	78	92	76	70	82	81	74	87	52	0	52
ai-agent-framework-hooks	coding	86	65	90	78	70	97	82	68	94	52	1	49
ecommerce-replenishment-agent	c/automation-operators	80	70	85	78	78	88	79	74	87	51	1	48
manufacturing-process-optimization	c/automation-operators	75	78	80	80	84	80	78	81	80	51	3	37
livestream-moderation	cyber	82	65	90	80	74	90	81	70	90	51	0	51
insurance-claim-automation	legal	88	82	88	72	90	60	80	86	74	51	11	0
ai-interview-coach	research	80	65	88	80	76	90	80	71	89	51	0	51
form-submission-agent	browser	82	68	88	78	70	97	80	69	93	51	0	51
veterinary-triage	medical	80	65	92	84	88	70	82	77	81	51	0	51
corporate-l-and-d	c/automation-operators	82	78	92	76	70	82	79	74	87	51	0	51
ai-app-builder	coding	80	70	88	78	70	97	79	70	93	51	4	30
ai-virtual-employee	c/automation-operators	78	72	85	80	76	90	79	74	88	51	2	40
agent-identity-platform	platform	85	68	90	78	70	90	82	69	90	51	1	48
inventory-tracking-agent	c/automation-operators	80	72	85	78	80	84	79	76	85	51	2	41
ai-onboarding-employee	c/automation-operators	80	68	88	80	76	90	80	72	89	51	4	35
production-yield-optimization	c/automation-operators	76	80	82	80	82	78	78	81	80	51	1	46
cli-coding-agent	coding	82	66	88	78	70	97	80	68	93	51	5	24
camera-feed-operator-agent	cyber	75	60	82	88	86	90	82	73	86	51	1	43
mental-health-screening	medical	78	80	75	84	88	70	81	84	73	50	5	31
game-asset-generation	design	78	62	88	85	74	90	82	68	89	50	1	47
shipping-rate-negotiation	markets	80	70	88	80	76	82	80	73	85	50	0	50
ai-mockup-prototyping	design	82	68	90	78	68	92	80	68	91	50	0	50
carbon-accounting-scope3	legal	84	72	85	80	78	78	82	75	82	50	0	50
ai-music-generation	design	80	60	88	82	76	92	81	68	90	50	1	45
estate-planning	legal	84	74	92	78	74	76	81	74	84	50	2	40
ai-pharma-research	medical	80	78	75	84	88	70	82	83	73	50	0	50
climate-risk-modelling	research	78	77	90	78	76	78	78	77	84	50	0	50
enterprise-rpa-platform	c/automation-operators	75	72	85	78	70	97	77	71	91	50	6	23
character-design-agent	design	78	62	88	85	74	90	82	68	89	50	0	50
medical-literature-search	medical	83	60	90	86	78	82	85	69	86	50	7	20
vertical-ai-agent-platform	c/automation-operators	78	68	88	78	70	97	78	69	93	50	4	31
ai-supply-chain-agent	c/automation-operators	75	78	80	78	82	82	77	80	81	50	17	0
coding-agent-model-infra	coding	80	68	86	78	70	97	79	69	92	50	7	20
iso-compliance-documentation	legal	86	72	88	82	72	78	84	72	83	50	0	50
ai-employee-engagement	research	78	68	85	80	76	90	79	72	88	50	2	42
bim-coordination	design	76	78	90	78	74	80	77	76	85	50	0	50
clinical-trial-matching	medical	82	80	75	84	82	70	83	81	73	49	0	49
ai-performance-review	c/automation-operators	75	65	85	80	76	90	78	71	88	49	3	39
college-admissions-screening	legal	80	70	95	76	70	82	78	70	89	49	1	46
clinical-guideline-adherence	medical	85	58	88	84	88	70	85	73	79	49	6	23
drug-interaction-checker	medical	85	65	80	84	88	70	85	77	75	49	1	46
radiology-reporting-copilot	medical	80	82	72	84	88	70	82	85	71	49	1	43
desktop-automation	c/automation-operators	82	60	90	78	70	97	80	65	94	49	14	0
patient-engagement-agent	medical	82	78	72	84	88	70	83	83	71	49	5	22
ai-property-search	research	75	68	85	78	82	82	77	75	84	49	3	38
safety-compliance-monitoring	cyber	80	70	92	82	76	70	81	73	81	48	2	38
ai-retail-pos-agent	c/automation-operators	70	70	85	78	78	88	74	74	87	48	0	48
ai-personal-trainer	c/automation-operators	82	63	92	72	74	88	77	69	90	48	3	34
voice-synthesis-tts	design	70	60	90	82	78	92	76	69	91	48	0	48
radiology-second-read	medical	78	85	88	78	88	55	78	87	70	48	0	48	regulated-autonomy
dock-scheduling-agent	c/automation-operators	78	72	82	80	76	82	79	74	82	48	6	14
design-ai-assistant	design	88	58	90	78	68	92	83	63	91	48	6	18
agent-memory-systems	c/automation-operators	70	58	90	84	76	93	77	67	92	47	5	20
small-business-legal-agent	legal	82	70	88	78	74	76	80	72	82	47	0	47
illustration-generation-agent	design	82	55	90	83	68	92	83	62	91	47	0	47
change-order-management	c/automation-operators	80	70	90	72	78	76	76	74	83	47	2	36
veterinary-medical-agent	medical	75	62	88	84	88	70	80	75	79	47	0	47
academic-research-agent	research	78	62	82	86	74	88	82	68	85	47	5	26
subcontractor-bid-comparison	c/automation-operators	84	68	90	72	78	76	78	73	83	47	0	47
retrieval-model-api	coding	86	72	90	78	70	97	70	71	94	47	7	21	infra-doc
ai-travel-concierge	c/automation-operators	70	65	85	78	78	90	74	72	88	47	0	47
agent-marketplace-meta	platform	70	65	88	78	70	97	74	68	93	47	41	0
grant-writing-nonprofit	research	88	67	92	81	68	65	85	68	79	46	0	46
quantity-surveying	c/automation-operators	80	75	88	76	70	72	78	73	80	46	0	46
asset-performance-management-agent	c/automation-operators	72	75	75	78	82	78	75	79	77	46	2	35
web-search-api	research	92	70	95	68	70	92	70	70	94	46	29	0	infra-doc
anomaly-classification-agent	c/automation-operators	75	72	78	78	78	80	77	75	79	46	2	35
logo-branding-agent	design	80	58	88	83	68	92	82	63	90	46	2	36
local-ai-platform	platform	88	58	90	72	68	94	80	63	92	46	1	43
permit-application	legal	84	72	90	78	74	66	81	73	78	46	3	33
ai-restaurant-pos	c/automation-operators	72	68	82	78	72	88	75	70	85	45	0	45
mcp-gateway-enterprise	c/automation-operators	70	60	90	78	70	97	74	65	94	45	2	39
ehr-integration-agent	medical	78	72	75	78	82	74	78	77	75	45	1	40
ui-prototyping	design	78	60	90	78	68	92	78	64	91	45	1	40
bioinformatics-pipeline-agent	research	75	65	78	82	72	84	79	69	81	44	1	39
financial-data-api-for-agents	markets	88	75	90	66	80	72	70	78	81	44	8	14	infra-doc
autonomous-ai-research-lab	research	70	58	82	86	74	88	78	66	85	44	2	34
ai-banking-chatbot	c/automation-operators	75	78	68	78	86	70	77	82	69	44	1	39
building-inspection	c/automation-operators	72	68	90	74	76	78	73	72	84	44	1	39
ai-real-estate-agent	c/automation-operators	68	75	70	78	82	82	73	79	76	44	20	0
residency-scheduling-agent	medical	72	68	75	84	88	70	78	78	73	44	2	34
ai-event-planning	c/automation-operators	72	62	85	78	72	88	75	67	87	44	5	22
corporate-training-agent	research	72	68	85	76	70	82	74	69	84	43	0	43
visa-immigration-consumer	legal	84	65	92	64	68	80	74	67	86	43	1	38
3d-modeling-agent	design	78	65	88	72	64	90	75	65	89	43	0	43
ai-music-tutor	research	78	62	88	76	70	82	77	66	85	43	0	43
ecommerce-arbitrage-agent	browser	72	58	82	78	78	88	75	68	85	43	0	43
market-data-agent	markets	75	70	85	66	80	72	71	75	79	42	77	0
credit-scoring-agent	markets	80	75	70	76	86	62	78	81	66	42	2	36
crop-monitoring-precision-ag	research	72	72	88	72	70	76	72	71	82	42	1	37
meal-planning-agent	c/automation-operators	84	60	92	64	65	90	74	63	91	42	4	24
ai-shopping-assistant	c/automation-operators	68	58	88	70	78	90	69	68	89	42	4	26
ai-art-tutor	research	75	58	88	76	70	82	76	64	85	41	0	41
permit-applications-citizen	legal	86	62	95	76	66	62	81	64	79	41	1	36
ai-construction-pm	c/automation-operators	70	72	78	72	78	76	71	75	77	41	2	31
clinical-decision-support	medical	75	82	68	76	90	58	76	86	63	41	23	0
self-evolving-agent-framework	platform	88	58	90	70	55	90	79	57	90	41	2	35
chemical-regulatory-intelligence	legal	80	68	78	82	70	70	81	69	74	41	3	28
text-to-cad-agent	design	72	65	82	76	66	86	74	66	84	41	2	31
medical-imaging-analysis	medical	75	80	70	78	86	58	77	83	64	41	9	0
portfolio-rebalancing-agent	markets	72	78	68	72	90	60	72	84	64	39	3	25
quantitative-analysis-agent	markets	75	72	70	72	90	60	74	81	65	39	2	33
equity-research-agent	markets	72	78	68	72	90	60	72	84	64	39	1	36
edge-ai-models	coding	76	65	82	64	58	92	70	62	87	38	4	19
ai-insurance-agent	c/automation-operators	70	80	65	72	90	60	71	85	63	38	25	0
algorithmic-trading-bot	markets	75	72	65	78	88	55	77	80	60	37	57	0
investment-research-agent	markets	70	75	65	72	90	60	71	83	63	37	5	15
ai-legal-assistant-consumer	legal	78	52	85	72	70	76	75	61	81	37	1	32
developer-portal-api-docs	coding	78	64	88	46	62	95	62	63	92	36	14	0
ecad-hardware-design-agent	coding	70	58	75	76	62	88	73	60	82	36	2	28
financial-advisor-agent	markets	68	82	62	72	90	55	70	86	59	36	8	1
wealth-management-copilot	markets	68	75	65	74	88	58	71	82	62	36	0	36
trading-and-investing	markets	70	65	68	72	90	60	71	78	64	35	7	9
mental-health-companion	medical	70	55	82	64	65	90	67	60	86	35	0	35
ai-financial-coach-personal	markets	70	58	85	64	68	80	67	63	83	35	2	27
crypto-trading-agent	markets	75	68	70	76	80	55	76	74	63	35	14	0
agent-wallet-payments	c/automation-operators	68	72	62	72	70	78	70	71	70	35	6	14
options-strategy-agent	markets	68	72	62	72	90	60	70	81	61	35	1	30
human-task-marketplace	c/automation-operators	70	60	90	58	62	82	64	61	86	34	1	29
ai-personal-finance-app	markets	68	55	88	64	68	80	66	62	84	34	4	13
ai-personal-stylist	design	70	50	85	64	65	90	67	58	88	34	2	26
wellness-coaching-ai	medical	68	52	85	64	65	90	66	59	88	34	2	26
grant-management-agent	research	75	62	70	76	68	65	76	65	68	34	2	24
water-network-monitoring-agent	c/automation-operators	70	58	72	72	68	74	71	63	73	33	1	28
ai-nutritionist	medical	68	52	82	64	65	90	66	59	86	33	0	33
ai-cooking-assistant	research	68	48	85	64	65	90	66	57	88	33	1	28
ai-dating-assistant	c/automation-operators	65	52	88	62	58	90	64	55	89	31	2	21
ai-life-coach	medical	65	50	85	62	56	88	64	53	87	30	2	20
ai-gardening-assistant	research	62	45	80	64	65	90	63	55	85	29	0	29
ai-insurance-risk-cover	legal	75	70	75	50	62	62	63	66	69	29	2	21
ai-meditation-app	medical	60	48	88	60	55	90	60	52	89	28	0	28
ai-pet-care-agent	research	65	50	82	58	48	88	62	49	85	26	2	15
quantum-accelerated-ai-infra	coding	65	48	75	60	48	88	63	48	82	25	1	20
quantum-control-automation	research	65	48	75	58	46	82	62	47	79	23	1	18

Amber-tinted rows had at least one input clamped by a manual override. Click any niche slug to see its detail page (matched agents, suggested queries, productisation copy).