Solved · opportunity landscape
Opportunity landscape
High expected demand on the vertical axis. Observed agent coverage on the horizontal axis. The upper-left is white space.
3,138
nodes mapped
346
US niches scored
90
white space
117
sparse markets
lenses
Directional market intelligence based on Solved coverage and heuristic scoring, not investment advice. How this is scored →
top white-space opportunities
see all white space →ai phishing detection
opp 68obs 0
buyers: CISOs + security ops, MSSPs
cloud security posture
opp 66obs 1
buyers: CISOs + security ops, MSSPs
churn prediction intervention
opp 66obs 0
buyers: operators in this space, agencies and consultancies
ai security orchestrator
opp 65obs 0
buyers: CISOs + security ops, MSSPs
ad creative generation
opp 65obs 1
buyers: B2B SaaS sales teams, RevOps leaders
opportunity landscape · 346 niches
bubble size = economic activity · colour = parent sector · ring = high opportunity · how this is scored →
developer tools infrahealthcare opslegalfinance opsfinancial servicessales marketing revopscustomer success supportecommerce retaillogistics supply chainengineering constructionmanufacturing industrialsecuritymedia entertainmentdesign creativeconsumer personaleducationgovernment public sectorresearch knowledge workagriculture climatehospitalityservices
sectors × crowding
How many niches in each sector sit at each coverage level. Amber = empty (white space).
| sector | empty | sparse | emerging | crowded | total |
|---|---|---|---|---|---|
| developer tools infra | 12 | 17 | 15 | 26 | 70 |
| healthcare ops | 9 | 7 | 5 | 6 | 27 |
| sales marketing revops | 5 | 13 | 4 | 3 | 25 |
| consumer personal | 6 | 10 | 4 | 20 | |
| financial services | 1 | 6 | 4 | 9 | 20 |
| legal | 8 | 6 | 3 | 3 | 20 |
| research knowledge work | 4 | 5 | 7 | 3 | 19 |
| finance ops | 2 | 3 | 9 | 4 | 18 |
| security | 4 | 6 | 2 | 4 | 16 |
| logistics supply chain | 2 | 4 | 4 | 2 | 12 |
| manufacturing industrial | 1 | 7 | 3 | 1 | 12 |
| media entertainment | 5 | 4 | 2 | 11 | |
| customer success support | 2 | 3 | 1 | 4 | 10 |
| engineering construction | 5 | 4 | 1 | 10 | |
| real estate | 2 | 4 | 2 | 1 | 9 |
| services | 1 | 5 | 3 | 9 | |
| ecommerce retail | 5 | 2 | 1 | 1 | 9 |
| design creative | 3 | 4 | 1 | 8 | |
| education | 7 | 1 | 8 | ||
| hospitality | 3 | 1 | 1 | 5 | |
| government public sector | 1 | 3 | 4 | ||
| agriculture climate | 2 | 2 | 4 |
top white-space opportunities
Highest opportunity score in empty or sparse niches.
ai phishing detection
security · empty
exp 68obs 0players 0
Open lane in security: no mapped nodes yet, expected-density 68/100.
buyers: CISOs + security ops, MSSPs, compliance teams
wedge: Agent for phishing detection — positioned as AI agent
cloud security posture
security · sparse
exp 71obs 1players 1
Open lane in security: 1-2 mapped nodes observed, expected-density 71/100.
buyers: CISOs + security ops, MSSPs, compliance teams
wedge: Agent for cloud security posture — positioned as AI agent
churn prediction intervention
customer success support · empty
exp 66obs 0players 0
Open lane in customer success support: no mapped nodes yet, expected-density 66/100.
buyers: operators in this space, agencies and consultancies, growing SMBs
wedge: Agent for churn prediction — positioned as AI agent
ai security orchestrator
security · empty
exp 65obs 0players 0
Open lane in security: no mapped nodes yet, expected-density 65/100.
buyers: CISOs + security ops, MSSPs, compliance teams
wedge: Agent for security orchestration — positioned as AI agent
ad creative generation
sales marketing revops · sparse
exp 70obs 1players 1
Open lane in sales marketing revops: 1-2 mapped nodes observed, expected-density 70/100.
buyers: B2B SaaS sales teams, RevOps leaders, outbound sales agencies
wedge: Agent for ad creative — positioned as AI agent
e discovery review
legal · empty
exp 64obs 0players 0
Open lane in legal: no mapped nodes yet, expected-density 64/100.
buyers: operators in this space, agencies and consultancies, growing SMBs
wedge: Agent for e-discovery — positioned as AI agent
all niches
Full ranked list, refined by the filters above.
crowding
parent sector
alldeveloper tools infra · 70healthcare ops · 27sales marketing revops · 25financial services · 20legal · 20consumer personal · 20research knowledge work · 19finance ops · 18security · 16logistics supply chain · 12manufacturing industrial · 12media entertainment · 11engineering construction · 10customer success support · 10services · 9real estate · 9ecommerce retail · 9education · 8design creative · 8hospitality · 5government public sector · 4agriculture climate · 4
sort
70 niches shown
outbound sales sdr
sales marketing revops · c/automation-operators
Forming market in sales marketing revops: several mapped nodes observed, expected-density 85/100.
emergingopp 74exp 85obs 3
tax compliance smb
finance ops · c/legal-research
Forming market in finance ops: several mapped nodes observed, expected-density 67/100.
emergingopp 53exp 67obs 3
quote to cash
sales marketing revops · c/automation-operators
Forming market in sales marketing revops: several mapped nodes observed, expected-density 67/100.
emergingopp 51exp 67obs 3
expense report processing
finance ops · c/automation-operators
Forming market in finance ops: several mapped nodes observed, expected-density 63/100.
emergingopp 50exp 63obs 3
literature review
research knowledge work · c/research
Forming market in research knowledge work: several mapped nodes observed, expected-density 59/100.
emergingopp 49exp 59obs 3
sandboxed code execution
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 61/100.
emergingopp 48exp 61obs 4
red team agent
security · c/cybersecurity
Forming market in security: several mapped nodes observed, expected-density 60/100.
emergingopp 47exp 60obs 3
treasury cash management
finance ops · c/markets-trading
Forming market in finance ops: several mapped nodes observed, expected-density 56/100.
emergingopp 46exp 56obs 3
esg reporting
finance ops · c/legal-research
Forming market in finance ops: several mapped nodes observed, expected-density 54/100.
emergingopp 44exp 54obs 3
technical support document agent
customer success support · c/research
Forming market in customer success support: several mapped nodes observed, expected-density 62/100.
emergingopp 44exp 62obs 4
report generation agent
research knowledge work · c/research
Forming market in research knowledge work: several mapped nodes observed, expected-density 57/100.
emergingopp 43exp 57obs 3
persistent agent memory
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 53/100.
emergingopp 43exp 53obs 3
telehealth intake
healthcare ops · c/medical-evidence
Forming market in healthcare ops: several mapped nodes observed, expected-density 56/100.
emergingopp 43exp 56obs 3
incident response sre
developer tools infra · c/cybersecurity
Forming market in developer tools infra: several mapped nodes observed, expected-density 58/100.
emergingopp 42exp 58obs 4
ai spreadsheet agent
finance ops · c/automation-operators
Forming market in finance ops: several mapped nodes observed, expected-density 55/100.
emergingopp 41exp 55obs 3
supplier management
manufacturing industrial · c/automation-operators
Forming market in manufacturing industrial: several mapped nodes observed, expected-density 54/100.
emergingopp 41exp 54obs 3
fraud detection finance
financial services · c/markets-trading
Forming market in financial services: several mapped nodes observed, expected-density 59/100.
emergingopp 41exp 59obs 4
product description generation
ecommerce retail · c/design-creative
Forming market in ecommerce retail: several mapped nodes observed, expected-density 55/100.
emergingopp 41exp 55obs 3
enterprise knowledge platform
research knowledge work · c/meta
Forming market in research knowledge work: several mapped nodes observed, expected-density 54/100.
emergingopp 40exp 54obs 4
route optimization
logistics supply chain · c/automation-operators
Forming market in logistics supply chain: several mapped nodes observed, expected-density 58/100.
emergingopp 40exp 58obs 4
agent runtime platform
developer tools infra · c/meta
Forming market in developer tools infra: several mapped nodes observed, expected-density 58/100.
emergingopp 40exp 58obs 5
content operations
sales marketing revops · c/automation-operators
Forming market in sales marketing revops: several mapped nodes observed, expected-density 66/100.
emergingopp 40exp 66obs 5
ai performance review
services · c/automation-operators
Forming market in services: several mapped nodes observed, expected-density 49/100.
emergingopp 39exp 49obs 3
regulatory monitoring
legal · c/legal-research
Forming market in legal: several mapped nodes observed, expected-density 56/100.
emergingopp 38exp 56obs 4
ai property search
real estate · c/research
Forming market in real estate: several mapped nodes observed, expected-density 49/100.
emergingopp 38exp 49obs 3
incident investigation
security · c/cybersecurity
Forming market in security: several mapped nodes observed, expected-density 56/100.
emergingopp 38exp 56obs 3
knowledge graph agent
research knowledge work · c/research
Forming market in research knowledge work: several mapped nodes observed, expected-density 52/100.
emergingopp 38exp 52obs 3
erp automation
finance ops · c/automation-operators
Forming market in finance ops: several mapped nodes observed, expected-density 60/100.
emergingopp 38exp 60obs 4
ai recruiting agent
services · c/automation-operators
Forming market in services: several mapped nodes observed, expected-density 57/100.
emergingopp 38exp 57obs 4
manufacturing process optimization
manufacturing industrial · c/automation-operators
Forming market in manufacturing industrial: several mapped nodes observed, expected-density 51/100.
emergingopp 37exp 51obs 3
log analysis agent
developer tools infra · c/cybersecurity
Forming market in developer tools infra: several mapped nodes observed, expected-density 58/100.
emergingopp 37exp 58obs 5
referral management
healthcare ops · c/automation-operators
Forming market in healthcare ops: several mapped nodes observed, expected-density 56/100.
emergingopp 37exp 56obs 4
contract negotiation agent
legal · c/legal-research
Forming market in legal: several mapped nodes observed, expected-density 58/100.
emergingopp 36exp 58obs 5
accounts receivable collections
finance ops · c/automation-operators
Forming market in finance ops: several mapped nodes observed, expected-density 66/100.
emergingopp 36exp 66obs 6
competitive intelligence
sales marketing revops · c/research
Forming market in sales marketing revops: several mapped nodes observed, expected-density 63/100.
emergingopp 36exp 63obs 6
ai app builder
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 51/100.
emergingopp 35exp 51obs 3
ai onboarding employee
services · c/automation-operators
Forming market in services: several mapped nodes observed, expected-density 51/100.
emergingopp 35exp 51obs 4
ai survey analysis
research knowledge work · c/research
Forming market in research knowledge work: several mapped nodes observed, expected-density 53/100.
emergingopp 35exp 53obs 4
ai translation agent
research knowledge work · c/research
Forming market in research knowledge work: several mapped nodes observed, expected-density 53/100.
emergingopp 34exp 53obs 4
ai personal trainer
consumer personal · c/automation-operators
Forming market in consumer personal: several mapped nodes observed, expected-density 48/100.
emergingopp 34exp 48obs 3
spend analysis agent
finance ops · c/automation-operators
Forming market in finance ops: several mapped nodes observed, expected-density 56/100.
emergingopp 34exp 56obs 5
permit application
engineering construction · c/legal-research
Forming market in engineering construction: several mapped nodes observed, expected-density 46/100.
emergingopp 33exp 46obs 3
form filling automation
finance ops · c/automation-operators
Forming market in finance ops: several mapped nodes observed, expected-density 54/100.
emergingopp 32exp 54obs 5
figma automation agent
developer tools infra · c/design-creative
Forming market in developer tools infra: several mapped nodes observed, expected-density 54/100.
emergingopp 32exp 54obs 4
cli coding agent
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 51/100.
emergingopp 32exp 51obs 4
mental health screening
healthcare ops · c/medical-evidence
Forming market in healthcare ops: several mapped nodes observed, expected-density 50/100.
emergingopp 31exp 50obs 5
ai assistant suite
developer tools infra · c/meta
Forming market in developer tools infra: several mapped nodes observed, expected-density 53/100.
emergingopp 31exp 53obs 5
vertical ai agent platform
developer tools infra · c/automation-operators
Forming market in developer tools infra: several mapped nodes observed, expected-density 50/100.
emergingopp 31exp 50obs 4
ai debugging agent
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 57/100.
emergingopp 30exp 57obs 6
contract management platform
legal · c/legal-research
Forming market in legal: several mapped nodes observed, expected-density 55/100.
emergingopp 29exp 55obs 5
shipment tracking agent
logistics supply chain · c/automation-operators
Forming market in logistics supply chain: several mapped nodes observed, expected-density 52/100.
emergingopp 28exp 52obs 5
chemical regulatory intelligence
manufacturing industrial · c/legal-research
Forming market in manufacturing industrial: several mapped nodes observed, expected-density 41/100.
emergingopp 28exp 41obs 3
ide coding agent
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 58/100.
emergingopp 28exp 58obs 5
fleet dispatch agent
logistics supply chain · c/automation-operators
Forming market in logistics supply chain: several mapped nodes observed, expected-density 54/100.
emergingopp 27exp 54obs 6
maintenance request triage
real estate · c/automation-operators
Forming market in real estate: several mapped nodes observed, expected-density 55/100.
emergingopp 26exp 55obs 5
coding agent model infra
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 50/100.
emergingopp 26exp 50obs 5
ai shopping assistant
consumer personal · c/automation-operators
Forming market in consumer personal: several mapped nodes observed, expected-density 42/100.
emergingopp 26exp 42obs 4
academic research agent
research knowledge work · c/research
Forming market in research knowledge work: several mapped nodes observed, expected-density 47/100.
emergingopp 26exp 47obs 5
portfolio rebalancing agent
financial services · c/markets-trading
Forming market in financial services: several mapped nodes observed, expected-density 39/100.
emergingopp 25exp 39obs 3
meal planning agent
consumer personal · c/automation-operators
Forming market in consumer personal: several mapped nodes observed, expected-density 42/100.
emergingopp 24exp 42obs 4
clinical guideline adherence
healthcare ops · c/medical-evidence
Forming market in healthcare ops: several mapped nodes observed, expected-density 49/100.
emergingopp 23exp 49obs 6
ai event planning
hospitality · c/automation-operators
Forming market in hospitality: several mapped nodes observed, expected-density 44/100.
emergingopp 22exp 44obs 5
patient engagement agent
healthcare ops · c/medical-evidence
Forming market in healthcare ops: several mapped nodes observed, expected-density 49/100.
emergingopp 22exp 49obs 5
agent memory systems
developer tools infra · c/automation-operators
Forming market in developer tools infra: several mapped nodes observed, expected-density 47/100.
emergingopp 20exp 47obs 5
dock scheduling agent
logistics supply chain · c/automation-operators
Forming market in logistics supply chain: several mapped nodes observed, expected-density 48/100.
emergingopp 19exp 48obs 5
edge ai models
developer tools infra · c/coding
Forming market in developer tools infra: several mapped nodes observed, expected-density 38/100.
emergingopp 19exp 38obs 4
design ai assistant
design creative · c/design-creative
Forming market in design creative: several mapped nodes observed, expected-density 48/100.
emergingopp 18exp 48obs 6
investment research agent
financial services · c/markets-trading
Forming market in financial services: several mapped nodes observed, expected-density 37/100.
emergingopp 15exp 37obs 5
agent wallet payments
financial services · c/automation-operators
Forming market in financial services: several mapped nodes observed, expected-density 35/100.
emergingopp 14exp 35obs 6
ai personal finance app
consumer personal · c/markets-trading
Forming market in consumer personal: several mapped nodes observed, expected-density 34/100.
emergingopp 13exp 34obs 4
Methodology: How this is scored · full text report