How opportunity density is scored

We don’t 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 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.

Scoring happens in two stages. Stage 1 is a nightly batch job that writes baseline scores into the database. Stage 2 is a live re-weighting layer the opportunity map runs at render time, applying an economic-weight multiplier plus any sector / per-niche nudges the viewer has dialled in.

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.

Stage 1 — baseline scoring (nightly)

Run by scripts/score-opportunities.js. WritesexpectedDensityScore, observedNodeCount,observedWeightedDensity, crowdingLevel, and a baselineopportunityScore back to each row in OpportunityNiche.

expectedDensityScore = round((agentabilityScore × economicActivityScore × geoReadinessScore) / 10,000)
penalty              = min(60, round(observedWeightedDensity × 8))
opportunityScore     = max(0, expectedDensityScore − penalty)

Three 0-100 inputs multiplied together, divided to renormalise to 0-100. The penalty for existing coverage is capped at 60 so a single strong incumbent can't flatten an otherwise high-expected niche to zero. observedWeightedDensity is the sum of per-agent weights from the deterministic taxonomy match (v0 weights every observed node 1.0; v1 will weight by agentLevel).

Stage 2 — live re-weighting (at render time)

Run by lib/opportunity-reweight.ts directly in the page. Each niche has aneconomicWeightScore on a 1-5 scale (ben + ChatGPT, 2026-05-21) that re-weights the stage-1 gap. The user can also nudge the ranking with per-sector and per-niche dials on the page; defaults are 1.0 (no change).

gapScore       = max(0, (expectedDensityScore / 100) − (observedWeightedDensity / 50))
econMult       = ECON_MULTIPLIER[economicWeightScore]   // 1→0.4, 2→0.7, 3→1.0, 4→1.4, 5→1.8
sectorMult     = userSectorOverride       // default 1.0
nicheMult      = userNicheOverride        // -1 → 0.75, 0 → 1.0, +1 → 1.25
displayedScore = gapScore × econMult × sectorMult × nicheMult

The ranking you see on /opportunities isdisplayedScore, not the stored opportunityScore. The stage-1opportunityScore is still used by some downstream batch jobs (the spider prioritiser, search budget allocator) where a single stable value is needed.

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 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 348 niches. No prior estimates were shown — each pass was anchor-free.
The two estimates were averaged row-by-row. Of 348 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, our curators) are excluded from observed coverage.
The stage-1 multiplicative formula penalises any niche with one weak dimension. Stage 2 partially fixes this by lifting niches with high economicWeightScore, but a v1 stage-1 formula using a weighted average is still queued.

Per-niche scores (348 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
voice-contact-centre-agent	customer-success-support	—	—	—	—	—	—	88	88	90	89	64	29
personal-ai-assistant	consumer-personal	—	—	—	—	—	—	90	85	85	87	24	27
outbound-sales-sdr	sales-marketing-revops	92	95	95	95	94	95	94	100	95	85	18	25
autonomous-code-generation	developer-tools-infra	92	92	92	95	92	96	94	100	94	81	35	21
customer-support-tier1	customer-success-support	90	92	92	94	92	95	92	100	94	80	4	56
code-review-agent	developer-tools-infra	92	88	92	91	88	95	92	100	94	76	60	16
browser-automation-agent	developer-tools-infra	92	82	92	92	86	94	92	100	93	72	60	12
accounts-payable-automation	finance-ops	92	88	92	90	86	90	91	100	91	72	14	12
cloud-security-posture	security	90	88	94	88	86	90	89	100	92	71	1	66
ad-creative-generation	sales-marketing-revops	88	90	90	86	86	92	87	80	91	70	2	59
contract-review-redlining	legal	92	90	92	90	86	82	91	100	87	70	15	10
security-scanning-vulnerability	developer-tools-infra	90	85	92	88	86	92	89	100	92	70	33	10
crm-automation-agent	sales-marketing-revops	88	85	92	86	86	92	87	100	92	69	83	9
ai-soc-platform	security	88	85	92	88	86	90	88	100	91	69	16	9
rfp-response	sales-marketing-revops	95	75	92	90	84	90	93	80	91	68	3	52
seo-content-agent	sales-marketing-revops	82	85	90	91	86	92	87	60	91	68	4	42
ai-phishing-detection	security	90	82	92	88	86	90	89	100	91	68	0	68
tax-compliance-smb	finance-ops	90	87	95	86	88	78	88	80	87	67	1	61
quote-to-cash	sales-marketing-revops	88	85	90	88	84	90	88	100	90	67	4	41
ai-fraud-monitoring	security	88	85	90	88	90	82	88	100	86	67	0	67
phishing-triage-agent	security	88	78	92	88	86	90	88	100	91	66	2	53
ticket-triage-routing	customer-success-support	90	78	92	88	84	92	89	100	92	66	3	47
ai-compliance-automation	security	85	80	88	92	90	86	89	100	87	66	105	6
churn-prediction-intervention	customer-success-support	82	84	92	88	84	92	85	100	92	66	3	48
sales-coaching-call-review	sales-marketing-revops	85	80	92	86	86	92	86	80	92	66	5	37
content-operations	sales-marketing-revops	85	82	90	86	86	92	86	80	91	66	7	24
accounts-receivable-collections	finance-ops	90	84	92	86	82	90	88	100	91	66	8	15
reconciliation-automation	finance-ops	92	76	92	88	84	90	90	100	91	66	15	6
ai-security-orchestrator	security	86	80	90	88	86	90	87	100	90	65	0	65
cross-sell-upsell-agent	sales-marketing-revops	86	80	90	86	86	92	86	100	91	65	4	43
agent-framework-open-source	developer-tools-infra	95	75	90	86	78	96	91	80	93	65	99	5
e-discovery-review	legal	88	85	92	88	84	78	88	100	85	64	0	64
ai-scheduling-assistant	customer-success-support	85	75	92	88	84	92	87	80	92	64	3	45
ai-grc-agent	security	84	78	86	92	90	86	88	100	86	64	1	58
audit-prep	finance-ops	88	78	92	88	88	82	88	100	87	64	0	64
knowledge-base-search	customer-success-support	90	72	92	88	84	92	89	80	92	64	13	4
onboarding-automation	customer-success-support	84	78	92	88	84	92	86	80	92	64	19	4
threat-intelligence-agent	security	86	78	90	88	86	90	87	100	90	64	17	4
ai-tax-prep-consumer	consumer-personal	86	85	95	84	88	75	85	80	85	63	0	63
blue-team-agent	security	84	75	90	88	86	90	86	100	90	63	1	57
mortgage-application-processing	real-estate	86	87	95	84	86	74	85	100	85	63	1	57
procure-to-pay-agent	finance-ops	86	78	90	88	84	88	87	100	89	63	2	50
seo-agent	sales-marketing-revops	84	78	90	86	86	92	85	80	91	63	5	31
competitive-intelligence	sales-marketing-revops	86	74	90	86	86	92	86	100	91	63	7	25
expense-report-processing	finance-ops	92	80	92	84	78	90	88	80	91	63	3	44
pipeline-forecasting	sales-marketing-revops	76	83	90	86	86	92	81	100	91	63	1	57
ai-marketing-mix-modelling	sales-marketing-revops	82	78	90	86	86	92	84	100	91	63	0	63
meeting-notes-transcription	customer-success-support	88	65	92	93	84	92	91	80	92	63	0	63
email-marketing-personalisation	sales-marketing-revops	80	80	92	86	86	92	83	100	92	63	3	47
prior-authorization	healthcare-ops	94	92	78	92	92	70	93	100	74	63	38	3	healthcare-admin
voice-of-customer	customer-success-support	84	75	92	88	84	92	86	80	92	63	28	3
brand-mention-monitoring	sales-marketing-revops	84	74	90	86	86	92	85	80	91	62	0	62
product-listing-optimization-ecom	ecommerce-retail	88	82	92	83	78	88	86	80	90	62	0	62
construction-estimating-takeoff	engineering-construction	84	85	92	84	84	82	84	100	87	62	0	62
claims-denial-management	healthcare-ops	90	88	92	90	88	72	90	100	78	62	0	62	healthcare-admin
influencer-outreach	sales-marketing-revops	80	75	92	86	86	92	83	60	92	62	1	56
ai-video-generation	media-entertainment	85	72	90	88	84	94	87	80	92	62	68	2
review-response-management	sales-marketing-revops	86	70	92	86	86	92	86	60	92	62	2	49
technical-support-document-agent	customer-success-support	85	72	90	88	84	92	87	80	91	62	3	43
freight-broker-workflow	logistics-supply-chain	88	82	92	84	84	82	86	100	87	62	1	56
contract-clause-extraction	legal	92	80	92	86	80	82	89	80	87	62	0	62
ai-customer-data-platform	sales-marketing-revops	78	80	90	86	86	92	82	100	91	62	15	2
social-media-automation	sales-marketing-revops	80	75	92	86	86	92	83	60	92	62	27	2
email-drafting-assistant	sales-marketing-revops	82	70	92	91	86	92	87	60	92	62	1	56
ai-risk-vendor-monitoring	security	82	75	88	88	86	90	85	100	89	61	2	53
competitive-monitoring-scraper	sales-marketing-revops	86	72	88	86	86	92	86	80	90	61	0	61
spend-management-saas	finance-ops	88	82	92	80	78	90	84	80	91	61	1	58
in-app-sales-concierge	sales-marketing-revops	82	75	88	86	86	92	84	80	90	61	4	39
sandboxed-code-execution	developer-tools-infra	88	72	95	84	78	94	86	80	95	61	4	48
document-processing-agent	finance-ops	90	78	88	84	80	90	87	100	89	61	42	1
ma-diligence-document-review	legal	86	82	92	86	82	82	86	100	87	61	0	61
vendor-risk-assessment	finance-ops	84	75	90	88	88	82	86	100	86	61	2	48
ai-image-generation	media-entertainment	85	70	92	86	82	94	86	60	93	61	32	1
lease-abstraction	real-estate	92	80	95	82	76	80	87	80	88	60	2	47
red-team-agent	security	84	72	88	88	86	90	86	100	89	60	3	46
erp-automation	finance-ops	85	80	85	84	84	86	85	100	86	60	2	47
autonomous-pentest-agent	security	85	70	88	88	86	90	87	100	89	60	2	50
ai-pair-programming	developer-tools-infra	90	80	92	78	70	97	84	100	95	60	6	34
ai-presentation-deck	sales-marketing-revops	82	68	88	91	86	92	87	60	90	60	0	60
medical-scribe	healthcare-ops	90	90	78	88	90	72	89	100	75	60	12	0
agent-orchestration-platform	developer-tools-infra	92	78	94	78	70	97	85	100	96	60	110	0
infrastructure-provisioning-iac	developer-tools-infra	86	82	92	78	70	97	82	100	95	59	0	59
agent-observability-eval	developer-tools-infra	90	78	92	78	70	97	84	100	95	59	2	53
tenant-screening	real-estate	88	78	95	78	82	82	83	80	89	59	2	46
fraud-detection-finance	financial-services	82	85	88	84	88	76	83	100	82	59	9	11
predictive-maintenance	manufacturing-industrial	80	88	90	82	84	80	81	100	85	59	8	13
real-estate-transaction-docs	legal	88	80	92	82	82	78	85	80	85	59	0	59
review-summarisation-ecom	ecommerce-retail	90	72	92	83	78	88	87	40	90	59	0	59
test-case-generation	developer-tools-infra	90	78	92	78	70	97	84	80	95	59	2	53
multi-agent-orchestrator	developer-tools-infra	92	76	93	78	70	97	85	100	95	59	6	37
demand-forecasting	manufacturing-industrial	82	82	90	82	84	84	82	100	87	59	4	37
amazon-seller-automation	ecommerce-retail	88	80	92	78	78	88	83	80	90	59	0	59
market-intelligence-research	research-knowledge-work	86	80	90	86	74	88	86	100	89	59	4	35
expert-call-summarisation	research-knowledge-work	88	74	90	91	74	88	90	80	89	59	0	59
literature-review	research-knowledge-work	90	72	90	91	74	88	91	60	89	59	5	32
agent-deployment-platform	developer-tools-infra	90	75	94	78	70	97	84	100	96	59	36	0
dynamic-pricing	ecommerce-retail	84	80	92	78	78	88	81	100	90	58	2	45
llm-serving-infrastructure	developer-tools-infra	84	70	88	84	82	94	84	100	91	58	3	45
contract-negotiation-agent	legal	88	78	85	86	80	82	87	80	84	58	5	34
fpa-scenario-modelling	finance-ops	78	80	90	84	84	86	81	100	88	58	1	52
return-processing-rma	ecommerce-retail	88	78	92	78	78	88	83	80	90	58	2	45
patient-scheduling	healthcare-ops	88	78	92	84	88	70	86	80	81	58	16	0
faq-generation-agent	customer-success-support	78	65	88	93	84	92	86	60	90	58	7	16
incident-response-sre	developer-tools-infra	86	80	92	78	70	97	82	100	95	58	1	55
ai-voice-cloning	media-entertainment	88	70	92	82	78	92	85	60	92	58	5	36
web-scraping-agent	developer-tools-infra	88	75	92	78	70	97	83	80	95	58	23	0
route-optimization	logistics-supply-chain	80	80	92	82	84	84	81	100	88	58	3	39
bug-triage-agent	developer-tools-infra	88	77	92	78	70	97	83	80	95	58	1	52
ai-paralegal-agent	legal	88	78	85	86	82	80	87	80	83	58	0	58
pr-press-outreach	sales-marketing-revops	78	70	90	86	86	92	82	60	91	58	0	58
video-editing-automation	media-entertainment	84	78	90	85	74	90	85	60	90	58	3	39
log-analysis-agent	developer-tools-infra	88	78	92	78	70	97	83	80	95	58	6	31
ide-coding-agent	developer-tools-infra	88	78	92	78	70	97	83	100	95	58	5	23
agent-runtime-platform	developer-tools-infra	90	76	93	78	70	97	84	100	95	58	22	0
mcp-server-ecosystem	developer-tools-infra	95	70	90	82	72	94	89	80	92	58	14	13
legal-document-drafting	legal	85	78	90	89	82	78	87	80	84	58	14	0
rag-pipeline-platform	developer-tools-infra	88	78	92	78	70	97	83	100	95	58	9	20
data-extraction-pipeline	developer-tools-infra	88	75	92	78	70	97	83	80	95	58	7	23
due-diligence-agent	research-knowledge-work	88	78	85	86	74	88	87	100	87	58	9	4
business-research-enrichment	research-knowledge-work	85	75	90	86	74	88	86	80	89	57	0	57
press-release-generation-agent	sales-marketing-revops	78	62	88	91	86	92	85	40	90	57	1	51
company-intelligence-agent	research-knowledge-work	86	76	90	86	74	88	86	80	89	57	3	46
hcc-risk-adjustment	healthcare-ops	84	80	93	88	90	68	86	100	78	57	1	54	healthcare-admin
ai-recruiting-agent	services	85	75	90	80	76	90	83	100	90	57	6	22
data-entry-automation	finance-ops	88	75	88	82	76	90	85	80	89	57	7	19
ai-resume-screening	services	88	72	92	80	76	90	84	80	91	57	2	47
enterprise-ai-platform	developer-tools-infra	85	80	88	78	70	97	82	100	93	57	83	0
inventory-optimization	manufacturing-industrial	82	83	88	80	82	82	81	100	85	57	2	44
ai-debugging-agent	developer-tools-infra	88	74	92	78	70	97	83	80	95	57	10	7
patent-search-analysis	legal	86	77	92	84	76	82	85	80	87	57	1	51
clinical-trial-recruitment	healthcare-ops	82	86	90	84	86	70	83	80	80	57	0	57
report-generation-agent	research-knowledge-work	85	72	90	91	74	88	88	80	89	57	9	12
ai-data-platform	developer-tools-infra	88	76	91	78	70	97	83	100	94	57	44	0
pharmacy-benefits-management	healthcare-ops	82	80	92	84	88	70	83	100	81	56	0	56
ai-frontend-coding	developer-tools-infra	86	76	90	78	70	97	82	100	94	56	0	56
employment-law-screening	legal	84	74	92	84	82	78	84	60	85	56	1	50
regulatory-monitoring	legal	84	80	92	84	78	78	84	100	85	56	6	22
freight-shipping-coordinator	logistics-supply-chain	85	78	88	78	82	82	82	80	85	56	1	50
spend-analysis-agent	finance-ops	84	74	88	82	78	88	83	80	88	56	7	11
ai-data-engineering	developer-tools-infra	85	75	90	78	70	97	82	100	94	56	22	0
devops-automation-agent	developer-tools-infra	86	76	90	78	70	97	82	100	94	56	2	50
treasury-cash-management	finance-ops	74	80	88	84	84	86	79	100	87	56	3	46
defect-detection-vision	manufacturing-industrial	82	82	90	80	82	78	81	100	84	56	2	43
referral-management	healthcare-ops	86	75	90	84	88	70	85	80	80	56	5	27
covenant-extraction-agent	legal	90	76	88	84	76	80	87	60	84	56	1	50
medical-coding-cdi	healthcare-ops	90	85	75	88	86	70	89	100	73	56	5	34	healthcare-admin
litigation-analysis	legal	82	82	92	82	80	78	82	100	85	56	1	50
podcast-production-automation	media-entertainment	86	70	90	85	74	90	86	40	90	56	0	56
document-qa-agent	research-knowledge-work	85	70	90	91	74	88	88	80	89	56	1	50
telehealth-intake	healthcare-ops	86	78	90	84	88	70	85	80	80	56	3	37
public-rfp-response	government-public-sector	90	80	95	88	76	70	89	80	80	56	2	43	public-sector
incident-investigation	security	82	60	90	88	86	90	85	100	90	56	4	30
ai-copilot-platform	developer-tools-infra	85	74	92	78	70	97	82	100	95	56	17	0
agent-builder-no-code	developer-tools-infra	88	72	92	78	70	97	83	80	95	56	26	0
deep-research-agent	research-knowledge-work	88	72	88	86	74	88	87	100	88	56	152	0
compliance-monitoring-agent	legal	85	75	85	88	86	74	87	100	80	56	40	0
mcp-platform-provider	developer-tools-infra	90	68	92	78	70	97	84	100	95	55	0	55
enterprise-ai-search	research-knowledge-work	82	75	86	86	74	88	84	100	87	55	6	23
business-process-automation	developer-tools-infra	85	72	90	78	70	97	82	100	94	55	48	0
short-term-rental-management	real-estate	86	72	92	78	82	82	82	60	87	55	1	49
ci-cd-optimization-agent	developer-tools-infra	85	74	90	78	70	97	82	80	94	55	1	49
ai-spreadsheet-agent	finance-ops	82	70	92	82	76	92	82	80	92	55	4	29
contract-management-platform	legal	86	82	88	78	76	82	82	100	85	55	9	13
benefits-verification	healthcare-ops	90	80	92	84	82	72	87	100	78	55	2	42	healthcare-admin
maintenance-request-triage	real-estate	88	70	92	78	82	82	83	80	87	55	3	36
prompt-management-platform	developer-tools-infra	88	70	92	78	70	97	83	80	95	55	2	49
travel-planning-agent	consumer-personal	82	75	90	76	80	90	79	60	90	55	5	23
product-description-generation	ecommerce-retail	80	72	90	83	78	88	82	60	89	55	3	41
property-valuation-automation	real-estate	78	78	93	76	84	82	77	100	88	55	0	55
title-search-automation	real-estate	84	77	95	82	78	74	83	100	85	55	0	55
deposition-prep	legal	84	72	92	84	82	78	84	60	85	55	0	55
mcp-security-platform	security	80	68	88	82	80	94	81	80	91	55	7	23
data-collection-agent	developer-tools-infra	85	72	90	78	70	97	82	80	94	55	15	0
legacy-code-modernization	developer-tools-infra	82	74	88	78	70	97	80	80	93	54	0	54
agent-network-protocol	developer-tools-infra	92	70	92	78	68	92	85	100	92	54	1	51
medical-billing-codes	healthcare-ops	88	82	78	84	88	70	86	100	74	54	0	54
esg-reporting	finance-ops	82	72	85	80	88	82	81	80	84	54	4	35
freight-invoice-audit-agent	logistics-supply-chain	84	74	88	84	76	84	84	80	86	54	1	48
database-query-agent	developer-tools-infra	84	72	90	78	70	97	81	80	94	54	1	48
figma-automation-agent	developer-tools-infra	85	68	92	78	70	97	82	60	95	54	2	43
warehouse-picking-optimization	logistics-supply-chain	76	80	90	78	82	82	77	100	86	54	1	48
production-schedule-optimization	manufacturing-industrial	78	82	85	82	82	78	80	100	82	54	1	48
enterprise-knowledge-platform	research-knowledge-work	80	74	87	86	74	88	83	100	88	54	6	27
fleet-dispatch-agent	logistics-supply-chain	82	75	85	82	80	84	82	100	85	54	6	19
supplier-management	manufacturing-industrial	84	76	88	80	78	82	82	80	85	54	1	48
news-monitoring-agent	research-knowledge-work	82	70	92	86	74	88	84	80	90	54	0	54
on-call-management-agent	developer-tools-infra	85	70	90	78	70	97	82	80	94	54	0	54
form-filling-automation	finance-ops	86	68	88	84	76	88	85	60	88	54	5	28
trademark-search	legal	84	70	92	84	82	78	84	60	85	54	0	54
no-code-workflow-builder	developer-tools-infra	80	75	90	78	70	97	79	80	94	54	3	41
workflow-automation-platform	developer-tools-infra	82	74	90	78	70	97	80	100	94	54	101	0
immigration-paperwork	legal	86	74	95	84	76	70	85	80	83	53	1	47
ai-compute-optimization-infra	developer-tools-infra	84	72	88	78	70	97	81	100	93	53	0	53
ai-survey-analysis	research-knowledge-work	82	70	88	86	74	88	84	60	88	53	3	37
ai-database-admin	developer-tools-infra	82	70	90	78	70	97	80	80	94	53	0	53
ai-mobile-coding	developer-tools-infra	84	72	88	78	70	97	81	80	93	53	1	47
persistent-agent-memory	developer-tools-infra	82	66	88	84	74	94	83	80	91	53	9	8
restaurant-operations	hospitality	82	76	92	78	72	88	80	80	90	53	2	43
ai-assistant-suite	developer-tools-infra	82	70	90	78	70	97	80	80	94	53	6	18
cognitive-automation	developer-tools-infra	84	70	88	78	70	97	81	100	93	53	1	50
api-design-agent	developer-tools-infra	84	70	90	78	70	97	81	80	94	53	10	0
ai-candidate-sourcing	services	82	70	88	80	76	90	81	80	89	53	2	40
ai-translation-agent	research-knowledge-work	78	72	90	86	74	88	82	60	89	53	14	0
website-design-agent	design-creative	82	68	92	83	68	92	83	60	92	52	2	44
video-avatar-generation	media-entertainment	82	60	90	82	80	92	82	60	91	52	0	52
knowledge-graph-agent	research-knowledge-work	80	68	88	86	74	88	83	80	88	52	3	33
ai-language-tutor	education	86	78	92	76	70	82	81	60	87	52	0	52
ai-agent-framework-hooks	developer-tools-infra	86	65	90	78	70	97	82	80	94	52	1	49
tutoring-subject-specific	education	86	78	92	76	70	82	81	60	87	52	0	52
cloud-resource-request-fulfilment	developer-tools-infra	82	68	92	78	70	97	80	80	95	52	0	52
essay-grading-feedback	education	88	70	92	81	70	82	85	60	87	52	0	52
hotel-concierge-agent	hospitality	84	72	90	78	72	88	81	60	89	52	0	52
shipment-tracking-agent	logistics-supply-chain	82	72	88	76	78	86	79	80	87	52	5	20
customs-documentation	logistics-supply-chain	86	76	92	82	78	70	84	80	81	52	9	0
ai-workspace-platform	developer-tools-infra	80	72	89	78	70	97	79	100	93	52	11	0
banking-automation	financial-services	88	65	88	82	90	68	85	100	78	52	13	0
veterinary-triage	healthcare-ops	80	65	92	84	88	70	82	40	81	51	0	51
form-submission-agent	developer-tools-infra	82	68	88	78	70	97	80	60	93	51	0	51
agent-identity-platform	developer-tools-infra	85	68	90	78	70	90	82	80	90	51	3	38
inventory-tracking-agent	logistics-supply-chain	80	72	85	78	80	84	79	80	85	51	2	38
ecommerce-replenishment-agent	ecommerce-retail	80	70	85	78	78	88	79	80	87	51	2	45
ai-onboarding-employee	services	80	68	88	80	76	90	80	80	89	51	4	29
corporate-l-and-d	education	82	78	92	76	70	82	79	80	87	51	0	51
ai-virtual-employee	services	78	72	85	80	76	90	79	100	88	51	2	38
production-yield-optimization	manufacturing-industrial	76	80	82	80	82	78	78	100	80	51	1	45
manufacturing-process-optimization	manufacturing-industrial	75	78	80	80	84	80	78	100	80	51	3	35
ai-app-builder	developer-tools-infra	80	70	88	78	70	97	79	100	93	51	6	17
ai-interview-coach	services	80	65	88	80	76	90	80	60	89	51	0	51
livestream-moderation	media-entertainment	82	65	90	80	74	90	81	60	90	51	0	51
cli-coding-agent	developer-tools-infra	82	66	88	78	70	97	80	80	93	51	1	48
camera-feed-operator-agent	security	75	60	82	88	86	90	82	80	86	51	1	45
insurance-claim-automation	financial-services	88	82	88	72	90	60	80	100	74	51	12	0
vertical-ai-agent-platform	developer-tools-infra	78	68	88	78	70	97	78	100	93	50	2	40
game-asset-generation	media-entertainment	78	62	88	85	74	90	82	60	89	50	1	47
carbon-accounting-scope3	agriculture-climate	84	72	85	80	78	78	82	80	82	50	0	50
climate-risk-modelling	agriculture-climate	78	77	90	78	76	78	78	80	84	50	0	50
ai-pharma-research	healthcare-ops	80	78	75	84	88	70	82	100	73	50	0	50
estate-planning	legal	84	74	92	78	74	76	81	60	84	50	2	39
mental-health-screening	healthcare-ops	78	80	75	84	88	70	81	80	73	50	3	34
coding-agent-model-infra	developer-tools-infra	80	68	86	78	70	97	79	100	92	50	3	37
character-design-agent	media-entertainment	78	62	88	85	74	90	82	40	89	50	0	50
shipping-rate-negotiation	logistics-supply-chain	80	70	88	80	76	82	80	80	85	50	0	50
ai-employee-engagement	services	78	68	85	80	76	90	79	80	88	50	3	31
bim-coordination	engineering-construction	76	78	90	78	74	80	77	80	85	50	0	50
medical-literature-search	healthcare-ops	83	60	90	86	78	82	85	80	86	50	7	21
enterprise-rpa-platform	developer-tools-infra	75	72	85	78	70	97	77	100	91	50	21	0
ai-mockup-prototyping	design-creative	82	68	90	78	68	92	80	60	91	50	1	44
ai-music-generation	media-entertainment	80	60	88	82	76	92	81	40	90	50	5	26
iso-compliance-documentation	manufacturing-industrial	86	72	88	82	72	78	84	80	83	50	0	50
ai-supply-chain-agent	logistics-supply-chain	75	78	80	78	82	82	77	100	81	50	25	0
ai-property-search	real-estate	75	68	85	78	82	82	77	80	84	49	3	33
college-admissions-screening	education	80	70	95	76	70	82	78	60	89	49	1	43
radiology-reporting-copilot	healthcare-ops	80	82	72	84	88	70	82	100	71	49	1	43
desktop-automation	developer-tools-infra	82	60	90	78	70	97	80	80	94	49	12	0
ai-performance-review	services	75	65	85	80	76	90	78	80	88	49	3	36
patient-engagement-agent	healthcare-ops	82	78	72	84	88	70	83	80	71	49	7	11
drug-interaction-checker	healthcare-ops	85	65	80	84	88	70	85	100	75	49	1	46
clinical-trial-matching	healthcare-ops	82	80	75	84	82	70	83	80	73	49	0	49
clinical-guideline-adherence	healthcare-ops	85	58	88	84	88	70	85	100	79	49	5	22
voice-synthesis-tts	media-entertainment	70	60	90	82	78	92	76	80	91	48	2	38
dock-scheduling-agent	logistics-supply-chain	78	72	82	80	76	82	79	80	82	48	6	10
safety-compliance-monitoring	engineering-construction	80	70	92	82	76	70	81	100	81	48	2	35
ai-retail-pos-agent	ecommerce-retail	70	70	85	78	78	88	74	80	87	48	0	48
ai-personal-trainer	consumer-personal	82	63	92	72	74	88	77	40	90	48	4	24
radiology-second-read	healthcare-ops	78	85	88	78	88	55	78	100	70	48	1	42	regulated-autonomy
design-ai-assistant	design-creative	88	58	90	78	68	92	83	60	91	48	8	2
illustration-generation-agent	design-creative	82	55	90	83	68	92	83	40	91	47	0	47
change-order-management	engineering-construction	80	70	90	72	78	76	76	80	83	47	2	34
small-business-legal-agent	legal	82	70	88	78	74	76	80	60	82	47	0	47
ai-travel-concierge	hospitality	70	65	85	78	78	90	74	60	88	47	0	47
subcontractor-bid-comparison	engineering-construction	84	68	90	72	78	76	78	80	83	47	0	47
veterinary-medical-agent	healthcare-ops	75	62	88	84	88	70	80	40	79	47	0	47
academic-research-agent	research-knowledge-work	78	62	82	86	74	88	82	60	85	47	9	4
agent-memory-systems	developer-tools-infra	70	58	90	84	76	93	77	80	92	47	5	21
retrieval-model-api	developer-tools-infra	86	72	90	78	70	97	70	80	94	47	7	18	infra-doc
agent-marketplace-meta	developer-tools-infra	70	65	88	78	70	97	74	80	93	47	11	12
anomaly-classification-agent	manufacturing-industrial	75	72	78	78	78	80	77	80	79	46	1	40
local-ai-platform	consumer-personal	88	58	90	72	68	94	80	60	92	46	4	30
permit-application	engineering-construction	84	72	90	78	74	66	81	80	78	46	3	30	public-sector
asset-performance-management-agent	manufacturing-industrial	72	75	75	78	82	78	75	100	77	46	2	35
quantity-surveying	engineering-construction	80	75	88	76	70	72	78	80	80	46	0	46
logo-branding-agent	design-creative	80	58	88	83	68	92	82	40	90	46	2	33
grant-writing-nonprofit	government-public-sector	88	67	92	81	68	65	85	40	79	46	0	46	public-sector
web-search-api	developer-tools-infra	92	70	95	68	70	92	70	80	94	46	23	0	infra-doc
mcp-gateway-enterprise	developer-tools-infra	70	60	90	78	70	97	74	100	94	45	3	35
ai-restaurant-pos	hospitality	72	68	82	78	72	88	75	80	85	45	0	45
ui-prototyping	design-creative	78	60	90	78	68	92	78	60	91	45	5	19
ehr-integration-agent	healthcare-ops	78	72	75	78	82	74	78	100	75	45	3	26
financial-data-api-for-agents	financial-services	88	75	90	66	80	72	70	80	81	44	12	0	infra-doc
residency-scheduling-agent	healthcare-ops	72	68	75	84	88	70	78	40	73	44	2	34
ai-real-estate-agent	real-estate	68	75	70	78	82	82	73	100	76	44	26	0
building-inspection	engineering-construction	72	68	90	74	76	78	73	80	84	44	1	38
autonomous-ai-research-lab	research-knowledge-work	70	58	82	86	74	88	78	80	85	44	3	31
bioinformatics-pipeline-agent	research-knowledge-work	75	65	78	82	72	84	79	80	81	44	2	31
ai-event-planning	hospitality	72	62	85	78	72	88	75	60	87	44	3	25
ai-banking-chatbot	financial-services	75	78	68	78	86	70	77	80	69	44	0	44
ai-music-tutor	education	78	62	88	76	70	82	77	20	85	43	0	43
corporate-training-agent	education	72	68	85	76	70	82	74	80	84	43	0	43
visa-immigration-consumer	consumer-personal	84	65	92	64	68	80	74	60	86	43	0	43
ecommerce-arbitrage-agent	ecommerce-retail	72	58	82	78	78	88	75	40	85	43	0	43
3d-modeling-agent	design-creative	78	65	88	72	64	90	75	60	89	43	0	43
crop-monitoring-precision-ag	agriculture-climate	72	72	88	72	70	76	72	60	82	42	2	29
credit-scoring-agent	financial-services	80	75	70	76	86	62	78	100	66	42	3	26
meal-planning-agent	consumer-personal	84	60	92	64	65	90	74	20	91	42	5	15	consumer-lifestyle
ai-shopping-assistant	consumer-personal	68	58	88	70	78	90	69	60	89	42	7	4
market-data-agent	financial-services	75	70	85	66	80	72	71	80	79	42	64	0
ai-art-tutor	education	75	58	88	76	70	82	76	20	85	41	0	41
medical-imaging-analysis	healthcare-ops	75	80	70	78	86	58	77	100	64	41	10	0	regulated-autonomy
chemical-regulatory-intelligence	manufacturing-industrial	80	68	78	82	70	70	81	80	74	41	2	28
ai-construction-pm	engineering-construction	70	72	78	72	78	76	71	100	77	41	0	41
permit-applications-citizen	government-public-sector	86	62	95	76	66	62	81	60	79	41	1	35	public-sector
self-evolving-agent-framework	developer-tools-infra	88	58	90	70	55	90	79	80	90	41	4	23
clinical-decision-support	healthcare-ops	75	82	68	76	90	58	76	100	63	41	18	0	regulated-autonomy
text-to-cad-agent	engineering-construction	72	65	82	76	66	86	74	80	84	41	6	6
equity-research-agent	financial-services	72	78	68	72	90	60	72	80	64	39	2	29	regulated-autonomy
quantitative-analysis-agent	financial-services	75	72	70	72	90	60	74	80	65	39	2	31	regulated-autonomy
portfolio-rebalancing-agent	financial-services	72	78	68	72	90	60	72	80	64	39	4	17	regulated-autonomy
ai-insurance-agent	financial-services	70	80	65	72	90	60	71	100	63	38	39	0
edge-ai-models	developer-tools-infra	76	65	82	64	58	92	70	80	87	38	4	20
ai-legal-assistant-consumer	consumer-personal	78	52	85	72	70	76	75	40	81	37	1	32
algorithmic-trading-bot	financial-services	75	72	65	78	88	55	77	80	60	37	59	0
investment-research-agent	financial-services	70	75	65	72	90	60	71	80	63	37	6	0	regulated-autonomy
wealth-management-copilot	financial-services	68	75	65	74	88	58	71	100	62	36	0	36	regulated-autonomy
ecad-hardware-design-agent	design-creative	70	58	75	76	62	88	73	80	82	36	2	25
developer-portal-api-docs	developer-tools-infra	78	64	88	46	62	95	62	60	92	36	11	1	infra-doc
financial-advisor-agent	financial-services	68	82	62	72	90	55	70	100	59	36	6	0	regulated-autonomy
options-strategy-agent	financial-services	68	72	62	72	90	60	70	60	61	35	1	29	regulated-autonomy
mental-health-companion	consumer-personal	70	55	82	64	65	90	67	60	86	35	0	35
agent-wallet-payments	financial-services	68	72	62	72	70	78	70	100	70	35	4	19
ai-financial-coach-personal	consumer-personal	70	58	85	64	68	80	67	60	83	35	2	25
trading-and-investing	financial-services	70	65	68	72	90	60	71	80	64	35	4	16	regulated-autonomy
crypto-trading-agent	financial-services	75	68	70	76	80	55	76	60	63	35	16	0	regulated-autonomy
grant-management-agent	government-public-sector	75	62	70	76	68	65	76	80	68	34	3	18	public-sector
human-task-marketplace	services	70	60	90	58	62	82	64	80	86	34	4	18
wellness-coaching-ai	consumer-personal	68	52	85	64	65	90	66	40	88	34	2	23	consumer-lifestyle
ai-personal-stylist	consumer-personal	70	50	85	64	65	90	67	20	88	34	0	34	consumer-lifestyle
ai-personal-finance-app	consumer-personal	68	55	88	64	68	80	66	80	84	34	4	8
ai-cooking-assistant	consumer-personal	68	48	85	64	65	90	66	40	88	33	1	28	consumer-lifestyle
ai-nutritionist	consumer-personal	68	52	82	64	65	90	66	40	86	33	0	33
water-network-monitoring-agent	agriculture-climate	70	58	72	72	68	74	71	80	73	33	1	27
ai-dating-assistant	consumer-personal	65	52	88	62	58	90	64	40	89	31	2	21
ai-life-coach	consumer-personal	65	50	85	62	56	88	64	40	87	30	2	20
ai-insurance-risk-cover	financial-services	75	70	75	50	62	62	63	100	69	29	0	29
ai-gardening-assistant	consumer-personal	62	45	80	64	65	90	63	20	85	29	0	29	consumer-lifestyle
ai-meditation-app	consumer-personal	60	48	88	60	55	90	60	20	89	28	0	28
ai-pet-care-agent	consumer-personal	65	50	82	58	48	88	62	40	85	26	3	7
quantum-accelerated-ai-infra	developer-tools-infra	65	48	75	60	48	88	63	60	82	25	1	20
quantum-control-automation	research-knowledge-work	65	48	75	58	46	82	62	40	79	23	1	17

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).