emerging · 3.3 market domain

Ai Ml

Score 20.6 / 100 102 providers 0 APIs Search apis.io →
Variants seen in the corpus: AI/MLAi MlAi/Ml

Providers using this tag (102)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Strong 2 Solid coverage with minor gaps
Parallel Web SystemsCompanyWeb SearchDeep Research2 APIs62.8JasperCompanyArtificial IntelligenceContent Generation2 APIs56.6
Developing 22 Usable, with meaningful gaps to close
Adobe Creative CloudAI/MLCloudCreativeDesign4 APIs53.0Adobe PhotoshopAI/MLCreative CloudImage EditingPhotoshop1 API52.7InceptionCompanyLLMArtificial Intelligence1 API51.2ScribeCompanyDocumentationKnowledge-Management1 API51.2ZenZapCompanyMessagingTeam Communication1 API50.5Seam AICompanyAccount Based MarketingSales Intelligence1 API50.1GradiumCompanyVoice AIText-to-Speech1 API48.7SarvamCompanyArtificial IntelligenceMachine-Learning1 API48.3DashbotCompanyConversational AnalyticsChatbots2 APIs48.1ProlificCompanyAi/MlHuman DataResearch1 API47.2MoonbounceCompanyContent ModerationTrust And Safety1 API47.0ArthurAICompanyAI GovernanceAI Observability2 APIs46.7ReactorCompanyVideoGenerative AI1 API46.3duvo.aiCompanyProcess IntelligenceAutomation1 API45.9AlpicCompanyAi/MlMCPCloud Platform1 API45.1FlexAICompanyAi/MlArtificial IntelligenceMachine-Learning1 API44.7tessl.ioCompanyAgent EnablementAgentic Development1 API44.2Leena AICompanyAgentic AIArtificial Intelligence5 APIs43.8Adaptive MLCompanyLLMFine-Tuning1 API41.5Noded AICompanyCustomer SuccessCustomer Data1 API40.6AnythingCompanyApp BuilderLow Code1 API40.0FormalityCompanyAi/MlLegalContract Management1 API39.8
Thin 11 Limited public surface area
TofuCompanyMarketingGo-To-Market1 API38.5MindlogicCompanyAI/MLGenerative AIConversational AI1 API36.7Abacus.aiCompanyArtificial IntelligenceMachine-Learning1 API36.5CoiledCompanyCloud ComputingData Science1 API35.0RecurrencyCompanyERPDistribution1 API33.6ai-cousticsCompanyAi/MlAudioSpeech Enhancement1 API33.3BeziCompanyGame DevelopmentUnity29.8MireloCompanyAudioSound Effects1 API29.6AIMonCompanyLLM ObservabilityAI Monitoring1 API28.5Lightning AICompanyMachine-LearningGPU Cloud2 APIs27.2TensorZeroCompanyLLMLLMOps26.5
Emerging 38 Early or largely undocumented
MazeCompanyUser ResearchProduct Research24.1PostgresMLCompanyMachine-LearningVector Search24.1Crossing MindsCompanyRecommendationsPersonalization1 API24.0ModelcodeCompanyCode ModernizationLegacy Migration23.3AuterionCompanyDronesUAV22.8SkipprCompanyAI AgentsVoice Agents21.1EntropikCompanyEmotion AIConsumer Insights20.7HygroundCompanyAi/MlSite Reliability EngineeringDevOps20.6Unframe AICompanyEnterprise AIAgentic AI18.4Useful SensorsCompanySpeech To TextText-to-Speech18.1QuilterCompanyPCB DesignEDA18.0ankar.aiCompanyPatentsIntellectual Property17.8ParrotCompanyLegal TechCourt Reporting16.1MoonvalleyCompanyGenerative AIVideo Generation15.9YampaCompanyAi/MlAI AgentsCustomer Service15.7QwakCompanyMachine-LearningMLOps15.3AxionCompanyManufacturingQuality Management15.1Bold SecurityCompanyData SecurityEndpoint Security15.1Pepper ContentCompanyContent MarketingSEO14.8illocaCompanyArchitectureDesign14.7Brisk TeachingCompanyEducationEdTech14.5ChipAgentsCompanySemiconductorsChip Design14.2StrellaCompanyCustomer ResearchUser Research14.0PhaidraCompanyData CentersIndustrial Automation13.8VettedCompanyArtificial IntelligenceShopping13.3AiwynCompanyAccountingFintech13.1AlbertCompanyChemistryMaterials Science13.1DriveNetsCompanyNetworkingNetwork Operating System12.8SiMaCompanyEdge AIMachine-Learning12.7Newton ResearchCompanyMarketing AnalyticsMarTech12.6AmperosCompanyHealthcareRevenue Cycle Management12.1Converge BioCompanyDrug DiscoveryGenerative AI11.5ParaglideCompanyAI AgentsAccounts Receivable11.3AvantosCompanyFinancial-ServicesWealth Management11.2NymCompanyHealthcareMedical Coding11.2DyndriteCompanyAdditive Manufacturing3D Printing11.0StatespaceCompanyGamingEsports11.0TurbineOneCompanyDefenseEdge AI11.0
Minimal 29 Almost no public developer surface
PlumeraiCompanyAi/MlEdge AIComputer-Vision10.8RohirrimCompanyGovernmentProcurement10.8DatologyAICompanyData CurationMachine-Learning10.6GregCompanyPlantsPlant Care10.6EmancroCompanyRoboticsHealthcare10.5Sett AICompanyArtificial IntelligenceMobile Games10.4VSORACompanyAi/MlSemiconductorsAI Inference10.4AivarCompanyArtificial IntelligenceAI Agents10.2SolomonCompanyTaxAccounting9.2Protectt AICompanyMobile App SecurityRASP8.8AronditeCompanyDefenseDefence Technology8.5DEFCON AICompanyDefenseNational Security8.5WonderfulCompanyEnterprise AIAI Agents8.3PimentoCompanyAi/MlAdvertisingCreative8.0Graph AICompanyPharmacovigilanceDrug Safety7.6ArcaCompanyFintechFinancial-Services7.1InherentCompanyArtificial IntelligenceMachine-Learning7.1doubleAICompanyArtificial IntelligenceMachine-Learning6.6MipsologyCompanyAi/MlArtificial IntelligenceMachine-Learning5.3/dev/agentsCompanyAI AgentsAgent Operating System5.0Command ECompanySearchUniversal Search5.0Dot ProductCompanyArtificial IntelligenceVoice Agents5.0IntellimizeCompanyWebsite OptimizationPersonalization5.0MindsayCompanyAi/MlConversational AIChatbots5.0ProsperaCompanyAgricultureAgTech5.0SoneraCompanyArtificial IntelligenceMachine-Learning5.0Class CompanionCompany4.1InevitableCompany4.1Ventus TherapeuticsCompanyLife SciencesBiotechnologyPharmaceuticals3.8

APIs with this tag (0)

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Score breakdown

Frequency
55.6
log-scaled weighted occurrences
Breadth
2.8
spread across providers
Quality lift
27.8
mean composite of providers using it
Cohesion
2.9
strength of nearest seed neighbor

Related tags

Edge AI 5 co-occurrences Generative AI 9 co-occurrences Inference 6 co-occurrences Agentic AI 6 co-occurrences Machine-Learning 24 co-occurrences AI Agents 17 co-occurrences LLM 8 co-occurrences Chat 6 co-occurrences

Where this tag comes from

Provider tag102

Cohort brief

Auto-generated

The 102 providers in the APIs.io catalog tagged Ai Ml, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
102
all scored
Mean Kin Score
23.1
+2.4 vs catalog 20.7
Mean Agent Readiness
9.5
-0.2 vs catalog 9.7
Spread
3.8–64.9
median 15.2 · σ 16.7
How the 102 split by band
Exemplar 0Strong 3Developing 22Thin 10Emerging 38Minimal 29
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 26.3 17.9 +8.4 102
Access Clarity 30 22.3 +7.7 102
Discoverability 62.1 60.4 +1.7 102
Contract Governance 7.6 6.4 +1.2 102
Operational Transparency 11.5 11.3 +0.2 102
Contract Quality 13.2 17.5 -4.3 102

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 27% 16% +11
MCP server (first-party) 13% 7% +6
Agent Skills 0% 0% 0
OAuth scopes 10% 9% +1
Security 98% 88% +10
Arazzo workflows 3% 2% +1
Governance rules 2% 13% -11

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 Parallel Web Systems 64.9
  2. 2 Jasper 58.5
  3. 3 Adobe Photoshop 55.8
  4. 4 Inception 53.3
  5. 5 ZenZap 52.5
  6. 6 Scribe 52.4
  7. 7 Seam AI 52.4
  8. 8 Gradium 50.8
  9. 9 Sarvam 50.4
  10. 10 Dashbot 50.1
Top by Agent Readiness
  1. 1 duvo.ai 60.4
  2. 2 Parallel Web Systems 54.5
  3. 3 Jasper 51.5
  4. 4 Adobe Photoshop 43.5
  5. 5 tessl.io 42.5
  6. 6 Recurrency 41.9
  7. 7 ArthurAI 41.5
  8. 8 Seam AI 38.7
  9. 9 ZenZap 36.5
  10. 10 Leena AI 32.8
All 102 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

Call it yourself

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This tag 
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All tags 
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As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/ai-ml"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/ai-ml/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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