emerging · 0.2 capability schema

AI Infrastructure

Score 20.8 / 100 94 providers +1 via APIs 3 APIs Search apis.io →

Providers using this tag (94)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 7 Solid coverage with minor gaps
Developing 12 Usable, with meaningful gaps to close
Thin 10 Limited public surface area
Emerging 18 Early or largely undocumented
Minimal 46 Almost no public developer surface
RadixArkCompanyArtificial IntelligenceMachine Learning10.4DualbirdCompanyDataData Processing10.2KandouCompanySemiconductorsHardwareChiplets10.2Omnitron SensorsCompanyMEMS SensorsSemiconductorsSensor Hardware10.2Upscale AICompanyArtificial IntelligenceNetworking9.9CormintCompanyData CenterPower InfrastructureEnergy9.6Mojo VisionCompanySemiconductorsDisplaysMicro-LED9.6Xsight LabsCompanySemiconductorsNetworkingData Center8.8ClarosCompanyData CenterPower ManagementEnergy Efficiency8.3Auradine (Velaura AI)CompanySemiconductorsLow Power AI Compute7.8SevOne (Turbonomic)CompanyNetwork MonitoringObservability7.8DayOneCompanyFrontier TechData CenterDigital Infrastructure7.5SteadyGatewayEnterprise AI gatewayInferenceModel RoutingOpenAI-compatible API1 API7.2AheadComputingCompanySemiconductorsRISC-VCPU7.0NcodiNCompanyPhotonicsSemiconductorsOptical Interconnect6.5Vertical SemiconductorCompanyComputeSemiconductorsPower Electronics5.9InAuth (American Express)CompanyFraud PreventionDevice Intelligence5.8Xscape PhotonicsCompany5.5StandardkernelCompanyGPUTPU5.1PicoJoolCompanyEnergy TransitionSemiconductorsPhotonics5.0QuintessentCompanyDeep TechPhotonicsSemiconductors4.8Majestic LabsCompanySemiconductorsMemory4.7Basis Set VenturesCompanyVenture CapitalArtificial IntelligenceMachine Learning4.5SygaldryCompanyQuantum ComputingArtificial Intelligence4.4Ayar LabsCompanySilicon PhotonicsCo-Packaged OpticsOptical I/O4.1DustPhotonicsCompanySilicon PhotonicsSemiconductorsOptical Interconnect4.1AttotudeCompanySemiconductorsData CenterInterconnect3.8EnfabricaCompanySemiconductorsNetworking3.8Power LatticeCompanyComputeSemiconductorsPower Management3.7Augtera NetworksCompanyNetworkingAIOps3.6Canto RealityCompanyArtificial IntelligenceSocial3.6SyentaCompanyAutomationSemiconductorsAdvanced Packaging3.5TidalScaleCompanyServer VirtualizationSoftware-Defined Infrastructure3.4DatacurveCompanyArtificial IntelligenceMachine LearningDatasets3.3Piris LabsCompanyArtificial IntelligenceInferenceNetworking3.3Zibra LabsCompanyDistributed ComputeGPU3.3Celero CommunicationsCompanySemiconductorsCoherent DSPOptical Interconnect3.0OlixCompanyArtificial IntelligenceHardwareSemiconductors3.0OratomicCompanyQuantum ComputingNeutral Atom3.0HyperLightCompanyPhotonicsIntegrated PhotonicsSemiconductors2.5Talking ComputersCompanyArtificial IntelligenceMachine Learning2.5Celestial AICompanySemiconductorsSilicon PhotonicsOptical Interconnect2.2Nubisio (Tracxn)Company1.6ScaleBaseCompany1.6Xplenty (Xenon)Company1.6Cloudistics (Fungible)CompanyComposable InfrastructureHyperconverged Infrastructure0.0

APIs with this tag (2)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Strong 1 Solid coverage with minor gaps
Emerging 1 Early or largely undocumented

Companies reaching this through an API (1)

These companies publish an API, specification or operation carrying “AI Infrastructure” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Findem

Score breakdown

Frequency
54.6
log-scaled weighted occurrences
Breadth
2.4
spread across providers
Quality lift
24.8
mean composite of providers using it
Cohesion
10.4
strength of nearest seed neighbor

Related tags

Data Center 22 co-occurrences GPU 16 co-occurrences Semiconductors 27 co-occurrences Optical Interconnect 7 co-occurrences Photonics 7 co-occurrences Compute 10 co-occurrences Cloud Computing 7 co-occurrences Cloud Infrastructure 5 co-occurrences

Where this tag comes from

Provider tag94
Api tag3

Cohort brief

Auto-generated

The 85 providers in the APIs.io catalog tagged AI Infrastructure, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
85
of 94 in the catalog
Mean Kin Score
22.1
-0.8 vs catalog 22.9
Mean Agent Readiness
8.8
-3.1 vs catalog 11.9
Spread
2.5–66.6
median 14.2 · σ 18.9
How the 85 split by band
Exemplar 1Strong 6Developing 13Thin 9Emerging 19Minimal 37
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 27.1 23.2 +3.9 85
Discoverability 58.8 58.1 +0.7 85
Operational Transparency 13.7 13.7 0 85
Contract Governance 5.5 6.3 -0.8 85
Access Clarity 25 26.5 -1.5 85
Contract Quality 12.1 17.6 -5.5 85

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) 13% 14% -1
MCP server (first-party) 13% 12% +1
Agent Skills 0% 0% 0
OAuth scopes 5% 11% -6
Security 98% 98% 0
Arazzo workflows 1% 2% -1
Governance rules 5% 14% -9

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 Spectro Cloud 66.6
  2. 2 Modal 64.5
  3. 3 Koyeb 63.5
  4. 4 Compresr 61
  5. 5 Mithril 60.4
  6. 6 Cerebras Systems 59.1
  7. 7 Crusoe 56.9
  8. 8 Speko 50.5
  9. 9 Unify 49.8
  10. 10 turbopuffer 48.9
Top by Agent Readiness
  1. 1 Speko 60.5
  2. 2 Seltz 46.9
  3. 3 Koyeb 39.8
  4. 4 Compresr 35.6
  5. 5 Mithril 33.9
  6. 6 Modal 33.5
  7. 7 Crusoe 33.4
  8. 8 Fluence 30.7
  9. 9 Understudy Labs 28.9
  10. 10 Spectro Cloud 28.2
All 94 members of this roster resolve to a provider in the catalog; 85 carry a score (90%). The figures above describe the scored members only.
Coverage caveat. 78 of 85 scored members had under half their catalog-attributable points satisfied at all (catalog_earned / catalog_max < 0.5). They are INCLUDED in the mean above. A large share here means the cohort mean is partly a measurement of how far our enrichment reached, not only of how these providers publish.Generated from the catalog build of 5 October 2026, across 29093 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

curl for this page
This tag
curl "https://apis.io/api/v1/tags/ai-infrastructure"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/ai-infrastructure"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/ai-infrastructure/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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