niche · 0.8 market domain

Optimization

Score 17.9 / 100 53 providers +20 via APIs 28 APIs Search apis.io →
Business capabilities this tag reaches
Information & Data Management 1

Providers using this tag (53)

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

Strong 2 Solid coverage with minor gaps
Developing 9 Usable, with meaningful gaps to close
Thin 6 Limited public surface area
Emerging 11 Early or largely undocumented
Minimal 25 Almost no public developer surface
PhasecraftCompanyComputeQuantum ComputingQuantum Algorithms10.8FleetlineCompanyArtificial IntelligenceFleet ManagementTrucking10.0kindoflost-comCompanyToolsFinance9.8OpsaniCompanyKubernetesCloud-Native8.0DEFCON AICompanyArtificial IntelligenceDefenseNational Security7.4BuyerSenseArtificial IntelligenceB2BSoftware-as-a-Service4.7AdjointCompanyArtificial IntelligenceAnalytics3.4Google OptimizeA/B TestingAnalyticsDeprecatedExperimentation1 API0.0SigOptCompanyMachine LearningHyperparameter Tuning0.0Airspace IntelligenceCompanyArtificial IntelligenceAviationAir Traffic Management10.8SIMULIA (Dassault Systemes)SimulationFEACFDElectromagnetics5 APIs10.8LyricCompanySupply ChainLogisticsArtificial Intelligence10.61QBitCompanyQuantum ComputingMachine Learning10.4CPS (Cheapest-Power Scheduler)CompanyEnergyCloudScheduling1 API8.6Equilibrium EnergyCompanyEnergyPowerArtificial Intelligence8.6SystalyzeCompanyGenerative AIInfrastructureGPU7.4Butkeraites Intelligent SolutionsArtificial IntelligenceAutomationConsultingSmall Business1 API7.3HaladirCompanyLogisticsSupply ChainArtificial Intelligence7.0AugmentaConstructionAECMEPElectrical Design6.5TuringDreamCompanyArtificial IntelligenceEnterpriseIntelligence5.0ConundrumCompanyArtificial IntelligenceIndustrialMetals And Mining4.6ShipiumShippingLogisticsE-CommerceCarrier Selection4.6AemonCompanyArtificial IntelligenceMachine LearningResearch3.4MohiCompanyArtificial IntelligenceMonitoring3.0PathmindCompanyArtificial IntelligenceMachine LearningReinforcement Learning1 API0.0

APIs with this tag (28)

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 →

Exemplar 6 Complete, well-documented, and agent-ready
Developing 7 Usable, with meaningful gaps to close
Thin 7 Limited public surface area
Emerging 7 Early or largely undocumented
Minimal 1 Almost no public developer surface

Companies reaching this through an API (20)

These companies publish an API, specification or operation carrying “Optimization” 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.

Adobe Suite AdvisorPPC Agent Health Monitor Chartbeat Coupa EagleView Edge Impulse Goldman Sachs Google Google Chrome Google Maps Platform Granica HERE JAGGAER Moment MSCI NextBillion.ai PriceMetrics Realtime Robotics Shell Scripting

Score breakdown

Frequency
49.8
log-scaled weighted occurrences
Breadth
0.8
spread across providers
Quality lift
24.9
mean composite of providers using it
Cohesion
1.6
strength of nearest seed neighbor

Related tags

Directions 5 co-occurrences Quantum Computing 7 co-occurrences Simulation 7 co-occurrences Fleet Management 6 co-occurrences Logistics 12 co-occurrences Admin 5 co-occurrences Machine Learning 17 co-occurrences Image 5 co-occurrences

Where this tag comes from

Provider tag53
Api tag27
Openapi tag6
Openapi op tag20

Cohort brief

Auto-generated

The 47 providers in the APIs.io catalog tagged Optimization, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
47
of 53 in the catalog
Mean Kin Score
22.5
-0.3 vs catalog 22.8
Mean Agent Readiness
12.9
-0.4 vs catalog 13.3
Spread
0–64.7
median 18.4 · σ 17.7
How the 47 split by band
Exemplar 0Strong 2Developing 9Thin 6Emerging 9Minimal 21
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 23.9 22.1 +1.8 47
Contract Quality 19.4 18.2 +1.2 47
Discoverability 59 57.9 +1.1 47
Contract Governance 8.1 9.4 -1.3 47
Operational Transparency 10.5 12.4 -1.9 47
Access Clarity 22.1 25 -2.9 47

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) 9% 16% -7
MCP server (first-party) 6% 14% -8
Agent Skills 0% 0% 0
OAuth scopes 11% 13% -2
Security 100% 98% +2
Arazzo workflows 0% 2% -2
Governance rules 40% 35% +5

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 Microsoft Azure Advisor 64.7
  2. 2 Skedulo 55
  3. 3 D-Wave 52.9
  4. 4 RelationalAI 52.7
  5. 5 Kardinal 50.8
  6. 6 Optilogic 50.6
  7. 7 Optibus 46.7
  8. 8 LoadOptimizer.ai 43.6
  9. 9 Strangeworks 43.3
  10. 10 ADRO 41.9
Top by Agent Readiness
  1. 1 LoadOptimizer.ai 58.9
  2. 2 Optilogic 55.6
  3. 3 ADRO 49.6
  4. 4 Skedulo 38.8
  5. 5 Kardinal 36.7
  6. 6 ImageKit 36.1
  7. 7 Optibus 31.1
  8. 8 Microsoft Azure Advisor 29.9
  9. 9 D-Wave 27.9
  10. 10 Quantum Art 27.2
All 53 members of this roster resolve to a provider in the catalog; 47 carry a score (89%). The figures above describe the scored members only.
Coverage caveat. 42 of 47 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 7 November 2026, across 38912 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

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MCP server

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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 →

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