niche · 2.1 market domain

Predictive Analytics

Score 19.1 / 100 64 providers 9 APIs Search apis.io →
Variants seen in the corpus: Predictive Analyticspredictive-analytics

Providers using this tag (64)

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

Exemplar 2 Complete, well-documented, and agent-ready
DynatraceAI OperationsAnalyticsAPMApplication Performance Monitoring6 APIs77.46senseABMAccount-Based MarketingIntent DataB2B7 APIs69.4
Strong 1 Solid coverage with minor gaps
Amazon ForecastForecastingMachine-LearningTime Series1 API57.2
Developing 14 Usable, with meaningful gaps to close
MadKuduCompanyApplicative SaasSales IntelligenceLead Scoring2 APIs51.9Diagnostic RoboticsHealthhealthcareclinical-aipopulation-health6 APIs51.4NixtlaCompanyTime SeriesForecastingAnomaly Detection1 API50.3Aito TechnologiesCompanyPredictive DatabaseMachine-LearningArtificial Intelligence1 API48.9Roivant SciencesBiotechPharmaceuticalsDrug DevelopmentClinical Trials1 API48.9AkkioCompanyAi AppsMachine-Learning3 APIs48.8Dell ServersHardwareInfrastructureManagementMonitoring2 APIs48.2Salesforce EinsteinArtificial IntelligenceComputer-VisionCRMMachine-Learning6 APIs47.7SAP HANAAnalyticsCloudDatabaseEnterprise1 API47.7AlteryxAnalyticsAutomationData EngineeringData Preparation1 API46.6NewsWhipCompanyMedia IntelligenceSocial Media AnalyticsNews2 APIs45.8CrossEngageCompanyCustomer Data PlatformMarketingCustomer Engagement12 APIs45.2Cosmo TechCompanySimulationDigital TwinArtificial Intelligence7 APIs41.2FlightAwareAviationFlightsFlight TrackingMapping1 API39.7
Thin 5 Limited public surface area
DataRobotCompanyArtificial IntelligenceMachine-LearningMLOps1 API36.0Kumo.AICompanyArtificial IntelligenceMachine-Learning2 APIs35.56Sense InsightsCompanyABMAccount-Based MarketingIntent Data35.0PrevedereCompanyEconomic ForecastingDemand Planning1 API34.4SynthefyCompanyFoundation ModelsMachine-LearningForecasting2 APIs31.2
Emerging 17 Early or largely undocumented
PecanCompanyArtificial IntelligenceMachine-Learning24.8UBIX LabsArtificial IntelligenceAnalyticsMachine-LearningData Integration4 APIs23.2OverhaulSupply Chainsupply-chain-visibilityLogisticsTransportation5 APIs21.7SomatusCompanyHealthcareKidney CareValue-Based Care20.1One ModelCompanyPeople AnalyticsHR AnalyticsWorkforce Data19.9LeanTaaSCompanyHealthcareHealth SystemsHospital Operations18.7PredictionIOCompanyMachine-LearningArtificial Intelligence2 APIs16.8TwaiceCompanyClimateBatteriesBattery Analytics16.5AgilemdCompanyHealthcareClinical Decision Support16.4Civitas LearningCompanyEdtechHigher EducationStudent Success16.0kelaHealthCompanyHealthcareSurgeryArtificial Intelligence15.4RapidminerCompanyArtificial IntelligenceMachine-LearningData Science14.2Aily LabsCompanyHealthcareLife SciencesArtificial Intelligence14.0MobagelCompanyArtificial IntelligenceMachine-LearningAutoML13.2AcertaCompanyManufacturingAnalyticsArtificial Intelligence13.0ForesightCompanyConstructionInfrastructureProject Management11.9Fundamental TechnologiesCompanyArtificial IntelligenceMachine-Learning11.4
Minimal 25 Almost no public developer surface
HaberCompanyAutomationArtificial IntelligenceIndustrial Automation10.7FundamentalCompanyArtificial IntelligenceMachine-Learning10.6Curve HealthCompanyHealthHealthcareTelemedicine10.5Medical InformaticsCompanyHealthcareMedical DevicesPatient Monitoring10.5DaashCompanyCompetitive IntelligenceMarket IntelligenceBeauty9.4EcoPlantCompanyIndustrial IoTCompressed AirEnergy Efficiency8.0MorphLCompanyArtificial IntelligenceMachine-LearningPersonalization7.4pulseDataCompanyHealthcareArtificial IntelligenceMachine-Learning7.1Latent SpaceCompanyArtificial IntelligenceGenerative AIMachine-Learning6.4PercolataCompanyRetailAnalyticsMachine-Learning6.1RumarocketCompanyHuman ResourcesRecruitingTalent Management5.5ArbiLexCompanyLegalLegal TechLitigation Finance5.0Canopy LabsCompanyAnalyticsCustomer Analytics5.0CrowdAnalytixCompanyArtificial IntelligenceMachine-LearningData Science5.0eBureauCompanyIdentity VerificationFraud Prevention5.0FreshplumCompanyAnalyticsE-Commerce5.0NateroCompanyCustomer SuccessSoftware-as-a-Service5.0Node.ioCompanyArtificial IntelligenceCRMSales Intelligence5.0RuedataCompanyFleet ManagementTire Management5.0Silver TailCompanySecurityFraud DetectionAnti-Fraud5.0Eos AICompanyHealthHealthcareArtificial Intelligence4.6Market IQCompanyAnalyticsFinancial-Services3.8MantisCompanyDigital TwinsHealthcare3.3ScoreDataCompanyArtificial IntelligenceMachine-Learning2.3HNCCompanyFraud DetectionMachine-Learning0.9

APIs with this tag (6)

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 1 Complete, well-documented, and agent-ready
Dynatrace Davis AI APIThe Dynatrace Davis AI API provides access to the Davis predictive and causal AI platform service for custo...77.4
Developing 3 Usable, with meaningful gaps to close
Dell OpenManage Enterprise SupportAssist APIRESTful API for the OpenManage Enterprise SupportAssist plug-in that enables proactive and predictive monit...48.2SAP HANA Predictive Analysis Library (PAL) APIIn-database machine learning and statistical algorithms library providing clustering, classification, regre...47.7FlightAware AeroAPIAeroAPI is FlightAware's query-based REST API for accessing aviation data on demand. It exposes 60+ endpoin...39.7
Emerging 2 Early or largely undocumented
UBIX ModelSpace APIAPI for the UBIX ModelSpace module enabling programmatic management of AI/ML models including creation, tra...23.2Overhaul ETA APIPredictive estimated-time-of-arrival service used to identify delivery delays in advance and optimise routi...21.7

Score breakdown

Frequency
50.2
log-scaled weighted occurrences
Breadth
1.8
spread across providers
Quality lift
27.8
mean composite of providers using it
Cohesion
3.6
strength of nearest seed neighbor

Related tags

Data Science 12 co-occurrences Machine-Learning 35 co-occurrences Artificial Intelligence 34 co-occurrences Analytics 13 co-occurrences Acquired 7 co-occurrences Healthcare 13 co-occurrences Automation 5 co-occurrences Software-as-a-Service 6 co-occurrences

Where this tag comes from

Provider tag57
Api tag9

Cohort brief

Auto-generated

The 64 providers in the APIs.io catalog tagged Predictive Analytics, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
64
all scored
Mean Kin Score
22.9
+2.2 vs catalog 20.7
Mean Agent Readiness
9.2
-0.5 vs catalog 9.7
Spread
0.9–73.1
median 15.3 · σ 19.2
How the 64 split by band
Exemplar 2Strong 1Developing 13Thin 6Emerging 17Minimal 25
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Governance 11.7 6.4 +5.3 64
Developer Ergonomics 23 17.9 +5.1 64
Access Clarity 25.5 22.3 +3.2 64
Operational Transparency 13.3 11.3 +2 64
Discoverability 60.2 60.4 -0.2 64
Contract Quality 15.8 17.5 -1.7 64

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) 20% 16% +4
MCP server (first-party) 13% 7% +6
Agent Skills 0% 0% 0
OAuth scopes 16% 9% +7
Security 89% 88% +1
Arazzo workflows 5% 2% +3
Governance rules 13% 13% 0

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 6sense 73.1
  2. 2 Dynatrace 71.8
  3. 3 MadKudu 54.6
  4. 4 Diagnostic Robotics 53.8
  5. 5 Amazon Forecast 53.5
  6. 6 Nixtla 52.3
  7. 7 Akkio 51.6
  8. 8 Aito Technologies 50.9
  9. 9 Dell Servers 50.5
  10. 10 SAP HANA 47.6
Top by Agent Readiness
  1. 1 6sense 50.4
  2. 2 Dynatrace 32.4
  3. 3 Nixtla 32.4
  4. 4 Cosmo Tech 31.1
  5. 5 CrossEngage 31.1
  6. 6 MadKudu 31
  7. 7 Amazon Forecast 30.6
  8. 8 Diagnostic Robotics 29.3
  9. 9 FlightAware 29.1
  10. 10 Alteryx 28.4
All 64 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

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

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no email required.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.