niche · 0.0 market domain

Predictive Analytics

Score 18.2 / 100 57 providers +7 via APIs 7 APIs Search apis.io →

Providers using this tag (57)

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

Exemplar 1 Complete, well-documented, and agent-ready
6senseAccount Based MarketingIntent DataB2B7 APIs71.2
Strong 2 Solid coverage with minor gaps
CrossEngageCompanyCustomer Data PlatformMarketingCustomer Engagement12 APIs55.9Amazon ForecastForecastingMachine-LearningTime Series1 API55.7
Developing 9 Usable, with meaningful gaps to close
Diagnostic RoboticsHealthHealthcareClinical AIPopulation Health6 APIs51.4MadKuduCompanyApplicative SaasSales IntelligenceLead Scoring2 APIs51.2NixtlaCompanyTime SeriesForecastingAnomaly Detection1 API49.6Aito TechnologiesCompanyPredictive DatabaseMachine-LearningArtificial Intelligence1 API49.4Salesforce EinsteinArtificial IntelligenceComputer-VisionCRMMachine-Learning6 APIs48.0AkkioCompanyAi AppsMachine-Learning3 APIs45.6AlteryxAnalyticsAutomationData EngineeringData Preparation1 API45.2NewsWhipCompanyMedia IntelligenceSocial Media AnalyticsNews2 APIs45.1Cosmo TechCompanySimulationDigital TwinArtificial Intelligence7 APIs41.6
Thin 5 Limited public surface area
DataRobotCompanyArtificial IntelligenceMachine-LearningMLOps1 API36.0Kumo.AICompanyArtificial IntelligenceMachine-Learning2 APIs35.5PrevedereCompanyEconomic ForecastingDemand Planning1 API35.0SynthefyCompanyFoundation ModelsMachine-LearningForecasting2 APIs31.2AgrologyCompanyAgricultureAgTechClimate1 API26.9
Emerging 15 Early or largely undocumented
PecanCompanyArtificial IntelligenceMachine-Learning24.8SomatusCompanyHealthcareKidney 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 20 Almost no public developer surface
HaberCompanyAutomationArtificial IntelligenceIndustrial Automation10.7Curve HealthCompanyHealthHealthcareTelehealth10.5Medical 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 Finance5.0CrowdAnalytixCompanyArtificial IntelligenceMachine-LearningData Science5.0eBureauCompanyIdentity VerificationFraud Prevention5.0RuedataCompanyFleet ManagementTire Management5.0Eos AICompanyHealthHealthcareArtificial Intelligence4.6ProfilityHealthcareHealth ITPost-Acute CareArtificial Intelligence4.3Market IQCompanyAnalyticsFinancial-Services3.8MantisCompanyDigital TwinHealthcare3.3ScoreDataCompanyArtificial IntelligenceMachine-Learning2.3HNCCompanyFraud DetectionMachine-Learning0.9
Unrated 5 Not yet scored
Canopy LabsCompanyAnalyticsCustomer AnalyticsFreshplumCompanyAnalyticsE-CommerceNateroCompanyCustomer SuccessSoftware-as-a-ServiceNode.ioCompanyArtificial IntelligenceCRMSales IntelligenceSilver TailCompanySecurityFraud DetectionAnti-Fraud

APIs with this tag (7)

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...84.4
Strong 1 Solid coverage with minor gaps
FlightAware AeroAPIAeroAPI is FlightAware's query-based REST API for accessing aviation data on demand. It exposes 60+ endpoin...58.4
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...46.9Lokavant Clinical Trial Intelligence PlatformLokavant is Roivant's clinical-trial intelligence operating unit. Its platform ingests data via 21+ source ...45.7SAP HANA Predictive Analysis Library (PAL) APIIn-database machine learning and statistical algorithms library providing clustering, classification, regre...43.9
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

Companies reaching this through an API (7)

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

Dell Servers Dynatrace FlightAware Overhaul Roivant Sciences SAP HANA UBIX Labs

Score breakdown

Frequency
49.2
log-scaled weighted occurrences
Breadth
1.6
spread across providers
Quality lift
25.0
mean composite of providers using it
Cohesion
3.5
strength of nearest seed neighbor

Related tags

Data Science 11 co-occurrences Machine-Learning 35 co-occurrences Time Series 5 co-occurrences Alerts 5 co-occurrences Artificial Intelligence 34 co-occurrences Analytics 12 co-occurrences Acquired 7 co-occurrences Healthcare 14 co-occurrences

Where this tag comes from

Provider tag57
Api tag7

Cohort brief

Auto-generated

The 50 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
50
all scored
Mean Kin Score
22.6
-1.4 vs catalog 24
Mean Agent Readiness
9.3
-3.1 vs catalog 12.4
Spread
2.3–71.2
median 15.7 · σ 18.2
How the 50 split by band
Exemplar 1Strong 2Developing 9Thin 5Emerging 15Minimal 18
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Governance 8.3 6.5 +1.8 50
Developer Ergonomics 25.1 23.4 +1.7 50
Access Clarity 26.2 26.5 -0.3 50
Discoverability 59.6 61 -1.4 50
Operational Transparency 12.6 14 -1.4 50
Contract Quality 15.3 20.1 -4.8 50

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% 10% +3
MCP server (first-party) 13% 13% 0
Agent Skills 0% 0% 0
OAuth scopes 13% 11% +2
Security 91% 96% -5
Arazzo workflows 2% 2% 0
Governance rules 7% 13% -6

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 71.2
  2. 2 CrossEngage 55.9
  3. 3 Amazon Forecast 55.7
  4. 4 Diagnostic Robotics 51.4
  5. 5 MadKudu 51.2
  6. 6 Nixtla 49.6
  7. 7 Aito Technologies 49.4
  8. 8 Salesforce Einstein 48
  9. 9 Akkio 45.6
  10. 10 Alteryx 45.2
Top by Agent Readiness
  1. 1 6sense 55.6
  2. 2 CrossEngage 35.7
  3. 3 MadKudu 32.7
  4. 4 Nixtla 32.4
  5. 5 Diagnostic Robotics 32.2
  6. 6 Cosmo Tech 31.1
  7. 7 Amazon Forecast 30.6
  8. 8 Alteryx 28.4
  9. 9 Salesforce Einstein 27.3
  10. 10 NewsWhip 26.8
All 57 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 20 September 2026, across 27620 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"

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