emerging · -1.1 capability action

Forecasting

Score 20.5 / 100 91 providers +16 via APIs 27 APIs Search apis.io →
Business capabilities this tag reaches
Information Technology Management 2 Capital Programme & Project Controls Management 1

Providers using this tag (91)

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

Exemplar 5 Complete, well-documented, and agent-ready
smarterweather-comCompanyWeatherData1 API67.2Azure Cost ManagementCost ManagementFinOpsCloud CostBilling3 APIs74.9Amazon ForecastAmazon Web ServicesMachine LearningPredictive Analytics17 APIs72.8EliqEnergyUtilitiesAnalyticsSustainability4 APIs66.6GongSalesRevenue IntelligenceConversationsAnalytics3 APIs66.5
Strong 11 Solid coverage with minor gaps
Atmospore Pollen ForecastsWeatherPollenAllergyEnvironmental Data1 API59.0Seshat MarketsFinanceFintechCryptocurrencyCommodities1 API56.8RELEX SolutionsSupply ChainRetailDemand PlanningInventory2 APIs56.5SalesloftSalesSales EngagementCadencesCRM1 API62.7CubeCompanyFP&AFinancial PlanningFinance1 API62.1ClariRevenue OperationsPipeline ManagementSales Intelligence2 APIs59.7OpenWeatherMapWeatherForecastClimateAir Pollution12 APIs59.1DatarailsCompanyFP&AFinancial PlanningFinance1 API56.8CascadeCompanyTime SeriesArtificial Intelligence1 API56.3AssembledCustomer ServiceWorkforce ManagementWFMAI Agents4 APIs56.1FullcastCompanyEnterpriseRevenue OperationsSales Planning1 API55.4
Developing 15 Usable, with meaningful gaps to close
SolcastSolarEnergyIrradiance1 API53.7QuinyxWorkforce ManagementSchedulingHuman ResourcesTime Tracking3 APIs52.0ComboCurveCompanyVertical SoftwareOil and GasEnergy1 API48.2FactoriArtificial IntelligenceReal-World DataEnterprise1 API48.2Rainbow.AIWeatherPrecipitationNowcast2 APIs46.2Runway FinancialCompanyFinancial PlanningFP&A1 API43.2DTNWeatherAgricultureEnergyMarket Data38 APIs51.3NixtlaCompanyTime SeriesAnomaly Detection1 API51.0InfoplazaCompanyWeatherMobility1 API50.6ECMWFCompanyWeatherMeteorology6 APIs50.2Codex ResetCompanyOpenAI Codexusage-limits1 API50.1ClimateAICompanyWeatherClimateClimate Intelligence2 APIs43.1PowernautCompanyEnergyVirtual Power PlantDistributed Energy Resources1 API43.1StormglassAstronomyBioClimateElevation1 API43.1BoostupCompanyRevenue IntelligenceSales1 API42.0
Thin 21 Limited public surface area
WeatherbitWeatherHistorical DataAir Quality1 API38.8StockTrimCompanyInventorySupply Chain1 API37.5Cash Flow FrogCompanyFinanceSoftware-as-a-Service33.6ColorfulCloudsWeatherAir QualityPrecipitation6 APIs27.3BackstoryCompanyArtificial IntelligenceRevenue IntelligenceSales1 API38.5PredictHQDemand IntelligenceEventMachine Learning4 APIs38.4DecisionLinkCompanyCloud SaasRevenue OperationsCustomer Value Management8 APIs36.6Oracle PlanningBudgetingCloudConsolidationEnterprise17 APIs35.9HomecastrReal EstateDataArtificial Intelligence1 API35.6Weather.govWeatherGovernmentUnited States1 API35.6BridgitConstructionConstruction TechnologyWorkforce PlanningWorkforce Management1 API34.2MosaicResource ManagementWorkforce PlanningProject ManagementAEC1 API33.3PecanCompanyArtificial IntelligencePredictive AnalyticsMachine Learning33.0MeteoSource Air Quality Data APIAir QualityEnvironmental DataWeather1 API32.1EmbatCompanyFintechTreasury ManagementPayments1 API31.9SynthefyCompanyFoundation ModelsMachine Learning2 APIs31.8Blue YonderSupply ChainRetailLogistics1 API31.0GridCompanyInfrastructureRevenue OperationsSaaS Metrics30.0TenzoCompanyRestaurantAnalyticsBusiness Intelligence1 API30.0ForeseaPrediction-MarketIntelligenceData Analytics1 API28.9AwardCast AIArtificial IntelligenceGovernmentContracts1 API27.0
Emerging 22 Early or largely undocumented
AvisoCompanyRevenue IntelligenceSalesArtificial Intelligence23.0JiravCompanyFinancial PlanningFP&ABudgeting20.9LiveFlowCompanyAccountingFinancial ReportingFP&A20.3Open Climate FixCompanyEnergyArtificial Intelligence1 API14.7SunairioCompanyEnergyWeatherClimate13.4Argus MediaEnergyCommoditiesPrice BenchmarksAnalytics1 API13.0Scalable CFOCompanyFinanceFintechCFO11.0VaretoCompanyEnterpriseFinanceFP&A22.9WindBorne SystemsCompanyWeatherWeather Data1 API22.44G ClinicalClinical TrialsLife SciencesRandomizationTrial Supply Management1 API21.4DecisionNextCompanyAnalyticsArtificial IntelligenceMachine Learning19.2People.aiCompanyRevenue IntelligenceSalesArtificial Intelligence18.4European Centre for Medium-Range Weather Forecasts (ECMWF)WeatherClimateResearch18.2Verse (autonomous agent)CompanyAI AgentsAutonomous AgentsA2A2 APIs18.2DrivepointAI FinanceConsumer BrandFinancial Modeling17.4AlcockArtificial IntelligenceMarketsSports1 API16.3FLYR LabsCompanyTravel TechnologyAirlinesHospitality2 APIs16.0WhatifiCompanyFinancial ModelingScenario Planning14.9Xfactor.ioCompanyServicesRevenue OperationsArtificial Intelligence14.6Duetto ResearchCompanyHospitalityHotelsRevenue Management13.8AbacumCompanySoftware-as-a-ServiceFP&AFinancial Planning13.7LyricCompanySupply ChainLogisticsArtificial Intelligence12.9
Minimal 17 Almost no public developer surface
Atmo AICompanyWeatherArtificial Intelligence8.7SonaWorkforce ManagementArtificial IntelligenceScheduling7.3OnPlanCompanyProject ControlsBudgeting7.1AngstromSportsAnalyticsBetting6.8IMP SoftwareCompanyEducationEdTechFintech6.4FinmarkCompanyCloudFinancial PlanningFintech2.6SoothCompanyArtificial IntelligenceWorld Model2.6SoothArtificial IntelligenceData ScienceEnterprise2.2BrightFunnelCompanyMarketingAnalyticsAttribution0.0Equilibrium EnergyCompanyEnergyPowerArtificial Intelligence8.6huebrPrediction-MarketArtificial IntelligenceAnalyticsOdds8.0AGToolsCompanyAgricultureAgTechData Analytics7.8Fennix - AI Business Intelligence & Analytics PlatformBusiness IntelligenceDecision IntelligenceAnalyticsNatural Language Query1 API6.5SpatialedgeCompanyArtificial IntelligenceMachine LearningData6.1ClimavisionWeatherWeather IntelligenceNumerical Weather Prediction5.8CausalCompanyFintechFinancial PlanningFP&A4.7ValCtrlCompanyPrediction MarketsFintechTrading2.9

APIs with this tag (27)

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 2 Complete, well-documented, and agent-ready
Amazon Billing And Cost Management Forecasting APIGenerate cost and usage forecasts70.5Procore Forecasting APIThe Forecasting API from Procore — 2 operation(s) for forecasting.68.5
Strong 4 Solid coverage with minor gaps
Reddit Forecasting APIInformation about forecasting.64.4Atmospore MCP ServerHosted Model Context Protocol server exposing the Atmospore pollen forecast capability as four agent tools ...59.0Zoom Workforce Management APIThe Zoom Workforce Management API enables developers to build applications that manage workforce scheduling...57.1Workday Adaptive Planning APIAdaptive Planning REST and XML APIs for managing planning data, accounts, dimensions, and custom reports. S...54.7
Developing 3 Usable, with meaningful gaps to close
FreeWheel Publisher (MRM) APIFreeWheel's sell-side APIs for publishers and programmers running on MRM — advertiser and agency management...48.3Southwest Power Pool Forecasting APIThe Forecasting API operations define the exchange of forecasted ratings, including the 240-hour-ahead fore...47.0TROLIE Forecasting APIThe Forecasting API operations define the exchange of forecasted ratings, including the 240-hour-ahead fore...45.6
Thin 11 Limited public surface area
Weatherbit Weather Forecast APIProvides accurate weather forecasts using high-resolution global and regional weather models. Includes 16-d...38.8Oracle Planning REST APIAPIs for Planning and Budgeting Cloud Service including data management, business rules, and planning opera...38.4Moody's Analytics Scenario Studio APIProgrammatic access to the Scenario Studio macroeconomic scenario platform, enabling automatic retrieval of...38.2CAISO OASIS Download APIThe Open Access Same-time Information System (OASIS) Download API — CAISO's public wholesale market data in...36.6Oracle Planning REST APIRESTful API for Oracle Planning and Budgeting Cloud Service providing access to planning applications, data...35.9Ternary Forecasting APIBudget forecasting and spend projections34.3Circana Price and Promotion APIPrice and Promotion solutions combine AI models and granular store-level data to optimize pricing strategie...33.1Synthefy Forecasting APIDirect REST access to Synthefy's foundation models for multivariate time-series forecasting (Migas-1.0), wi...31.8Blue Yonder Demand Planning APIThe Blue Yonder Demand Planning API enables access to demand forecasting models, statistical baselines, and...31.0Tenzo APIPublic REST API for accessing restaurant analytics data — locations, areas, sales, and forecast data — secu...30.0Essential Energy Network Planning and DAPR Feature ServicesAnonymous ArcGIS REST FeatureServer tables and layers publishing Essential Energy's regulated network plann...28.1
Emerging 6 Early or largely undocumented
WindBorne Data APIREST API serving balloon observations, soundings, WeatherMesh point and gridded forecasts, constellation/fl...22.4Verse A2A AgentAgent2Agent surface declared by the card at https://api.verse-me.com/.well-known/agent.json (version 2.0.0,...18.2Verse Expertise APIThe REST paths the agent card names on api.verse-me.com, with no OpenAPI behind them: free reads GET /exper...18.2FLYR Hospitality Platform APIThe API tier behind the FLYR Hospitality (Pace Revenue) revenue management platform — Optimize, Insights, P...16.0Cash Projection APICash projection / forecasting product in the Banking and Treasury API group. Reference gated behind portal ...13.8Autotrader Future Valuations APIReturns predicted vehicle valuations for a specified future date, enabling dealers to forecast vehicle depr...11.9
Minimal 1 Almost no public developer surface
FennixHosted AI business intelligence SaaS. No public REST/HTTP API is published; the only machine-consumable art...6.5

Companies reaching this through an API (16)

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

Amazon Billing And Cost Management Autotrader California ISO Circana Essential Energy FreeWheel Media M&T Bank Moody's Oracle Financials Procore Reddit Southwest Power Pool Ternary TROLIE Workday Zoom

Score breakdown

Frequency
52.6
log-scaled weighted occurrences
Breadth
1.2
spread across providers
Quality lift
31.6
mean composite of providers using it
Cohesion
4.6
strength of nearest seed neighbor

Related tags

FP&A 9 co-occurrences Budgeting 11 co-occurrences Financial Planning 11 co-occurrences Forecast 13 co-occurrences Weather 19 co-occurrences Revenue Intelligence 8 co-occurrences Revenue Operations 8 co-occurrences Climate 12 co-occurrences

Where this tag comes from

Provider tag91
Api tag27
Openapi op tag7
Openapi tag1

Cohort brief

Auto-generated

The 82 providers in the APIs.io catalog tagged Forecasting, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
82
of 91 in the catalog
Mean Kin Score
32.5
+8.4 vs catalog 24.1
Mean Agent Readiness
19.7
+5.6 vs catalog 14.1
Spread
2.6–74.9
median 32 · σ 19.3
How the 82 split by band
Exemplar 4Strong 11Developing 13Thin 21Emerging 20Minimal 13
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 40 30 +10 82
Developer Ergonomics 33.4 24.5 +8.9 82
Contract Quality 27.3 18.6 +8.7 82
Operational Transparency 19.5 13.2 +6.3 82
Discoverability 63.4 59.1 +4.3 82
Contract Governance 14 9.7 +4.3 82

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% 18% +9
MCP server (first-party) 27% 16% +11
Agent Skills 0% 0% 0
OAuth scopes 20% 13% +7
Security 100% 99% +1
Arazzo workflows 7% 1% +6
Governance rules 49% 36% +13

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 Azure Cost Management 74.9
  2. 2 Amazon Forecast 72.8
  3. 3 smarterweather-com 67.2
  4. 4 Eliq 66.6
  5. 5 Gong 66.5
  6. 6 Salesloft 62.7
  7. 7 Cube 62.1
  8. 8 Clari 59.7
  9. 9 OpenWeatherMap 59.1
  10. 10 Atmospore Pollen Forecasts 59
Top by Agent Readiness
  1. 1 smarterweather-com 61.8
  2. 2 Cascade 58.2
  3. 3 Datarails 57.7
  4. 4 Clari 56.9
  5. 5 Gong 55.5
  6. 6 Fullcast 54.8
  7. 7 Runway Financial 54.7
  8. 8 Eliq 51.5
  9. 9 Factori 48.2
  10. 10 Salesloft 45.4
All 91 members of this roster resolve to a provider in the catalog; 82 carry a score (90%). The figures above describe the scored members only.
Coverage caveat. 62 of 82 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 14 November 2026, across 41591 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.

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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.
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