established · -1.9 market domain

Conversational AI

Score 26.0 / 100 231 providers +13 via APIs 50 APIs Search apis.io →
Variants seen in the corpus: ConversationalConversational AI

Providers using this tag (231)

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

Exemplar 6 Complete, well-documented, and agent-ready
Strong 16 Solid coverage with minor gaps
Developing 39 Usable, with meaningful gaps to close
Anam.aiCompanyAI AvatarsReal-Time Video1 API54.2ChatsimpleCompanyAI AgentsChatbots2 APIs53.1VoiceGenieCompanyVoice AISales Automation1 API52.1OutRivalCompanyEnterprise SaasAI Agents2 APIs49.7CognigyCompanyAI AgentsContact Center1 API46.9RasaCompanyArtificial IntelligenceChatbots2 APIs46.0DixaCustomer ServiceOmnichannelCustomer Experience1 API44.8PypestreamCompanyAI AgentsContact Center7 APIs43.1ParadoxArtificial IntelligenceCandidate ScreeningChatbots1 API42.0Soul MachinesCompanyEnterpriseArtificial IntelligenceDigital Humans2 APIs41.9ChatfuelCompanyChatbotsMessaging3 APIs41.8Google Cloud Dialogflow CXChatbotsDialogflowGoogle Cloud1 API40.7TeadsCompanyAdvertisingAdTechVideo Advertising2 APIs39.9TavusArtificial IntelligenceGenerative AIVideo1 API39.5IntercomArtificial IntelligenceCustomer ServiceMessaging1 API51.3NetomiCompanyArtificial IntelligenceAI AgentsCustomer Experience1 API50.2FiniCompanyArtificial IntelligenceAI AgentsCustomer Service1 API49.7Agnost AICompanyAI AgentsAgent AnalyticsObservability1 API49.6iCallAgent Public APIVoice AIvoice ai assistantVoice Agents1 API49.3UniphoreCompanyArtificial IntelligenceAgents3 APIs48.7KrispCompanyArtificial IntelligenceVoice AISpeech1 API48.5PoppCompanyRecruitingStaffingHiring1 API47.7Tadeus APIVoice AIResearchInterviewsWorkforce1 API46.8NextivaCompanyCommunicationsVoiceContact Center5 APIs46.3HappyrobotAI AgentsAgent OrchestrationVoice AI2 APIs46.2AiseraCompanyAI AgentsITSM4 APIs44.7DelphiCompanyArtificial IntelligenceAI ClonesDigital Minds1 API44.7ThoughtlyVoice AIChat AIAI Agents1 API44.1Marz Greta-Lock NetworkCompanyAI AgentsAgent EvaluationBenchmarking1 API43.4KarumiCompanyAI AgentsProduct DemosSales Enablement1 API43.1WaniwaniCompanyArtificial IntelligenceMCPAI Distribution1 API43.0ShapesCompanyArtificial IntelligenceAI AgentsChat1 API42.5Sarj AI Developer APIVoice AIVoice AgentsArabic AI4 APIs41.2DocketCompanyAI AgentsAgentic MarketingSales Enablement1 API40.9AvocaCompanyArtificial IntelligenceVoice AI1 API40.8ConversicaCompanyArtificial IntelligenceAI Agents1 API40.8Keyframe LabsCompanyArtificial IntelligenceAvatarsVideo1 API40.7TidioLive ChatChatbotsCustomer ServiceArtificial Intelligence1 API39.9GliaCompanyCustomer ServiceContact CenterBanking3 APIs39.7
Thin 54 Limited public surface area
Retell AIArtificial IntelligenceVoiceAgentsReal-Time1 API38.5HaptikCompanyArtificial IntelligenceMessaging7 APIs36.7Microsoft Power Virtual AgentsChatbotsCopilot StudioMicrosoft4 APIs35.8NeuphonicText-to-SpeechVoice AIAudioStreaming1 API35.6LMNTText-to-SpeechVoice SynthesisVoice CloningAudio Streaming1 API35.2BotpressArtificial IntelligenceChatOpen Source1 API34.3TalkPushCompanyRecruitingRecruitment AutomationHuman Resources1 API34.1VoiceflowArtificial IntelligenceChatVoice1 API34.0Microsoft Bot FrameworkBotsMessagingBot Framework6 APIs33.3QuiqCompanyCustomer ExperienceContact Center1 API32.4Bland AIArtificial IntelligenceVoiceAgentsPhone1 API32.2AgoraReal-Time EngagementVoiceVideoSignaling11 APIs30.3aiOlaSpeech RecognitionSpeech-to-TextText-to-SpeechVoice AI3 APIs30.3DriftConversational MarketingChatbotsSalesMessaging1 API30.2Inworld AIArtificial IntelligenceVoiceCharactersGames1 API29.7Google AssistantActions on GoogleGoogle AssistantNatural-Language1 API28.7Meya.aiCompanyChatbotsCustomer Service1 API28.3PoshArtificial IntelligenceAI AgentsBanking1 API27.7SenselyCompanyHealthcareDigital Health1 API26.9RimeArtificial IntelligenceVoiceText-to-SpeechReal-Time1 API26.4MainstayCompanyEducationEdTechHigher Education1 API26.311xCompanyArtificial IntelligenceAI AgentsSales1 API38.9CrescendoCompanyCustomer ExperienceCustomer ServiceArtificial Intelligence1 API38.8PhonelyArtificial IntelligenceVoice AIVoice Agents2 APIs38.7Ex-HumanCompanyArtificial IntelligenceAI Companion1 API38.6DigitalGeniusCompanyCustomer ServiceE-CommerceArtificial Intelligence1 API38.4ForethoughtArtificial IntelligenceCustomer ServiceGenerative AISupportGPT2 APIs38.3DaptaCompanyAI AgentsVoice AI37.9The Interaction Company Of CaliforniaCompanyAI AssistantArtificial IntelligenceAgents1 API37.9ConcentrixAI AgentsBusiness Process OutsourcingConsulting2 APIs37.5MoonscaleCompanyArtificial IntelligenceSalesSales Automation1 API37.3Leena AICompanyArtificial IntelligenceAI AgentsEnterprise Software5 APIs37.2AppgainCompanyMobile MarketingMarketing AutomationOmnichannel Messaging3 APIs36.6ChatbaseArtificial IntelligenceChatbotsAI AgentsCustomer Service1 API36.6AnloraCreator EconomyOnlyFansAgency ToolingAutonomous AI36.5Lua AICompanyArtificial IntelligenceAI AgentsAgent Platform1 API36.5RubiConnectCPaaSCommunications APIsBusiness MessagingRCS1 API36.5TagoveCompanyCustomer ServiceLive Chat1 API36.5MindlogicCompanyArtificial IntelligenceGenerative AI1 API35.4PolyaiCompanyVoice AICustomer Service1 API35.4VapiArtificial IntelligenceVoiceAgentsReal-Time1 API34.4Kalpa LabsCompanySpeechText-to-SpeechVoice1 API33.3Liberate InnovationsCompanyInsuranceInsurtechArtificial Intelligence1 API33.1GetVocalCompanyArtificial IntelligenceVoice AI1 API32.31mindCompanyArtificial IntelligenceAI AgentsSales31.6CrestaArtificial IntelligenceContact CenterContact Center AICCaaS1 API31.4Hume AIArtificial IntelligenceVoiceEmpathicEmotion4 APIs30.8KustomerCustomer ServiceCRMHelp DeskMessaging1 API28.8[24]7.aiCompanyCustomer ExperienceContact Center28.6SienaCompanyArtificial IntelligenceAI AgentsCustomer Service27.5Maven AGIArtificial IntelligenceAgentsCustomer ServiceCustomer Experience1 API27.1UberduckArtificial IntelligenceText-to-SpeechVoiceVoice Cloning1 API26.7Replyr.aiCompanyArtificial IntelligenceChatbots1 API26.2Samora AICompanyVoice AgentsVoice AI1 API26.2
Emerging 64 Early or largely undocumented
Custom Chat API | MirrorFlyChat APIMessagingCPaaSVoIP1 API25.9NuanceCompanySpeech RecognitionNatural Language Understanding5 APIs25.1Gram (by Speakeasy)CompanyArtificial IntelligenceChatbots2 APIs24.4GupshupMessagingWhatsAppCPaaS1 API23.7Kata.aiCompanyChatbotsAI Agents2 APIs22.6LandbotChatbotsNo-CodeWhatsApp2 APIs22.3BlipBusiness AutomationCustomer EngagementPlatform1 API20.2Satisfi LabsCompanyAI AgentsChatbots19.9Charisma.aiArtificial IntelligenceTrainingBrand Experience1 API19.6SoundHoundVoice AIMusic RecognitionAudio Intelligence2 APIs18.9LivePersonCustomer EngagementMessagingContact Center9 APIs17.8SierraAgentsArtificial IntelligenceChat1 API17.8ConverseNowCompanyVoice AIRestaurant16.3BotSocietyCompanyChatbotsVoice Assistant1 API15.6muffintechCompanyInsuranceInsurtechArtificial Intelligence14.8AgentifAICompanyArtificial IntelligenceVoice14.7Actium HealthCompanyHealthcarePatient Engagement13.9ZaapiCompanyApplicative SaasChat Commerce13.7Talk-A-BotCompanyChatbotsEnterprise Software13.1Revel Ai HealthCompanyHealthcareArtificial Intelligence12.9ImpersonCompanyChatbotsCustomer Service12.5GyantCompanyHealthcareArtificial IntelligenceVirtual Assistant11.4ParloaAgentsArtificial IntelligenceCall CenterCCaaS2 APIs11.0EmaCompanyArtificial IntelligenceAgentsAI Employees1 API25.4RinglyCompanyArtificial IntelligenceVoiceCustomer Service25.4VocodeVoice AIVoice AgentsTelephony1 API25.3Wit.AICompanyNatural Language ProcessingSpeech RecognitionSpeech-to-Text1 API23.8Ultimate.aiCompanyAi Enterprise SoftwareCustomer Service2 APIs23.7imbeeCompanyEnterpriseMessagingOmnichannel22.5Mybots.proCompanyAI AgentsMessaging3 APIs22.2KleioCompanyAi DataAgentic CommerceAI Agents1 API21.7AgentIQCompanyArtificial IntelligenceBankingFinancial Services20.4GigaCompanyArtificial IntelligenceAI AgentsVoice AI20.0Furhat RoboticsCompanyRoboticsSocial Robotics19.9MihupCompanyConsumerVoice AISpeech Recognition19.5ZumaCompanyReal EstatePropTechMultifamily19.1EliseAICompanyArtificial IntelligenceProperty Management18.9Scaled CognitionArtificial IntelligenceAgentsLLMCustomer Experience1 API18.7RezoCompanyCustomer ExperienceContact Center18.0OmneeCompanyArtificial IntelligenceCustomer ServiceHomebuilding16.7EchoLeadsAI voice salesAI Voice Agentscold calling automationAI SDR1 API16.6Slang AiCompanyVoice AIRestaurant16.5CallDeskCompanyVoice AIContact Center16.4SpeakCompanyArtificial IntelligenceLanguage LearningEducation1 API16.2Hello PatientCompanyHealthcareArtificial Intelligence16.1Attuned IntelligenceCompanyArtificial IntelligenceHealthcareVoice AI16.0DialogusCompanyVoice AgentsAI Agents15.9Callab AIVoice AITelephonyContact Center1 API15.6EscaleCompanySalesArtificial IntelligenceCustomer Acquisition14.4MaiCallCompanyDebt CollectionCollectionVoice AI14.1LastroCompanyPropTechReal EstateArtificial Intelligence14.0NurixCompanyArtificial IntelligenceAI Agents13.8DecagonAgentsArtificial IntelligenceChat1 API13.6HostieCompanyRestaurantHospitality13.6500appsCompanySoftware-as-a-ServiceArtificial Intelligence13.3TolanCompanyArtificial IntelligenceAI CompanionConsumer12.3Lara AICompanyHuman ResourcesEmployee ExperiencePeople Analytics12.1Chai ResearchCompanyArtificial IntelligenceLLM12.0CignaraCompanyArtificial IntelligenceCustomer Service12.0Vocca AiCompanyHealthcareVoice AI11.9OutverseCompanyArtificial IntelligenceAI AgentsCustomer Service11.8swivlCompanySelf StoragePropTechArtificial Intelligence11.4Robylon AICustomer ServiceAI AgentsVoice1 API11.2SalesapeCompanyEnterpriseArtificial IntelligenceSales11.1
Minimal 51 Almost no public developer surface
HireVueVideo InterviewingAssessmentAI HiringScheduling7 APIs10.7MiaCompanyArtificial IntelligenceVoice AI10.7ChaiCompanyArtificial IntelligencePlatformChatbots10.6MindMeld *CompanyArtificial IntelligenceChatbots10.4Hi MarleyCompanyInsurance TechInsuranceClaims9.8CimulateCompanyArtificial IntelligenceE-CommerceSearch9.7David AICompanyArtificial IntelligenceMachine LearningAudio Data9.7BotsChatbotsBot FrameworkSlack Bot9.1Pingo AICompanyArtificial IntelligenceLanguage LearningEducation9.1Layla AIArtificial IntelligenceTravelItinerary Planning1 API9.0LightberryCompanyRoboticsArtificial Intelligence8.9CoruCompanyFintechArtificial Intelligence8.7Character.AIArtificial IntelligenceLLMChatbotsPersonas8.3HyroCompanyArtificial IntelligenceAI Agents6.2EspressiveCompanyVirtual AgentsITSM6.1ClincCompanyNatural Language ProcessingVirtual Assistant5.0op.aiArtificial IntelligenceVoicePlatform1 API4.6KiwilogicCompanyChatbotsNatural Language Processing3.7Clinc2Artificial IntelligenceHealthcareFinance3.3MindsayCompanyArtificial IntelligenceChatbots3.0Abe AICompanyFinancial ServicesBanking2.5Reply.aiCompanyCustomer ExperienceCustomer Service2.1SolvvyCompanyAi AppsCustomer Service2.1Mya SystemsCompanyHuman ResourcesRecruiting2.0Tact.aiCompanyEnterpriseSales0.0ToyTalkCompanyVoiceChatbots0.0Civica DigitalCompanyCivic TechnologyDigital GovernmentPublic Sector10.5ReplikaArtificial IntelligenceChatbotsCompanionConsumer10.4OstroCompanyLife SciencesPharmaceuticalsHealthcare10.3EdSightsCompanyEducationHigher EducationStudent Success10.1Assort HealthCompanyHealthcareHealthcare AIAI Voice Agents9.7Praktika.ai CompanyCompanyArtificial IntelligenceLanguage LearningEducation9.6IntellaCompanyArtificial IntelligenceVoice AI9.1coupleCompanyArtificial IntelligenceAI CompanionChatbots8.7TomoCompanyAi AppsPersonal Assistant8.2ZapiaCompanyArtificial IntelligenceAssistant7.9BabbelLanguage LearningEducationEdTechE-Learning7.8PraxiPalCompanyHealthcareArtificial IntelligenceVoice AI7.2EasyWay TechnologiesCompanyHospitalityArtificial Intelligence5.6Atmee.aiCompanyArtificial IntelligenceAvatars4.4Nuance LabsCompanyArtificial IntelligenceFoundation ModelsEmotional Intelligence3.8IconicCompanyArtificial IntelligenceGamingInteractive Storytelling3.4Talk LabsCompanyArtificial IntelligenceVoiceCorporate Training3.4AirKitCompanyAutomationLow-CodeCustomer Experience3.0Big Sur AiCompanyArtificial IntelligenceE-Commerce3.0Dot ProductCompanyArtificial IntelligenceVoice AgentsCustomer Service3.0GoatChat AICompanyArtificial IntelligenceChatbots3.0SocratesCompanyAcquiredAI AssistantEmployee Experience3.0AllyOCompanyHuman ResourcesRecruiting2.9ConverzAICompanyArtificial IntelligenceRecruitingRecruitment Automation2.8Yellow.aiCompanyArtificial IntelligenceChatbots2.6
Unrated 1 Not yet scored

APIs with this tag (50)

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 4 Complete, well-documented, and agent-ready
Strong 3 Solid coverage with minor gaps
Developing 5 Usable, with meaningful gaps to close
Thin 20 Limited public surface area
Phonely Agents APIManage Phonely voice agents programmatically. Retrieve a single agent or list all agents for a user, and up...38.7Smallest AI Atoms (Voice Agents)The Atoms platform for building, testing, and deploying production voice agents - orchestrating Waves TTS a...38.1Cohere Chat APIThe Cohere Chat API enables developers to integrate large language model text generation capabilities into ...38.0iX Hello Customer v2 Outbound Calling APIPlaces outbound PSTN and SIP voice calls programmatically and runs an authored iX Hello flow on the call. T...37.5iX Hello Customer v2 Universal Messaging APIHeadless flow-execution API for iX Hello Customer v2. Starts a stateful conversational session against an a...37.5Acquire Support & Conversations APIREST API for the Acquire (formerly Tagove) customer support platform: conversations/cases, messages, notes,...36.5Lua Agent HTTP APIConsume a deployed Lua agent directly over HTTP — single-shot generation or real-time SSE streaming — with ...36.5RubiConnect MCP ServerHosted MCP server exposing 18 tools for messaging, templates, campaigns, agents, analytics, and media. Auth...36.5Copilot Studio Direct Line APIThe Copilot Studio Direct Line API enables custom applications to communicate with bots built in Microsoft ...35.8Neuphonic Agent APIREST API for creating and managing conversational AI voice agents. Agents combine Neuphonic TTS with GPT-4o...35.6PolyAI Platform APIBuild, run and observe PolyAI voice and chat agents from your own systems. Three REST API families (Agents,...35.4Inspur Cloud IBot Conversational AI APIREST API for Inspur Cloud's IBot intelligent assistant — POST /qa/bot/sdk/talk for a conversation turn, /qa...34.1Cresta Platform APICresta's production API host. https://api.cresta.com resolves and answers anonymously with a gRPC-JSON tran...31.4Agora Conversational AI Engine APIThe Agora Conversational AI Engine enables building voice-enabled AI agents with sub-second response times ...30.3Deutsche Telekom AI StudioBuild conversational customer experiences in natural language across SMS, RCS, voice, video, and chat chann...27.8Deutsche Telekom Conversational Connect APITransform customer communications with intelligent conversational marketing across messaging channels, inte...27.8Posh Platform APIPosh's customer-facing HTTP API, served from the same gateway that backs the Posh Portal. Posh describes it...27.7Sensely Platform APIThe AWS API Gateway surface behind the Sensely conversational SDKs. Observed public operations cover partne...26.9Uberduck Conversational APIMint LiveKit tokens for real-time conversational AI voice calls.26.7Mainstay APIAdmitHub/Mainstay REST API v1.0 for syncing student and employee records and engagement data between Mainst...26.3
Emerging 15 Early or largely undocumented
MirrorFly Chat Platform APIToken-authenticated REST API for building in-app chat, split into User APIs and Admin APIs (users, contacts...25.9Nuance Mix DLGaaS gRPC APIDialog as a Service — execute conversational dialog flows authored in Mix.dialog over a gRPC Dialog service.25.1Landbot APIchatAPI for embedding and interacting with Landbot chat sessions programmatically, enabling developers to drive...22.3DeepEval (Confident AI)DeepEval is an open-source LLM evaluation package, paired with Confident AI as the hosted observability/eva...20.6UBIX ChatUBIX APIConversational AI API enabling natural language interaction with enterprise data and AI models. Supports it...20.1IBM Watson AssistantBuild, train, and deploy conversational interactions into any application, device, or channel. Create AI-po...19.2Houndify Voice AI APIThe Houndify platform provides HTTP and WebSocket APIs that accept text or audio queries and return actiona...18.9Scaled Cognition APT Agent Platform APIThe stateless RESTful API behind the Scaled Cognition Agent Builder platform, used to author, simulate, dep...18.7LivePerson Conversation Builder APIAPIs for designing, deploying, and managing chatbots and dialog flows built with LivePerson Conversation Bu...17.8LivePerson Conversational Cloud APIComprehensive set of REST APIs for managing conversations across messaging channels, including agent operat...17.8LivePerson Intent Manager APIProgrammatic access to natural language understanding, intent recognition, and conversation classification ...17.8Sierra Agent OSSierra Agent OS is the enterprise platform for building, deploying, and operating customer-facing AI agents...17.8EchoLeads PlatformEchoLeads provider surfaces. The agent-native artifacts (llms.txt, llms-full.txt, security.txt) are confirm...16.6Decagon AI Agents StudioDecagon AI Agents Studio is the enterprise platform for authoring, deploying, testing, and operating AI age...13.6Parloa Agent Management Platform (AMP)The Parloa Agent Management Platform (AMP) is the primary product surface for designing, testing, scaling, ...11.0
Minimal 3 Almost no public developer surface

Companies reaching this through an API (13)

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

Deutsche Telekom Evals GitHub Copilot IBM Watson Inspur Cloud Microsoft Power Platform APIs Microsoft Teams Oracle PlayHT Salesforce ServiceNow Smallest AI UBIX Labs

Score breakdown

Frequency
66.1
log-scaled weighted occurrences
Breadth
5.2
spread across providers
Quality lift
29.0
mean composite of providers using it
Cohesion
15.9
strength of nearest seed neighbor

Where this tag sits

231 providers carry this tag directly, and 291 counting the 3 narrower tags below — 60 more to reach.

Chatbots 100 providers Voice Agents 33 providers AI Companion 9 providers

Related tags

Chatbots 67 co-occurrences Voice AI 54 co-occurrences Customer Service 57 co-occurrences Contact Center 48 co-occurrences Voice 63 co-occurrences Voice Agents 22 co-occurrences Conversations 32 co-occurrences Customer Experience 30 co-occurrences

Where this tag comes from

Provider tag237
Api tag50
Openapi tag2
Openapi op tag8

Markets provisional

Kin Score markets whose measured providers carry this tag. Share is the fraction of the market's measured providers that carry it — it describes the market, not this tag.

MarketShare of the market's providers
Customer Support, Helpdesk and Contact Center30%

Cohort brief

Auto-generated

The 219 providers in the APIs.io catalog tagged Conversational AI, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
219
of 231 in the catalog
Mean Kin Score
28.6
+6.4 vs catalog 22.2
Mean Agent Readiness
17.1
+5.1 vs catalog 12
Spread
0–87.6
median 26.7 · σ 18
How the 219 split by band
Exemplar 6Strong 15Developing 39Thin 54Emerging 63Minimal 42
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Access Clarity 33.3 23.9 +9.4 219
Developer Ergonomics 30.7 23.2 +7.5 219
Discoverability 63.4 57.9 +5.5 219
Contract Quality 22.7 17.2 +5.5 219
Operational Transparency 17.7 13 +4.7 219
Contract Governance 7.8 6.5 +1.3 219

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) 25% 13% +12
MCP server (first-party) 25% 12% +13
Agent Skills 0% 0% 0
OAuth scopes 11% 11% 0
Security 98% 98% 0
Arazzo workflows 1% 2% -1
Governance rules 10% 16% -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 Ada 87.6
  2. 2 ElevenLabs 80.4
  3. 3 Amigo 78.8
  4. 4 Amazon Lex 76.2
  5. 5 Boom Ai 75.6
  6. 6 SignalWire 66.9
  7. 7 Google Dialogflow 66.1
  8. 8 Syllable 65.1
  9. 9 Genesys 62.4
  10. 10 Synthflow 58.1
Top by Agent Readiness
  1. 1 Sarj AI Developer API 65.6
  2. 2 Boom Ai 63.9
  3. 3 Speko 61
  4. 4 Coval 60.7
  5. 5 Karumi 60
  6. 6 Phonic 57.9
  7. 7 Synthflow 54.9
  8. 8 Genesys 54.3
  9. 9 Bolna 53.6
  10. 10 ElevenLabs 53.5
All 231 members of this roster resolve to a provider in the catalog; 219 carry a score (95%). The figures above describe the scored members only.
Coverage caveat. 202 of 219 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 24 October 2026, across 31984 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/conversational-ai"
All tags
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort
curl "https://apis.io/api/v1/cohorts/tag/conversational-ai"
The distribution (Pro)
curl "https://apis.io/api/v1/cohorts/tag/conversational-ai/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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