Companies — AI Market Map

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Knowledge & RAG

Company ▲ Founded Funding stage Company size Industry Segments Status

Notable 2017 201-500 Healthcare AI WorkflowsAI Agents+11 Published

Summary: Healthcare AI platform with agents for patient access, revenue cycle, care operations, and administrative workflow automation.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG Document AI AI Quality & Observability Traditional ML AI Governance & Risk Call Analysis Chatbots Voice AI Agents STT/TTS Infrastructure Analytics & BI
Industries: Healthcare
HQ location: San Mateo, CA, USA
Founded: 2017
Website: https://www.notablehealth.com/

Omni 2022 Series B 201-500 Customer Support / CXSales / GTM+1 AI WorkflowsAI Agents+4 Published

Summary: AI analytics platform with a semantic layer, governed BI, AI chat, modeling, embedded analytics, and APIs.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability Analytics & BI
Industries: Customer Support / CX Sales / GTM General Purpose
HQ location: San Francisco, California, United States
Founded: 2022
Website: https://omni.co

OPAQUE 2021 Series B 11-50 — AI WorkflowsAI Agents+7 Published

Summary: Confidential AI platform for running agentic RAG, analytics and AI workflows on sensitive enterprise data with privacy, guardrails and runtime governance.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG LLM Deployment AI Quality & Observability Traditional ML AI Governance & Risk Analytics & BI
HQ location: San Francisco, CA, USA
Founded: 2021
Website: https://www.opaque.co/

OutSystems 2001 1001-5000 — AI WorkflowsAI Agents+9 Published

Summary: Enterprise AI development and low-code platform for building, deploying, modernizing and governing mission-critical applications and AI agents.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG Document AI LLM Deployment AI Quality & Observability Traditional ML AI Governance & Risk Chatbots Analytics & BI
HQ location: Boston, MA, USA; Linda-a-Velha/Lisbon, Portugal
Founded: 2001
Website: https://www.outsystems.com/

Palantir 2003 Public 1001-5000 — AI WorkflowsAI Agents+10 Published

Summary: Public enterprise software company whose AIP platform connects AI with operational data to build AI apps, actions, agents and decision workflows.
Segments: AI Workflows AI Agents LLM Fine-tuning AI Developer Tools Knowledge & RAG Document AI LLM Deployment AI Quality & Observability Traditional ML AI Governance & Risk Chatbots Analytics & BI
HQ location: Denver, CO, USA
Founded: 2003
Website: https://www.palantir.com/

Parloa 2018 Series C Plus 201-500 — AI WorkflowsAI Agents+9 Published

Summary: AI Agent Management Platform for enterprise customer service, with a strong voice-first focus for automating conversations in contact centers.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability AI Governance & Risk Call Analysis Chatbots Voice AI Agents STT/TTS Infrastructure Analytics & BI
HQ location: Berlin, Germany; expanding in San Francisco and Madrid
Founded: 2018
Website: https://www.parloa.com/

Patronus AI 2023 Series A 11-50 — AI WorkflowsAI Agents+5 Published

Summary: Platform for evaluating, testing, monitoring and securing LLM applications, RAG systems and AI agents.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability AI Governance & Risk Analytics & BI
HQ location: San Francisco, CA, USA
Founded: 2023
Website: https://www.patronus.ai/

Pingtree 2007 Bootstrapped 11-50 InsuranceFinancial Services+1 AI WorkflowsAI Agents+4 Published

Summary: AI-powered consumer acquisition platform for lead generation, routing, and full-funnel performance measurement.
Segments: AI Workflows AI Agents Knowledge & RAG AI Governance & Risk Call Analysis Analytics & BI
Industries: Insurance Financial Services Customer Support / CX
HQ location: Boca Raton, FL, United States
Founded: 2007
Website: https://pingtree.com

Pipedream 2019 Series A 51-200 — AI WorkflowsAI Agents+4 Published

Summary: Developer-first workflow automation and integration platform for APIs, AI agents, databases and SaaS applications.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Governance & Risk Chatbots
HQ location: San Francisco, CA, USA
Founded: 2019
Website: https://pipedream.com/

Poly AI 2017 Series C Plus 201-500 HealthcareFinancial Services+2 AI WorkflowsAI Agents+6 Published

Summary: Enterprise voice and chat AI platform for customer service and task completion.
Segments: AI Workflows AI Agents Knowledge & RAG AI Governance & Risk Call Analysis Chatbots Voice AI Agents Analytics & BI
Industries: Healthcare Financial Services Customer Support / CX General Purpose
HQ location: London, United Kingdom; also lists New York, San Mateo, Belgrade, and Toronto offices
Founded: 2017
Website: https://poly.ai/

Product.ai 2009 Bootstrapped 11-50 — AI WorkflowsAI Agents+7 Published

Summary: Truth layer for commerce that verifies product claims against real-world evidence and transaction data for AI agents and shoppers.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability Traditional ML AI Governance & Risk Chatbots Analytics & BI
HQ location: Santa Monica / Los Angeles, CA, USA
Founded: 2009
Website: https://product.ai/

PromptLayer — — — AI WorkflowsAI Agents+7 Published

Summary: Collaboration layer for AI engineering teams, combining prompt CMS, eval harness and observability stack for prompts, LLM apps and agents.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG LLM Deployment AI Quality & Observability AI Governance & Risk Chatbots Analytics & BI
HQ location: Unknown
Founded: —
Website: https://promptlayer.com/

Pydantic 2023 Seed 11-50 General Purpose AI AgentsAI Developer Tools+5 Published

Summary: Pydantic builds AI engineering and observability software for developers and engineering teams.
Segments: AI Agents AI Developer Tools Knowledge & RAG Document AI LLM Deployment AI Quality & Observability Chatbots
Industries: General Purpose
HQ location: London, England, United Kingdom
Founded: 2023
Website: https://pydantic.dev

Pythian 1997 — HealthcareInsurance+2 AI WorkflowsAI Agents+3 Published

Summary: Global data and AI consultancy focused on enterprise data modernization, managed services, and production AI.
Segments: AI Workflows AI Agents Knowledge & RAG LLM Deployment AI Governance & Risk
Industries: Healthcare Insurance Financial Services General Purpose
HQ location: Ottawa, Canada
Founded: 1997
Website: https://www.pythian.com/

Ragas 2023 Seed 1-10 General Purpose AI WorkflowsAI Developer Tools+6 Published

Summary: Ragas is an open-source library for evaluating and optimizing LLM applications, especially retrieval-augmented generation workflows.
Segments: AI Workflows AI Developer Tools Knowledge & RAG Document AI AI Quality & Observability AI Governance & Risk Chatbots Analytics & BI
Industries: General Purpose
HQ location: San Francisco, CA, USA
Founded: 2023
Website: https://ragas.io/

Regal 2020 Series B 51-200 Customer Support / CXSales / GTM AI WorkflowsAI Agents+10 Published

Summary: Voice AI agent platform for enterprise CX, automating phone-based sales, support, operations and retention conversations.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability Traditional ML AI Governance & Risk Call Analysis Chatbots Voice AI Agents STT/TTS Infrastructure Analytics & BI
Industries: Customer Support / CX Sales / GTM
HQ location: New York, NY, USA
Founded: 2020
Website: https://www.regal.ai/

Regie.ai 2020 Series B 201-500 Sales / GTM AI WorkflowsAI Agents+9 Published

Summary: AI-native sales engagement platform that unifies human sellers and AI agents for prospecting, messaging and dialing workflows.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability Traditional ML AI Governance & Risk Call Analysis Chatbots Voice AI Agents Analytics & BI
Industries: Sales / GTM
HQ location: San Francisco, CA, USA
Founded: 2020
Website: https://www.regie.ai

Relevance AI 2020 Series B 51-200 General Purpose AI WorkflowsAI Agents+7 Published

Summary: No-code AI workforce platform for building, orchestrating, and governing teams of AI agents across business systems.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG LLM Deployment AI Quality & Observability AI Governance & Risk Chatbots Analytics & BI
Industries: General Purpose
HQ location: Surry Hills, NSW, Australia; San Francisco, CA, USA
Founded: 2020
Website: https://relevanceai.com

Replicant 2017 Series C Plus 51-200 HealthcareInsurance+3 AI WorkflowsAI Agents+7 Published

Summary: Enterprise conversational AI platform for contact centers, focused on voice, chat, and SMS automation, QA, and conversation intelligence.
Segments: AI Workflows AI Agents Knowledge & RAG AI Quality & Observability AI Governance & Risk Call Analysis Chatbots Voice AI Agents Analytics & BI
Industries: Healthcare Insurance Financial Services Customer Support / CX General Purpose
HQ location: San Francisco, California, United States
Founded: 2017
Website: https://www.replicant.com/

Retell AI 2023 51-200 Customer Support / CXSales / GTM AI WorkflowsAI Agents+9 Published

Summary: Developer and business platform for building, testing, deploying, and monitoring production voice AI agents for phone automation.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability AI Governance & Risk Call Analysis Chatbots Voice AI Agents STT/TTS Infrastructure Analytics & BI
Industries: Customer Support / CX Sales / GTM
HQ location: San Francisco, CA, USA
Founded: 2023
Website: https://www.retellai.com

Retool 2017 201-500 General Purpose AI WorkflowsAI Agents+6 Published

Summary: Enterprise AI application platform for building internal apps, automations, workflows, and AI agents connected to company systems.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability AI Governance & Risk Chatbots Analytics & BI
Industries: General Purpose
HQ location: San Francisco, CA, USA
Founded: 2017
Website: https://retool.com

Rimini Street 2005 Public 1001-5000 — AI WorkflowsAI Agents+5 Published

Summary: Public enterprise software support provider for Oracle, SAP, VMware, and other systems, now positioning around Agentic AI ERP transformation.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG Traditional ML AI Governance & Risk Analytics & BI
HQ location: Las Vegas, NV, USA
Founded: 2005
Website: https://www.riministreet.com/

Saidot 2018 Seed 11-50 — AI WorkflowsAI Agents+4 Published

Summary: Agent-first, graph-based AI governance platform for AI inventory, risk, policy, controls, compliance, and responsible AI management.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability AI Governance & Risk
HQ location: Helsinki, Finland
Founded: 2018
Website: https://www.saidot.ai/

SalesAI — 11-50 Customer Support / CX AI WorkflowsAI Agents+9 Published

Summary: AI voice and messaging agents for answering inbound calls, qualifying leads, booking meetings, and automating sales/support conversations.
Segments: AI Workflows AI Agents AI Developer Tools Knowledge & RAG AI Quality & Observability AI Governance & Risk Call Analysis Chatbots Voice AI Agents STT/TTS Infrastructure Analytics & BI
Industries: Customer Support / CX
HQ location: San Francisco, CA, USA
Founded: —
Website: https://www.salesai.com/