How much does Fluid Topics cost?

Enterprise pricing that is not publicly listed and is arranged through a sales process, typically scoped to content volume, users, and channels.

Back to vendors

Fluid Topics

Q: Who is Fluid Topics for?

Technical documentation and content teams, Customer support and service organizations, Software and manufacturing enterprises, Teams building AI assistants on product knowledge

Visit site

Agent infrastructureprivateVerified 2026-07-09

Product knowledge platform that unifies technical content into an AI ready hub and, through core RAG services and an MCP server, grounds chatbots, copilots, and agents in trusted, cited product information.

Fluid Topics is a product knowledge platform that unifies technical and product documentation from more than 100 sources and formats into a central, AI ready knowledge hub. It provides core RAG services, embeddings, semantic search, and prompt management, and a production ready MCP server that connects large language models and autonomous agents directly to trusted content and actions. Ready to use GenAI assistants and an agentic chatbot answer questions with citations and source verification, while support agents can review and customize AI drafted replies before sending. The platform is enterprise grade, with role based access control, single sign on, audit logs, granular permissions, and governance controls, and it delivers content across portals, chatbots, agents, and in product help. An analytics suite tracks search, content usage, AI feature effectiveness, and case deflection. Fluid Topics serves software, manufacturing, and other technical organizations that need to feed both people and AI with accurate product knowledge.

Vendor details

Canonical URL

https://www.fluidtopics.com

Funding status

Venture backed

Company status

private

Use cases & customers

Primary use cases

AI ready product knowledge hubGrounding chatbots and agents via MCPSelf service documentation portalsSupport agent assist with cited answers

Target customers

Technical documentation and content teamsCustomer support and service organizationsSoftware and manufacturing enterprisesTeams building AI assistants on product knowledge

Deployment options

Cloud (SaaS)

Integrations

More than 100 connectors to CCMS, SharePoint, Confluence, Git, LMS, and helpdesk systems, an open API, and a production ready MCP server that connects LLMs and agents to the knowledge hub.

Sources & related URLs

Research sources

https://www.fluidtopics.com/ https://www.fluidtopics.com/platform/ https://www.fluidtopics.com/fluid-topics-for-ai-projects/ https://www.g2.com/products/fluid-topics/reviews

Capability coverage

9.0 / 14 capabilities · 64%

Integrations & Tool Callingmore than 100 connectors to CCMS, SharePoint, Confluence, Git, LMS, and helpdesk systems, plus an open API and an MCP server (fluidtopics.com)	Full
Workflow Orchestrationautomates content ingestion, enrichment, and delivery pipelines and feeds agent workflows; multi step agent orchestration is not its core (fluidtopics.com)	Partial
Knowledge Grounding & RAGcore RAG services including embeddings, semantic search, and prompt management over a unified knowledge hub, with cited answers (fluidtopics.com)	Full
Human Oversight & GuardrailsAI generated response suggestions are reviewed, validated, and customized by support agents before sending, with source verification (fluidtopics.com)	Full
Security, Identity & Governanceenterprise grade security with role based access control, single sign on, audit logs, granular permissions, and governance controls (fluidtopics.com)	Full
Observability & Auditabilityan analytics suite tracks search, content usage, AI feature interactions, and case deflection, with audit logs (fluidtopics.com)	Full
Memory & State Persistenceno agent session memory or state persistence is documented; the platform is a knowledge hub (fluidtopics.com)	Unable to verify
Deployment & Data Residencydeployment and data residency options beyond managed SaaS are not detailed (fluidtopics.com)	Unable to verify
Prebuilt Agents / Templates / Packsready to use GenAI applications and assistants for Q&A, support, summarization, and code assistance, plus drag and drop AI widgets (fluidtopics.com)	Full
Triggers & Channel Coveragecontent and answers are delivered across portals, chatbots, agents, and in product help, triggered by user queries with real time indexing (fluidtopics.com)	Partial
Model Flexibility & Routingthe platform is model agnostic and feeds any LLM or agent framework via MCP; internal model selection is not detailed (fluidtopics.com)	Partial
APIs / SDKs / MCP Extensibilityan API first platform with purpose built APIs and a production ready MCP server for custom integrations (fluidtopics.com)	Full
Testing, Debugging & Optimizationanalytics identify content and knowledge gaps and measure AI feature effectiveness to optimize the system; a formal agent testing framework is not documented (fluidtopics.com)	Partial
Browser / Computer-useno browser or computer use capability documented (fluidtopics.com)	Unable to verify

Recent platform changes

No recent material changes tracked yet.

View all changes for Fluid Topics →

Pricing

Enterprise pricing; not publicly listed

Enterprise engagements scoped to content volume, users, and channels.

Contact onlyMedium variable cost

Cost watchouts

Implementation and connector configuration can require technical resources; pricing scales with content and users.

Variable cost rationale

Cost scales with content volume, user counts, and delivery channels; no public rate is available.

Sales call required

Yes — required for paid access

Free / trial

Demo available; no public free tier.

Lowest paid plan

Not publicly listed.

Key ambiguities

No public pricing; enterprise engagements are scoped to content and usage.

Verified 2026-07-09

Official pricing page

Data confidence: high