Agentic Index
Fluid Topics vs Senso (2026)
Both make enterprise knowledge usable by agents and they start from different content.
Fluid Topics unifies technical product content into an AI ready hub and, through core retrieval services and an MCP server, grounds chatbots, copilots and agents in trusted cited product information, documenting 9 of 14. Senso compiles enterprise knowledge into a governed verified source of truth and scores agent responses against it, with an AI visibility benchmarking product and a free audit, at 8.5. Fluid Topics supplies the ground truth; Senso supplies it and then grades the agent on whether it used it.
Choose Fluid Topics if
- Technical product documentation is the corpus and citation is the requirement.
- Documented coverage is slightly broader and an MCP server fits your agent architecture.
- You want a content platform, not a scoring layer over one you already have.
Choose Senso if
- Scoring agent responses against the source of truth is the missing measurement.
- A free AI visibility audit is a low cost way to find out where you stand.
- Knowledge beyond technical documentation is in scope.
| At a glance | Fluid Topics | Senso |
|---|---|---|
| Category | Agent infrastructure | Agent infrastructure |
| Entry price | Enterprise pricing; not publicly listed | Free AI visibility audit; paid platform pricing not public |
| Free / trial | Demo available; no public free tier. | Free AI visibility audit (AI Discovery), no integration required. |
| Pricing confidence | contact only | contact only |
| Feature | F Fluid Topics |
S Senso |
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
Full / Explicit | Full / Explicit |
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
Partial | Partial |
|
Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
Partial | Partial |
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
Full / Explicit | Full / Explicit |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
No / Not documented | Partial |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Full / Explicit | Partial |
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
Full / Explicit | Partial |
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
Full / Explicit | Full / Explicit |
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
No / Not documented | No / Not documented |
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
Full / Explicit | Partial |
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
Partial | Partial |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
Full / Explicit | Full / Explicit |
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
Partial | Full / Explicit |
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
No / Not documented | No / Not documented |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | F Fluid Topics |
S Senso |
|---|---|---|
|
Entry price Lowest public entry point |
Enterprise pricing; not publicly listed | Free AI visibility audit; paid platform pricing not public |
|
Pricing confidence How public the numbers are |
Contact only | Contact only |
|
Billing Primary billing axis |
Enterprise engagements scoped to content volume, users, and channels. | Enterprise subscription for the context layer; free AI visibility audit as entry. Specifics undisclosed. |
|
Variable cost Workload / overage exposure |
Medium variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
Sales call | Sales call |