Backed by Salesforce Ventures

Your agent knowledge sources disagree.

The #1 failure mode in agent deployments is data collision. AgentFit finds conflicting knowledge before your customers do.

Join the waitlist
agentfit.com

Conflict Rate

87%

of pre-production agent environments contain cross-source knowledge conflicts.

Manual Audit

3-6 wks

and $50-150K. Point-in-time only. AgentFit does it in hours and maintains things going forward too.

Platform

Native

Built on Salesforce. Works where your delivery team already works. No new system to audit.

How it works

Three steps to agent-ready data

01

Connect your sources

Link CRM Knowledge, Data Cloud, process docs - or connect your Salesforce org directly. No data leaves the platform.

Zero-copy integration
02

Detect conflicts

Semantic analysis scans every article against every other source. Catches contradictions humans miss but would confuse agents.

Embedding + LLM analysis
03

Resolve and maintain

AI-generated fixes, prioritised by severity. Accept, edit, or author custom. Knowledge stays clean going forward.

Continuous monitoring

Early Access

Fix your agent data before your customers ask you to

AgentFit is currently in early access. Join the waitlist to be among the first to detect and resolve knowledge collisions.