AI memory built on your expertise
Your sharpest team’s best call becomes every team’s starting point.
Causal already makes significant impact for operations, customer success, revenue, and engineering teams.





Somewhere in your company, someone already solved this. Every agent inherits what the organization already learned.

OperationsStop the repeat
Order desks and warehouses run on agents that act in the ERP. What the last order taught them arrives before the next one ships.
- Precedent is served into the run before the action fires
- A costly outcome is served on every similar order that follows
- Any hold or override traces back to the incident that justified it

Customer SuccessServe what resolved
Support agents inherit the fixes that closed tickets. When one stops working, Causal retires it everywhere.
- Every resolution carries whether the ticket stayed closed
- A recurring issue collapses into one memory
- A new support agent starts with every fix the team validated

RevenueSell from precedent
Deal agents carry what the team already won. Which play closed, which discount stalled, which objection kept returning — each recorded with what it did, and served into the next deal.
- Plays carry their recorded outcomes, not their author's confidence
- Forecasts grounded in what actually converted before
- A handoff arrives with the whole relationship, first call to last renewal

EngineeringRemember what failed
Coding agents in your repos inherit every approach that already failed there: the reverted migration, the flaky workaround, the deploy that took the site down. Tried once, avoided everywhere.
- Failed approaches are served before an agent retries them
- Postmortems become memory the next run consults
- A rollback's reason survives the person who knew it
What one agent learns, the next knows
An agent in Claude Code, an agent in the ERP, an agent in the CRM — one graph, read and written by all of them. A fix found in support reaches the warehouse without anyone forwarding it.
Answer for every action
When an auditor asks why an agent acted, Causal answers with receipts. Which experience informed the decision, and proof nothing was altered.
- SSO, SAML, SCIM, RBAC, and retention policies
- Private VPC deployment, bring-your-own tenant keys
- Every decision traces to the experience behind it, and to the change that followed
- Signed heads, inclusion proofs, and verifiable export
- Poisoned memory is tainted, and everything derived from it is flagged and dropped from serving
Start before the agents
Connect the tools the company already runs. The reverted PR in GitHub, the reopened ticket in Jira, the renewal that stalled in Salesforce — your memory starts compounding from work you have already done.
SAPA control surface over the tools you already use, not a platform to move onto. Ingest is episodic and firewalled: nothing a connector reads can become an instruction, so a hostile message in a channel cannot program your agents.