For business
What it is
Results are written back into the tools the team already uses: the CRM, the document store, the task tracker.
Why it matters
There is no new tool to adopt: the work shows up where people already look, which is what drives real use.
Risk without it
A separate AI portal becomes one more tab nobody opens.
For engineers
How it works
Integrations write notes, documents and tasks through each system’s API with the right permissions, and link back to the run that produced them for audit.
Typical stack
- CRM APIs (Salesforce, HubSpot, sector CRMs)
- document storage
- webhooks
Pitfalls & trade-offs
- Monitor vendor rate limits and API changes.
- Map fields with the client’s operations team, not by guessing.
- Make write-backs idempotent.
In this example
In
→ report.pdf
Out
CRM note added client A-17
Fictional sample · not a client system