AI agents
One process,
updated in your system.

READ → WRITE
Your system starts the run. The record is updated. You can open the trace and see each step.
The run
- Event
Your system starts the run.
- Read
The account on that event is loaded.
- Update
The record is updated.
- Hold
A person still approves the stage.
The result
Three places this pays for itself.
Marketing
Sales
Customer success
How it runs
One run, from the event to the update.
- 01Received
One delivery starts one run
The marketing platform sends lead.scored. That message starts this run. If the same message arrives again, it joins this run.
- 02Read
It loads only this lead
The agent loads the lead, the campaigns they opened, and the score definition you and sales wrote.
- 03Drafted
The draft cannot change the account
The step returns a renewal task and a QBR outline as text. The model for that step is configured separately.
- 04Held
The stage waits for the owner
The note and the next step are ready to save. The stage stays as it is until the owner approves or rejects the change.
The run is saved after each step. If the worker stops, it resumes from the last saved step. A later attempt updates the same task and the same email.
Controls
What has to be true before this runs on your data.
Tools are narrow
Three actions always stop
Answers cite your records
You can open the run
A change is tested on your cases
Models
Chosen per step.
Matched to the step
Inside, when it has to be
Larger only when needed
Where it saves
The systems those teams already open.
- Slack
- Salesforce
- HubSpot
- Zendesk
- Microsoft