01
The difficult problem
Stale records, thin notes and manual updates obscured deal quality and consumed selling time.
← All systemsAutonomous Systems
Revenue intelligence layer
SmartCRM
An AI layer that turns an existing CRM from a system of record into a prioritized system of action.
AutonomousPlatformInfrastructure
The brief
Built around the hard part.
02
The intelligence built
Bidirectional enrichment, interaction summaries, intent scoring and next-best-action recommendations update each record.
SectorCommerce & Growth ↗
System architecture
How the system works.
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
- 01
Interaction ingestion
Acquire and structure the operating signal.
- 02
Scoring and recommendation
Transform it through the model, rules and control layer.
- 03
Bidirectional CRM sync
Deliver a decision, artifact or action into production.
In production
Where it runs.
Deployment
Integrated with Salesforce, HubSpot or Zoho rather than replacing them.
What it changes
Representatives and managers work from current, evidence-grounded deal state.
Production stack
- CRM APIs
- Python
- FastAPI
- PostgreSQL
- Kafka
- Next.js