Layer B · AI Unit Economics & Attribution
Crystil
Cost and margin visibility for AI agents, down to each action, agent and customer.
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At a glance
- Category
- AI Unit Economics & Attribution
- Control layer
- B: Financial governance
- Five-Layer model
- Usage Transparency, Portfolio Strategy
- Status
- Active
- Typical buyers
- FinOps, Finance (CFO)
- Delivery
- Not yet assessed
Buyer fit
Fits companies running customer-facing agents that need to know whether each agent or customer is profitable. Less relevant for internal AI use where no revenue line exists.
Market outlook
Very early vendor. The margin-per-agent angle is distinctive, but expect FinOps and observability vendors to add similar views.
What to check
- Describes itself as "agentic margin intelligence".
- Focus is cost per action, agent and customer rather than per cloud account.
- Validate data sources and supported agent frameworks during evaluation.
Sources
The map describes vendors from public sources; it does not rate, rank or recommend them, and no listing is paid for. Confirm pricing and capabilities with the vendor. See how the map is built.
By Ed Epstein, who works at IBM. The postings on this site are my own and don't necessarily represent IBM's positions, strategies or opinions. About and disclosure · Methodology