Layer C · Engineering Productivity & AI Impact Measurement
Quesma
Cost and outcome analytics for coding agents (Claude Code, Codex, Cursor), linking session costs to engineering work.
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At a glance
- Control layer
- C: Consumption and workforce
- Five-Layer model
- Productivity Value
- Status
- Active
- Typical buyers
- Engineering and platform, Technology leadership (CIO)
- Delivery
- Not yet assessed
Buyer fit
Fits engineering leaders whose coding-agent bills are growing faster than they can explain. One of the few tools aimed directly at that problem.
Market outlook
Very early vendor and Tokenomics Foundation member. Coding-tool vendors may add similar reporting.
What to check
- Links session costs to pull requests and work items.
- Finds wasted tokens and repeated failures.
- Covers several coding agents, not just one vendor.
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