How to Measure AI Cost per Feature (Not Just per Token)
Tracking LLM API costs at a token level isn’t enough. Learn how ISVs and SaaS companies can measure AI cost per feature, understand unit economics, and manage multi-provider AI environments.
The AI FinOps platform that gives CFOs and engineering teams finance-grade visibility, token-level cost tracking, and governance across every provider. Powered by a low-latency AI gateway.
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No clear attribution by feature or department. CFOs ask questions nobody can answer.
Token pricing shifts monthly across providers. Without per-model token tracking, finance teams cannot forecast AI cost exposure.
No enforced model or provider control. Shadow AI usage spreads unchecked across teams.
Three pillars that turn AI from an unpredictable cost centre into a controlled, auditable platform. FinOps for AI, built into a proxy you deploy in minutes.
Track token usage across every provider and model. See prompt, completion, and cached token costs by team, feature, and environment in real time.
Enforce allowed models, providers, and dimensions at call-time. Block what shouldn't run.
Budget tracking, burn alerts, and chargeback exports. Give finance the numbers they need.
Quick Time to Value
| Time | Event | User | Detail |
|---|---|---|---|
| 14:23:01 | API key rotated | j.chen@acme.com | Key k_01J... rotated |
| 14:18:42 | Policy violation | system | Blocked gpt-4-turbo (not in allowed list) |
| 14:12:15 | Budget alert | system | Backend team at 85% of monthly budget |
| 13:55:30 | Model added | s.patel@acme.com | Added claude-sonnet-4 to allowed models |
| 13:42:08 | Dimension created | m.jones@acme.com | Added 'cost-center' dimension |
| 13:30:00 | Export generated | f.garcia@acme.com | Monthly chargeback CSV exported |
From the Blog
Tracking LLM API costs at a token level isn’t enough. Learn how ISVs and SaaS companies can measure AI cost per feature, understand unit economics, and manage multi-provider AI environments.
If you're concerned about being late to AI, the real risk isn't timing—it's starting without structure. Learn how to define success, understand unit economics, and build visibility from day one.
Many ISVs and SaaS companies are misattributing LLM API costs. Learn how internal AI usage, R&D experimentation, and production AI can distort profitability and why segmentation is critical.
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