Output per Dollar: Benchmarking Harness Performance | Webinar

​Your model benchmark score says nothing about your codebase.

​Public benchmarks run on clean, public problems. Your repository is large, private, and full of history. What matters is how much usable work actually gets finished, and what it costs you.

​In this session you will:

• ​Learn what really drives harness performance: codebase context, planning, tool use, model routing, and verification loops

• ​Define the unit of work that counts: a merged pull request, a completed migration, a resolved ticket, not tokens or prompts

• ​Get a repeatable evaluation protocol you can run on your own repository

• ​See a live comparison of the same task under different configurations, and the cost and quality difference it produces

• ​Learn where cost accumulates and how to cut it: model selection per task class, budget guardrails, and org-level controls

• ​Ask our engineers anything in live Q&A

​For developers, architects, platform teams, and engineering leaders who own the tooling budget.

​Cannot make it live? Register anyway and we will send you the recording.