DESIGN PARTNERS
Evidence for the spend
Coding agent budgets are set on a demo and a feeling.
A team of two hundred engineers spends more on coding agent seats in a year than on most of its infrastructure. Public benchmarks cannot settle it, because they were not run on your code. We are looking for a small number of teams to build the measurement with, on their own repositories.
WORKING TOGETHER
Free, one off, or ongoing
Start free, measure the value, then self-host or use our cloud.
Free
Open source, available now
- +The full terminal and the optimizers
- +All 104 harnesses in the Hub
- +Our hosted A2A agent, shortlist, no key
- +Or self-host the agent with your own key
One off
Start hereA single engagement
- +Benchmark candidates on your repository
- +Scorecard, manifest, recommendation
- +A HarnessSpec you keep
- +Scoped with you
Recurring
Ongoing
- +Continuous spend measurement
- +Re-runs on model, harness or spec change
- +Tells you when the winner changes
- +Our cloud with a key, or self-hosted in yours
SuperQode itself stays free and open source, optimizers included. A partnership adds the measurement work and the interpretation.
WHAT WE MEASURE
Where the budget actually goes
Grouped by task class and repository.
Cost per merged change
by task class
Sessions that shipped nothing
share of spend
Retry and loop patterns
per harness
Rework after merge
reverted or rewritten
Model and harness mix
and what each costs
Waste by task class
least return, most spend
HOW A PILOT RUNS
Scope, benchmark, score, recommend
You keep the manifest, so you can re-run any of it without us.
- 01
Scope
Pick the candidates, draw tasks from your repository
- 02
Benchmark
Same spec, sandbox and gates for every candidate
- 03
Score
Pass rate, cost, latency and review burden
- 04
Recommend
Written, with the manifest to re-run it
WHAT WE NEED FROM YOU
- A repositoryOr a representative subset, or we run inside your network
- Real tasksDrawn from your commits, issues or reviews
- A definition of betterReview cycles, cost per change, time to green
WHAT YOU GET BACK
- A scorecardEvery candidate on the same tasks, on a Pareto frontier
- A manifestSpecs, tasks, models and gates. Re-run it yourself
- A recommendationWhat to adopt, drop or keep watching, and why
- A HarnessSpecThe winning configuration, versioned in your repository
Become a design partner
Tell us the repository, roughly what you spend on coding agents, and what you would change if the numbers told you to. Partners shape what gets measured, and keep everything produced for them under Apache 2.0.
Delivered by Superagentic AI