One improvement target and hard guardrails, frozen before work begins.
How we'll work together
We start from one real task in your operation and finish with evidence you can act on.
Work walkthrough
A practitioner walks us through one complete task: inputs, steps, systems, waiting periods, and how they know it is done.
Sample output
We prepare a sample result from authorized material. You mark what is useful, wrong, or missing.
Success criteria
Your feedback becomes acceptance criteria: correct handling, unacceptable outcomes, review, and cost.
Bounded experiment
One task, one primary question, an agreed baseline and budget — and a decision rule for continue, revise, or stop.
You can check everything
Comparison runs on reserved acceptance cases, kept separate from development cases.
Full costs on record — model and tool spend, expert hours, and failed attempts.
You approve every release, with a rollback path always in place.
Every outcome ships with its evidence — including the ones that say stop.
What a project hands over
Versioned baseline and criteria, failure analysis, implemented changes, reproducible comparison results, regression cases, rollback instructions, and a recorded decision.
Your data stays yours
- Local first: tasks, trajectories, and artifacts stay in your environment by default.
- Only explicitly authorized, desensitized artifacts ever cross system boundaries.
- Each product keeps its own code, secrets, accounts, and databases.
- Acceptance, release, and rollback decisions stay with you.
Ready when you are
Bring one task — leave with evidence and a decision.