USE CASES
Where engineering waste becomes measurable.
Ten situations where a team pays, every week, for not being able to see what its own product actually is. Each one names the metric you would baseline first, and the level that is worth buying for it.
- 01AI coding on complex production softwareGive Claude Code, Codex or Cursor the business and product context the task needs — before it starts writing, not during review.BASELINE THISReview comments about missing contextBUY AT · Connect →
- 02Change impact analysisSee what a small-looking request actually touches before anybody starts building it, including the areas it never mentions.BASELINE THISScope discovered after implementation startedBUY AT · Connect →
- 03Legacy product understandingReconstruct how the product behaves from the system itself, when no single developer understands the whole of it any more.BASELINE THISHours to answer “how does this work?”BUY AT · Team →
- 04Developer onboardingHand a new developer an explorable model instead of making your senior people reconstruct the product out loud, again.BASELINE THISSenior hours per new developerBUY AT · Connect →
- 05Large refactoringKnow which business processes and dependencies sit on top of the thing you are about to change underneath them.BASELINE THISAreas touched that the plan never namedBUY AT · Team →
- 06MigrationKeep the product's behaviour and its business rules while the technology under them is replaced.BASELINE THISBehaviour differences found after migrationBUY AT · Team →
- 07Change verificationCheck what the product now does against what was approved — not only that the tests are green and the diff looks right.BASELINE THISChanges shipped without their checksBUY AT · Team →
- 08Multi-team developmentOne product and change context shared across repositories, teams and the agents each of them runs.BASELINE THISOverlapping work caught before executionBUY AT · Connect →
- 09Client delivery and outsourcingGive the client, the PM, the tech lead, the developer, QA and the agent one model of what is changing and why.BASELINE THISClient status calls per monthBUY AT · Connect →
- 10Engineering intelligenceTurn the questions that repeat every week about change, risk and delivery into queries over the model.BASELINE THISHours to answer a recurring questionBUY AT · Enterprise →
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