Stop paying twice for every feature
Help agents account for product rules before they make changes, so your engineers spend less time repairing generated work and getting it through review.
Generation is fast. Getting the result accepted is expensive
One agent changes permissions. Another adds an endpoint. A third updates a workflow. Each task can look correct in isolation while relying on a different interpretation of the same business rules.
Your developers then rebuild the missing picture during review: which role can perform the action, which status permits it, which client depends on the old behavior, and which downstream step will be affected.
At twenty or thirty engineers, this cost spreads across the team. Senior people become the escalation path for questions that nobody can answer from a single file or document.
Give work a shared product reference
GitMir supplies current product intelligence to agents and makes business logic visible to people. Agents can retrieve compact task context. Engineers can inspect the relevant behavior and connections before implementation and assess the change afterward.
That creates a practical opportunity to prevent missing-rule errors and shorten the investigation required to review a task. Human approval stays focused on business decisions, material risks, and exceptions instead of repeatedly reconstructing the product.
Apply it to a cross-module change
Example: introduce approval thresholds for purchasing. The feature touches employee roles, spending limits, approval routing, purchase states, notifications, and reporting. Give each implementation task the connected product context, then review whether the resulting behavior matches the intended approval policy.
This is especially useful for changes that cross ownership boundaries: billing, entitlements, status transitions, shared APIs, and administrative controls.
Illustrative example — not a customer project
Change: Introduce approval thresholds for purchasing
- Spending limits — new: thresholds by role and amount
- Approval routing — changed: routed by threshold
- Purchase states — changed: awaiting approval, rejected
- Notifications and reporting — affected
- Acceptance checks — added
What the reviewer sees
- The rule that changes
- Approval routing: one approver for every purchase becomes routing by spending threshold.
- New
- Spending limits by role and amount, and an awaiting-approval status.
- Connected paths
- Notifications and reporting read the purchase status.
- Ownership boundaries
- Roles, routing and reporting can belong to different teams; each one reviews the part it owns.
Visual inspection complements code checks and regression testing; it does not prove every untouched screen is correct.
Measure the work that disappears
Track engineering hours from task start to acceptance, review waiting time, correction rounds, and defects found after merge. Separate code review time from time spent investigating the intended business behavior.
Illustrative economics
Modelled target
A 25-person team recovering two hours per engineer each week gains approximately 200 hours in a four-week month. At a fully loaded internal cost of $60/hour, that is $12,000 of delivery capacity. It becomes a cash saving only if costs actually fall; otherwise, it is capacity you can put into the roadmap. Deduct GitMir and infrastructure costs, and check that defect rates do not worsen. The commercial goal is more accepted product work from the same team.
Assumptions
- 25 engineers
- 2 hours recovered per engineer each week, in a four-week month
- $60 fully loaded internal cost per hour
- GitMir and infrastructure costs are not included
Evidence and its limits
Test GitMir with your team
Choose one cross-module workflow. Measure the difference from task start to accepted change.