Agencies run many codebases with rotating developers and clients who expect senior-level quality. Mesrai reviews every pull request on every project, with rules tailored to each client's stack and requirements.
Software development agencies use AI code review to keep quality consistent across many client projects and rotating developers. Mesrai reviews every pull request on every client repository, applies agency-wide standards plus client-specific rules, and checks the work against the client's ticket or spec — so quality doesn't depend on which developer or reviewer is assigned.
Senior engineers are spread across accounts; junior developers often review each other.
Each client has different stacks, conventions and compliance requirements.
Clients judge the agency by bugs found in UAT and production, not by velocity.
Developers rotate between projects and lose context on each codebase.
Organization rules apply your quality bar to every client repository automatically.
Repository rules capture each client's conventions, stack and compliance needs.
Business logic validation compares pull requests with the client's Jira or Linear ticket — or a spec in Google Docs — before work reaches UAT.
Memories hold project knowledge, so a developer new to the account gets it applied in review.
Illustrative examples of the kind of change software agencies make every week, and the review comment Mesrai would post.
A client's spec, in Google Docs, says users can edit comments only within 24 hours. The implementation allows editing forever.
Requirement 2 in the spec ('users can only edit their own comments within 24 hours') isn't implemented: the update handler checks ownership but not the comment's age.
Result: A requirement miss is fixed before UAT, instead of becoming a client-reported defect.
A developer moves onto a client project mid-sprint and uses the wrong date library.
This project standardises on date-fns with UTC storage (client rule 'Dates'). moment is not a dependency here and adds bundle weight — use formatInTimeZone from date-fns-tz.
Result: Project conventions travel with the codebase, not with whoever wrote them.
Use organization rules for your agency standard, and repository rules per client.
Connect each client's Git host — GitHub, GitLab, Bitbucket or Azure DevOps.
Write five to ten agency-wide organization rules.
Add client-specific repository rules and memories during project kickoff.
Connect the client's tracker, or use a Google Docs spec, for business logic validation.
Consistent quality across client projects
Fewer defects found in UAT
Faster ramp-up when developers rotate
Work checked against the client's spec
Yes. Mesrai supports GitHub, GitLab, Bitbucket and Azure DevOps.
Yes. Repository and folder rules override or extend your organization rules per project.
Yes. With the Google Docs plugin connected, comment '@mesrai -v business-logic' with the document link, and Mesrai compares the pull request with the requirements.
14-day free trial · every feature unlocked · no credit card required.
A senior-engineer first pass on every pull request, before you can afford to hire one — so a small team ships fast without shipping regressions.
Read more Engineering ManagersShorter review queues, consistent standards across reviewers, and delivery metrics — without adding process or reading every diff yourself.
Read more Enterprise TeamsConsistent review across hundreds of repositories, with SSO, audit logs, self-hosting and your own LLM provider for data control.
Read more