Try develops

Under the hood

A pipeline, not a single model

Six specialized agents, at least two model families, and a human with the final say. Here's what that changes in practice, from ticket to Pull Request.

Every feature described here is in production — not a roadmap promise.

Core of the system

Orchestration & agents

A router sends each ticket to the right agents, then chains planning, code and review. The right model for each task, never the premium model for everything.

  • Six specialized agents: routing, planning, backend code, UI code, tests, review.
  • Smart routing across two or more model families via OpenRouter.
  • Live orchestration graph over WebSocket, with replay of every run.
  • Temporary repo clones, automatically deleted after each ticket.

Trust

Security & quality

Code isn't taken at face value. Several model families vote, a static analysis runs in parallel, and any disagreement reaches a human rather than being buried.

  • Multi-vote across distinct model families on sensitive decisions.
  • Static analysis (SAST) run in parallel with review.
  • Tests written by a different model than the code's author, against collusion.
  • Disagreement or doubt = explicit human escalation, never a forced pass.

Control

Tracking & cost

Every model call is traced and priced. You set a cap per project or organization; at the cap, the pipeline stops dead, with no silent overrun.

  • Real cost around $3 to $5 per ticket, versus about $10 with a single premium model.
  • Real-time spend tracking, broken down by agent and by step.
  • Hard spend caps per project and per organization.
  • At the cap, the pipeline stops immediately — no overspend.

Delivery

Git & delivery

The pipeline never touches your main branch. It creates a branch, commits, opens a Pull Request, and leaves the merge to you. GitHub, Bitbucket and GitLab, your choice.

  • PR only: branch → commit → Pull Request, never a direct push to main.
  • Native GitHub, Bitbucket and GitLab integrations.
  • Access tokens encrypted at rest, clones deleted after each ticket.
  • Structured commits (Conventional Commits) ready to review.

Day to day

PM & Dev experience

Two modes, one reality. The PM creates and validates from a Kanban; the Dev dives into the graph, diffs and logs. Final validation needs both green lights.

  • PM and Dev modes with views tailored to each role.
  • Real-time Kanban: one click on the card starts the pipeline.
  • Automatic before/after screenshots (Playwright) on frontend tickets.
  • Two-key validation: automated tests green AND a manual PM test on a dev-ia link.

Accessible

i18n & accessibility

Bilingual from birth, not as an afterthought. Native fr-CA and en interface, compliant contrast and careful keyboard navigation on every screen.

  • Bilingual fr-CA and en interface, with no hardcoded UI strings.
  • Accessibility targeting WCAG AA: contrast, focus, keyboard navigation.
  • Localized dates and formats (timezone respected, stored in UTC at the source).
  • Multi-project and multi-organization with strict data isolation.

The difference

A single premium model vs the develops pipeline

Why orchestrate instead of handing everything to one big model.

AspectSingle premium modeldevelops pipeline
Cost per ticketAbout $10, premium model for every step.About $3 to $5, the right model for each task.
Code verificationThe author grades its own work.Tests by another model, multi-vote and SAST.
SecurityBlind trust in a single output.Cross votes; disagreement = human escalation.
Spend controlBill discovered after the fact.Hard caps, clean stop, real-time tracking.
DeliveryRaw output you integrate yourself.Branch, commit and PR ready, before/after shots.

Ready to orchestrate

See the pipeline work on your tickets

Currently deployed internally on our own projects. Reach out for early access and an end-to-end demonstration.