Human-led engineering.
AI removes the friction.
Six named AI systems — governed by a framework called ARC — support every stage of the SDLC. Every activity is scoped, measured, and auditable. Humans approve every gate.
ARC — every AI action is bounded.
Each system has a defined scope. ARCHITECT does not write code. FOUNDRY does not deploy. Boundaries are enforced, not suggested.
Every output is measured — accuracy, cost, latency. If a system drifts, OVERSEER flags it before delivery.
Systems are upgraded based on data, not assumptions. New capabilities are validated against production metrics before promotion.
What happens when a client asks for a new API endpoint.
Six systems. Six stages. Every one measured. Every gate human-approved.
Structures the system design
API schema, tradeoff analysis, implementation plan
Accelerates development
AI-assisted coding, pattern reuse, controlled refactoring
Pre-reviews the pull request
Security, performance, standards — flagged before human review
Generates baseline test coverage
Unit, integration, regression — created automatically
Maintains documentation from code
API docs, changelogs, architecture decisions
Prepares deployment
Risk assessment, staging verification, auto-generated rollback plan
All metrics from digri.ai and Veril.ai production environments · Updated February 2026
How do you know it's working?
OVERSEER monitors every AI action across all six systems. It tracks accuracy, cost, latency, and quality — in real time. Nothing ships without passing its gates.
This pipeline integrates with your existing tools — GitHub, Jira, Slack, CI/CD. We don't replace your stack. We add an AI layer that makes every stage faster and more accountable.
What this means for your budget.
Smaller teams
Same output, fewer coordination layers. AI handles scaffolding, testing baselines, documentation, and review prep — so engineers focus on decisions, not repetition.
Veril.ai — built by 1 engineer in 4 weeks using this pipeline.
Cents, not dollars
AI costs are measured per pipeline action, not dollars per engineer hour. Design assist: ~$0.03. Code review: ~$0.05. Test generation: ~$0.02.
Day 1 velocity
No setup period. No "ramp-up quarter." The pipeline, governance layer, and AI systems are already built and running. Your project plugs in.
See it running. Ask anything.
30-minute call. We'll walk through the pipeline on a live project. No slides.
Speak to a Founder →