Engineering Practice Intelligence
Evidence-grounded coaching, built for teams and AI agents
Your codebase is a living record of how your team thinks, communicates, and solves problems. Process gaps and AI-generated sprawl both leave structural fingerprints. DX Coach reads those fingerprints against engineering standards—then delivers the clarity to act.
A continuous loop—deterministic signals, translated through practice and culture, delivered as the clarity to act.
Your tools tell you what's happening. DX Coach shows you why—and what practice to adopt.
Surveys and dashboards give you valuable signals. DX Coach connects those signals to structural evidence, then recommends proven practices from an open, DORA-aligned playbook.
Developer satisfaction dropped 12% this quarter
24 files in services/payments/ exceed complexity thresholds and are modified often
Refactor—restructure ProcessTransaction into smaller, testable units
Change failure rate spiked last quarter
31 test files exist but prove nothing—empty assertions, conditional logic, silent failures
Build a Consistent Testing Strategy—replace empty tests with assertion-based coverage
Mean time to recover is trending up
Only 2 of 8 services have structured logging, metrics, or health checks
Adopt the OpenTelemetry Standard—instrument the 6 services missing observability
Practices from an open, DORA-aligned playbook—not hallucinations.
What we measure—and why it matters
Four dimensions connect code-level signals to the business outcomes they protect. Each one is backed by a catalog of engineering standards with clear thresholds.
- Structural complexity and cognitive load
- Code duplication and near-duplicate detection
- Module coupling and convention drift
- Test quality and assertion depth
- Code churn and change-readiness
- Complexity hotspot identification
- Knowledge concentration and bus factor
- Documentation freshness
- Coding standards adherence
- Observability and structured logging
- Deployment automation
- Security posture and injection scanning
Zoom in: every standard has a clear verdict
Behind each dimension is a catalog of engineering standards. Every finding has a traceable score, every result is a pass or fail your team can own and rally around.
One report. Different takeaways.
“Payments complexity and test quality are where we need to invest this quarter. Security is clean—that's not the bottleneck.”
“Security standards are passing. Complexity and test quality need remediation plans with owners and timelines.”
“Finally—evidence that the payments module needs refactoring. We've been saying this for months.”
Two forces are degrading your codebase right now
Both look like productivity. Both compound silently. DX Coach detects both.
- CI pipeline configured but tests don't run
- One engineer owns entire modules
- Docs describe a workflow nobody follows
- Standards exist with no enforcement
- Same pattern built three ways across services
- Tests that pass but prove nothing
- Conventions drifting with every prompt
- Verbose, deeply-nested code that passes review
DORA's 2024 research confirms it: AI-assisted teams ship faster but report lower code quality. The velocity is real. So is the debt.
Find out what's accumulating
before it becomes a rewrite.
Tell us about your team. We'll show you what DX Coach reveals—org slop, AI slop, or both.