Engineering Practices Benchmarks

What does a high-performing engineering team actually look like?

The six-level framework used in $15K consulting engagements, made public. Read the practices that distinguish each level and see where your team would land, before paying for anything.

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How this benchmark works. Insights below come from founders and CEOs who self-report their team's practices, not from connecting GitHub. That makes the data sparser than what a SaaS instrumentation tool would show, and more decision-grade: every row reflects what a non-technical buyer actually believes is in place. Distribution callouts use the framework's consulting history plus aggregated Scale Score answers, and will get sharper as more teams take the paid Team & Process Assessment.

Level 0Table Stakes

Can your team safely change the codebase at all?

The non-negotiables. Without these in place, every change is a coin flip.

Source code is in version control (Git), every change is tracked
Developers work on short-lived branches, not directly on main
All changes go through a pull request with at least one reviewer
Automated tests exist and run before code is merged

From the field

About a third of teams we've assessed don't fully clear Level 0. Most commonly missing: consistent code review on every change.

Level 1Intermediate CI

Does your build process catch obvious mistakes before a human has to?

Automated checks that run on every change and tell developers before code is merged whether they broke something.

Linters and static code analysis run on every pull request
Test suite includes regression tests for past bugs
Code coverage is measured and visible to the team

From the field

Teams with strong Level 0 but missing Level 1 ship breaking changes regularly, they get caught by users instead of by tests.

Level 2Continuous Delivery

How often can you ship a small change to production safely?

Deployment is automated, repeatable, and low-drama. A one-line fix doesn't require a war room.

Code merging triggers an automatic deploy to a staging environment
Smoke tests run automatically against staging before promoting
Production deploys are a button-push, not a multi-step script
Deploys cause zero or near-zero user-facing downtime

From the field

This is where most Series A teams plateau. The technical work isn't hard; the culture shift (small frequent deploys vs. big quarterly releases) is.

Level 3Observability

When something breaks in production, do you find out from a dashboard or from a customer?

The system tells you about problems before users do. Logs, metrics, and alerts are wired up and someone looks at them.

Infrastructure dashboards show CPU, memory, request rates at a glance
Application dashboards track business-critical paths (signups, checkouts)
Alerts page an on-call engineer for real problems (not noise)
Logs are centralized and searchable across services

From the field

Teams at Level 3 sleep better. The difference between "a customer reported X" and "our alert fired 4 minutes before any user noticed" is the entire incident-response story.

Level 4Advanced CI

Is your team scanning for the bugs that haven't happened yet?

Proactive checks that catch security and dependency risks before they become incidents.

Open-source dependencies are scanned for known vulnerabilities
Container images and infrastructure code are scanned in CI
Findings are tracked and triaged, not just produced

From the field

Highly correlated with being acquisition-ready. Investors and acquirers expect a clean dependency-vulnerability report on day one of due diligence.

Level 5Advanced CD

Does your team operate the deploy pipeline like a product?

Deployments are observable, reversible, and integrated into how the team communicates.

Dynamic code analysis runs against the deployed app
Deploys broadcast to a team channel (Slack/Discord) automatically
Server and infrastructure config is code, not console clicks
Production runbook commands work from chat (ChatOps)

From the field

Level 5 is rare and not always necessary. We see it most in fintech and healthcare teams where deploy mistakes have legal consequences.

See exactly where your team lands across all 6 levels.

The Quick Score covers the top of the framework in 2 minutes. The $199 Team & Process Assessment scores all 15 practices with prioritized recommendations.

Take the Free Quick Score Or talk to the framework's author →