For Engineering Teams

Onboard Engineers with Less Friction

Give new team members fast context on unfamiliar code, while freeing senior engineers from repeating the same walkthroughs.

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Faster ramp-up

Give new engineers context before pair sessions

Shared context

Save explanations so the team can reuse them

Fewer repeat questions

Route common "what does this do?" questions to AI first

Common Onboarding Bottlenecks

These patterns slow teams down across startups and larger engineering orgs.

New hires struggle to map unfamiliar modules: AI explanations accelerate codebase understanding
Senior engineers become bottlenecks for basic walkthroughs: Let AI handle the "what does this do?" questions
Legacy code feels like a black box: Get instant explanations for any code, any age
Documentation is always outdated: Generate explanations on-demand, always current

What Makes Us Different

Copilot writes code. We help your team understand it.

Skill-Level Adaptation

AI explanations that adjust to each developer's experience level. Juniors get detailed breakdowns, seniors get architecture insights.

Security Analysis Mode

Help team members learn secure coding patterns while exploring your codebase.

Performance Insights

Help developers understand not just what code does, but how to make it faster. Built-in complexity analysis.

Team Knowledge Base

Explanations are saved and searchable. Build institutional knowledge that doesn't walk out the door.

Run a 2-Week Pilot and Measure Real ROI

Instead of generic case-study numbers, validate impact in your own workflow.

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Pilot checklist

Check off steps while reading. Download the checklist to keep a copy.

Pick one repository where onboarding is consistently slow.
Invite 3-5 engineers across different experience levels.
Track first-PR time, review cycles, and repeated Slack questions for 2 weeks.
Compare against baseline and decide whether to roll out team-wide.

What to Track During Rollout

PR Speed: Time from first task to first merged PR
Review Load: How many clarification comments are needed
Question Volume: Repeated onboarding questions in chat

These metrics give you a clear go/no-go decision before committing to wider adoption.

Ready to Accelerate Your Team?

Start free with 1,000 tokens/month. Upgrade when your team needs higher limits.

Start Free for Your Team Try It Yourself First

Common Onboarding Bottlenecks

These patterns slow teams down across startups and larger engineering orgs.

New hires struggle to map unfamiliar modules

AI explanations accelerate codebase understanding

Senior engineers become bottlenecks for basic walkthroughs

Let AI handle the "what does this do?" questions

Legacy code feels like a black box

Get instant explanations for any code, any age

Documentation is always outdated

Generate explanations on-demand, always current