Developer Analytics

Go beyond commits and PRs. iftrue gives you a full picture of every developer: output, collaboration, AI usage, wellbeing, and career growth, so you can lead with context, not guesswork.

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Overview

AI Code Ratio

47%
org avg: 38%

Sessions

28
last 30d

Avg Duration

42m
per session

Prompts / Session

3.4
org avg: 4.1

Iterations / Session

2.1
org avg: 2.8

Daily prompt count · last 14d

Recent sessions

• backend · ai-usage-metrics62%38m
• frontend-mobile · onboarding54%1h 12m
• backend · optimize-member41%26m

Collaboration visibility

See who works with whom through PR reviews, pair programming, and cross-team contributions.

AI usage attribution

Per-member AI code ratio, prompts per session, iterations, and recent AI sessions across Cursor, Copilot, and Claude.

Wellbeing signals

Track workload, context switching, and after-hours activity to prevent burnout before it starts.

Career growth tools

Monthly 1:1 prep, quarterly achievements, and AI-generated highlights for every team member.

Collaboration map

See how your team actually works together

The collaboration map visualizes relationships between developers based on PR reviews, shared codebases, and cross-team contributions. Spot knowledge silos, identify over-relied-upon reviewers, and understand team dynamics at a glance.

• Find knowledge silos
  When only one person touches a critical codebase, you have a bus factor problem. The map makes it visible.
• Balance review load
  See which developers are doing the bulk of code reviews and redistribute to prevent bottlenecks.
• Cross-team connections
  Track how well teams collaborate across boundaries. Essential for platform and infra teams.

Wellbeing

Protect your team from burning out

Burnout doesn't happen overnight. iftrue tracks three leading indicators and surfaces them before they become a problem, so you can have the right conversation at the right time.

Workload

Tracks active tasks, PRs in flight, and review load relative to the team average. Flags when someone is carrying too much.

Context Switching

Measures how often a developer jumps between repos, projects, and ticket types. High context switching kills deep work.

After-Hours Activity

Detects commits, PRs, and reviews happening outside working hours. Occasional is fine. Chronic is a signal to intervene.

Career growth

Every 1:1 backed by real data

Stop going into 1:1s unprepared. iftrue auto-generates talking points, tracks quarterly achievements, and gives you AI-powered highlights, so every career conversation is meaningful.

Monthly 1:1 · Alex Kim

Mar '26

• Shipped auth refactor (3 PRs), biggest solo contribution this quarter
• Context switching increased 40%, jumped between 4 repos this sprint
• Started mentoring Sarah on API design. 3 review sessions logged

Quarterly Achievements

• Led platform migration. Reduced build times by 35%. Onboarded 2 new team members.

Activity overview

The full picture, not just the numbers

Output trends

PRs, code reviews, and tasks tracked over time with team averages for context.

Activity hours

Heatmap showing when each developer is most active. Respects their timezone.

Time investment

See how time splits between new features, bug fixes, tech debt, and reviews.

Quarterly highlights

AI-generated summaries of key contributions, ready for performance reviews.

Who it's for

Built for engineering leaders

Engineering Managers

Walk into every 1:1 prepared with data on output, AI usage, wellbeing signals, and career milestones for each report.

Tech Leads

Understand collaboration patterns in your team. Spot knowledge silos and review bottlenecks early.

VPs of Engineering

Track team health across the org: workload balance, context switching, AI adoption, and after-hours trends.