# 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.

[Book a demo](/content/demo/index.html)

## 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.