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User adoption

92%

236 of 257 engineers

12 devs this quarter

AI cost

$4,425

extra spend, quarter to date

25% from last quarter

Token efficiency

4.2k

tokens per delivery point

Defect rate

1.8%

of total delivery

10.6pp improvement

Token efficiency improving every week

↓ 4,218 tokens / pt today vs 10k+ in Nov

Tokens per delivery point

AI spend stays lean as adoption scales

$4,425 total · $101.71 per engineer

Weekly AI usage cost

AI-assisted PRs now drive 82% of delivery

1,859 pts shipped with AI this quarter

PR deliveryOOO lossAI-assisted trend

Defects shrinking as AI usage rises

From 12.4% → 1.8% defect rate since Nov

Defect costBug fixingAI adoption

platform / AI adoption

Prove the true business value of AI

Tracks AI adoption, productivity impact, quality outcomes, and cost efficiency across engineering teams.

Pensero gives you answers

One dashboard connects adoption, delivery, quality, efficiency and cost, all drawn from the engineering work your team already does. No surveys, no surveillance.

How AI impacts your delivery?

PR delivery growing alongside AI adoption

— 1,859 pts shipped this quarter · 2.1x since Dec

PR deliveryAI adoption

PR delivery trending with AI usage

Track how PR delivery volume changes as AI adoption rises across your teams.

Is AI creating more bugs?

Defect rate rising with AI adoption

— Average: 10.8 · Up 0.1pp this period

Bug fixesDefect cost %AI adoption

Quality tax as AI adoption increases

Monitor whether AI-assisted code is creating more rework, measured alongside your adoption curve.

How many tokens does it take to deliver a point?

5,892 tokens per delivery point

— Average: 8,741 · Down 44% since Dec

Tokens per point

Tokens per delivery point

Measure how many AI tokens it takes to ship a single delivery point, your unit economics for AI-assisted engineering.

PR delivery growing alongside AI adoption

— 1,859 pts shipped this quarter · 2.1x since Dec

PR deliveryAI adoption

PR delivery trending with AI usage

Track how PR delivery volume changes as AI adoption rises across your teams.

Defect rate rising with AI adoption

— Average: 10.8 · Up 0.1pp this period

Bug fixesDefect cost %AI adoption

Quality tax as AI adoption increases

Monitor whether AI-assisted code is creating more rework, measured alongside your adoption curve.

5,892 tokens per delivery point

— Average: 8,741 · Down 44% since Dec

Tokens per point

Tokens per delivery point

Measure how many AI tokens it takes to ship a single delivery point, your unit economics for AI-assisted engineering.

Get instant insights on

AI code %

How much of the merged code is AI-Assited?

Delivery lift

Is delivery increasing with AI or not?

Defect rate

How much of that is spent fixing bugs?

Efficiency

How many tokens for a delivery point?

Extra cost

What's the cost beyond standard seat licenses?

Tokens per delivery point · Who uses AI most efficiently?

Compare AI efficiency against delivery volume across 512 active developers · Apr 01 – Jun 04

Tokens per delivery point · Who uses AI most efficiently?

Compare AI efficiency against delivery volume across 512 active developers · Apr 01 – Jun 04

Who's getting value

Map every developer on two axes, how efficiently they use AI and how much they deliver, to see who's getting real value from the tools.

Token volume means nothing without delivery to show for it.

The full AI lens

Adoption & usage tracking

Track the share of merged code that's AI-assisted and how many developers are actually using their tools, week over week.

Daily extra costs

Track the additional cost of AI tool usage across your org, broken down by period and each developer.

Model usage breakdown

Know which AI coding tools are being used broken down by AI models.

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AI impact data now

Stop guessing whether AI is working. Get 90 days of adoption, efficiency, and cost data in minutes.

Let's talk

Prove the true business value of AI

Prove the true business value of AI

Pensero gives you answers

Who's getting value

The full AI lens

Get months of AI impact data now

Get months of AI impact data now

Get months of AI impact data now

Get months of
AI impact data now

Get months of
AI impact data now

Get months of
AI impact data now