Code Quality Analysis for AI-Assisted Teams | Pensero








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![Pensero Code Quality dashboard](/framerusercontent/images/Fj76WuHChkqJbkRT3lbCnI1Twwg.webp?width=3132&height=2100)

Ship cleaner code

# Quality isn't what you ship, it's what you don't have to fix.

# Quality isn't what you ship, it's what you don't have to fix.

# Quality isn't what you ship, it's what you don't have to fix.

Agent-authored pull requests arrive faster than humans can read them. The work didn't disappear, it moved, and it's now sitting with your senior engineers. Pensero shows what that speed costs in defects, rework and review load, traced back to whatever produced it.

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Measuring the agentic workforce at fast-growing companies around the world

![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558)

![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256)

![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958)

![](/framerusercontent/images/YWADDvxsYn0tU7GxPeIQdrsWrOk.png?width=2481&height=891)

![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256)

Measuring the agentic workforce at fast-growing companies around the world

![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558)

![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256)

![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958)

![](/framerusercontent/images/YWADDvxsYn0tU7GxPeIQdrsWrOk.png?width=2481&height=891)

![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256)

## What speed is actually costing you

## What speed is actually costing you

## What speed is actually costing you

Defect analysis & tracking

![](/framerusercontent/images/YAFaC8DSESbr7MA0n2G3iFyzmv4.png?width=705&height=540)

![](/framerusercontent/images/YAFaC8DSESbr7MA0n2G3iFyzmv4.png?width=705&height=540)

Find the patterns behind bugs

Pensero measures defect cost, the share of delivery spent fixing earlier work, and attributes it to the change that introduced it. Including agent work directed by a human.

Defect trends by team and repository

Root cause and source attribution

Quality hotspots across the organization

Rework measurement

![](/framerusercontent/images/7KbvA3hRpdwVv9QukB89QF53bqI.png?width=705&height=540)

![](/framerusercontent/images/7KbvA3hRpdwVv9QukB89QF53bqI.png?width=705&height=540)

Measure the cost of fixing

Quantify how much capacity goes to rework, reverts and maintenance instead of new value. Learn how much of your AI and agent spend produced work that had to be redone.

Rework vs new development

Rework and revert attribution

Engineering capacity allocation

PR review depth & thoroughness

![](/framerusercontent/images/Y9Se3drEwbwuFqYefAScYplbg.png?width=705&height=540)

![](/framerusercontent/images/Y9Se3drEwbwuFqYefAScYplbg.png?width=705&height=540)

Review load is the hidden cost of speed

As agents generate more pull requests, senior engineers absorb the review. Pensero measures that load as what it is: delivery capacity spent on someone else's output. Depth and validation, not just participation counts.

Review depth analysis

Reviewer usefulness, not just participation

AI and agent code validation

Collaboration networks & knowledge sharing

![](/framerusercontent/images/giqMQgGTomp5ZTY7lHR6Z1I3YG8.png?width=705&height=540)

![](/framerusercontent/images/giqMQgGTomp5ZTY7lHR6Z1I3YG8.png?width=705&height=540)

Where humans and agents collide

Map who reviews whose code, where knowledge flows, and whether agent-generated code gets appropriate human validation.

Collaboration network visualization

Knowledge-sharing patterns

Human oversight of agent-generated code

"Maintenance work reduced from 70% to 30% as quality and focus improved."

Ignasi Vegas

Co-Founder & CEO, Cubbo

[Read Story](https://pensero.ai/customers/cubbo?hubspotutk=e40903bd0b8d5758186f58fdc5d69ab6&ph_distinct_id=019c72b0-8f9f-7931-8af6-7a9b8f92d864&ph_session_id=019f419d-9224-78a0-8396-3a0fc9e2f561&ph_source=framer_landing)

## Questions engineering leaders ask

## Questions engineering leaders ask

## Questions engineering leaders ask

How is this different from static analysis or code-quality scanners?

Can Pensero tell whether AI-generated code is being properly reviewed?

Does measuring rework and review depth add process for my engineers?

Why does complexity-aware measurement matter for quality?

## More on Pensero's platform

## More on Pensero's platform

## More on Pensero's platform

[Agentic ROI

Measure the return on agentic AI spend.](./agentic-roi)

[Agentic ROI

Measure the return on agentic AI spend.](./agentic-roi)

[AI Deployment

Understand the true impact of AI on engineering performance.](./ai-intelligence)

[Delivery Intelligence

See how work actually moves across teams and tools.](./delivery-intelligence)

[Delivery Intelligence

See how work actually moves across teams and tools.](./delivery-intelligence)

[Talent & Benchmarking

Benchmark and calibrate engineering performance fairly.](./talent-benchmarking)

[Financial Reporting

Turn engineering activity into R&D and capitalization reporting.](./capex-analysis)

See the product in action

See the product in action

See the product in action

## Find out if the speed is real

## Find out if the speed is real

Defects, rework and review load, traced back  
to whoever or whatever produced them

Know what's working, fix what's not, and make better decisions with confidence.

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© 2026

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© 2026

Platform

[Agentic ROI](./agentic-roi)

[AI Deployment](./ai-intelligence)

[Delivery Intelligence](./delivery-intelligence)

new

use cases

[CEOs](../use-cases/roles-ceo)

[CTOs](../use-cases/roles-cto)

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© 2026

Platform

[Agentic ROI](./agentic-roi)

[AI Deployment](./ai-intelligence)

[Delivery Intelligence](./delivery-intelligence)

new

use cases

[CEOs](../use-cases/roles-ceo)

[CTOs](../use-cases/roles-cto)

Company

[Careers](../careers)

[Blog](../blog)

[LinkedIn](https://www.linkedin.com/company/penseroai/)

[Support](../support)

OFFICES

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