Next moves: know what to do next with AI | Pensero[Skip to content](#main)

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  - [Next movesWhat to improve, why, and what to do next](/platform/next-moves)
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Next moves

# Know what to do next with AI in engineering

Pensero shows where AI works, explains why results differ and helps you decide what to scale, change, hand to agents or stop.

[Book a scoping session](/book-demo)

ImproveAccept

Customer Portal is the highest at $3.52

Customer Portal$3.52 → target $3.18

OwnerPlatform lead

## Engineering teams already measuring with Pensero

- ![Perk](/assets/perk.DIhhlz_V.svg)
- [![ClosedLoop](/assets/closedloop.LndNNhWa.svg)](/customers/closedloop)
- [![Stord](/assets/stord.BXJiX-0z.svg)](/customers/stord)
- ![Tuio](/assets/tuio.DIcICsWC.svg)
- [![Persuit](/assets/persuit.qooajJ_O.svg)](/customers/persuit)
- [![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)](/customers/seatcode)
- ![Elfie](/assets/elfie.CMU2D-DP.svg)
- ![Caravelo](/assets/caravelo.Bqd9IFLJ.svg)
- ![ShopMy](/assets/shopmy.CzXp_cHg.svg)
- ![iAhorro](/assets/iahorro.1UZLRwjC.svg)
- ![Hum Capital](/assets/hum.DEUDy0_m.svg)
- [![Exoticca](/assets/exoticca.PyF3BVAE.svg)](/customers/exoticca)

- ![Perk](/assets/perk.DIhhlz_V.svg)
- [![ClosedLoop](/assets/closedloop.LndNNhWa.svg)](/customers/closedloop)
- [![Stord](/assets/stord.BXJiX-0z.svg)](/customers/stord)
- ![Tuio](/assets/tuio.DIcICsWC.svg)
- [![Persuit](/assets/persuit.qooajJ_O.svg)](/customers/persuit)
- [![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)](/customers/seatcode)
- ![Elfie](/assets/elfie.CMU2D-DP.svg)
- ![Caravelo](/assets/caravelo.Bqd9IFLJ.svg)
- ![ShopMy](/assets/shopmy.CzXp_cHg.svg)
- ![iAhorro](/assets/iahorro.1UZLRwjC.svg)
- ![Hum Capital](/assets/hum.DEUDy0_m.svg)
- [![Exoticca](/assets/exoticca.PyF3BVAE.svg)](/customers/exoticca)

- ![Perk](/assets/perk.DIhhlz_V.svg)
- [![ClosedLoop](/assets/closedloop.LndNNhWa.svg)](/customers/closedloop)
- [![Stord](/assets/stord.BXJiX-0z.svg)](/customers/stord)
- ![Tuio](/assets/tuio.DIcICsWC.svg)
- [![Persuit](/assets/persuit.qooajJ_O.svg)](/customers/persuit)
- [![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)](/customers/seatcode)
- ![Elfie](/assets/elfie.CMU2D-DP.svg)
- ![Caravelo](/assets/caravelo.Bqd9IFLJ.svg)
- ![ShopMy](/assets/shopmy.CzXp_cHg.svg)
- ![iAhorro](/assets/iahorro.1UZLRwjC.svg)
- ![Hum Capital](/assets/hum.DEUDy0_m.svg)
- [![Exoticca](/assets/exoticca.PyF3BVAE.svg)](/customers/exoticca)

- ![Perk](/assets/perk.DIhhlz_V.svg)
- [![ClosedLoop](/assets/closedloop.LndNNhWa.svg)](/customers/closedloop)
- [![Stord](/assets/stord.BXJiX-0z.svg)](/customers/stord)
- ![Tuio](/assets/tuio.DIcICsWC.svg)
- [![Persuit](/assets/persuit.qooajJ_O.svg)](/customers/persuit)
- [![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)](/customers/seatcode)
- ![Elfie](/assets/elfie.CMU2D-DP.svg)
- ![Caravelo](/assets/caravelo.Bqd9IFLJ.svg)
- ![ShopMy](/assets/shopmy.CzXp_cHg.svg)
- ![iAhorro](/assets/iahorro.1UZLRwjC.svg)
- ![Hum Capital](/assets/hum.DEUDy0_m.svg)
- [![Exoticca](/assets/exoticca.PyF3BVAE.svg)](/customers/exoticca)

## From your data to the next decision

Signals

How much delivery cost to fix bugs?

Defect cost 9.4% in October

AprMayJunJulAugSepOct

- Defect cost %

Improve

Defect cost9.4% → target 6%

### See what to improve and what to keep

Signals flag what to improve and what to keep, with a target, the reason behind it and an owner.

See why

Why did the cost per point move?

$3.18 per point in October

AprMayJunJulAugSepOct

- $/point

Why

Customer Portaldrives 60% of the change

### Understand why a number moved

Ask why a metric changed and get the explanation from your own data, in Pensero or in your AI assistant.

Board report

What should I highlight in my board update?

Lead with delivery. Delivery points per person are up 28% since January. The whole curve moved, so it’s the whole team, not a few people.

Pensero MCPget_board_report

Claude

### Turn the data into a board story

Generate a board-ready summary and a SWOT of engineering and AI performance from your AI assistant.

With our team

Billing team thread

FDE

Phase 1: moving test writing in Billing to the test agent.

TL

Approved.

Review gate addedAgent liveDay 30: −22% cost per point

### Decide what moves to agents, with experts

In the Agentic Transformation Program, a forward-deployed engineer helps you decide what to scale, change, hand to agents or stop, and measures the result.

- ![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)
  > “It’s a plan of going step by step, moving on a quarterly basis.”

  Jordi AbadCTO, SEAT CODE[Read story →](/customers/seatcode)
- ![ClosedLoop](/assets/closedloop.LndNNhWa.svg)
  > “The goal is to help them learn what our best people are doing.”

  Andrew EyeCEO and Founder, ClosedLoop[Read story →](/customers/closedloop)
- ![Cubbo](/assets/cubbo.DrZVo-Jj.svg)
  > “It’s the lighthouse of our engineering team.”

  Ignasi VegasCEO and Co-founder, Cubbo[Read story →](/customers/cubbo)
- ![Zynap](/assets/zynap.Bwa6Rd5C.svg)
  > “Pensero is my compass for knowing where the team is headed.”

  Jordi MiróCTO, Zynap[Read story →](/customers/zynap)
- ![Stord](/assets/stord.BXJiX-0z.svg)
  > “Automation, standardization, and time savings was our primary goal.”

  Nick TraylorHead of Engineering, Stord[Read story →](/customers/stord)
- ![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)
  > “It’s a plan of going step by step, moving on a quarterly basis.”

  Jordi AbadCTO, SEAT CODE[Read story →](/customers/seatcode)
- ![ClosedLoop](/assets/closedloop.LndNNhWa.svg)
  > “The goal is to help them learn what our best people are doing.”

  Andrew EyeCEO and Founder, ClosedLoop[Read story →](/customers/closedloop)
- ![Cubbo](/assets/cubbo.DrZVo-Jj.svg)
  > “It’s the lighthouse of our engineering team.”

  Ignasi VegasCEO and Co-founder, Cubbo[Read story →](/customers/cubbo)
- ![Zynap](/assets/zynap.Bwa6Rd5C.svg)
  > “Pensero is my compass for knowing where the team is headed.”

  Jordi MiróCTO, Zynap[Read story →](/customers/zynap)
- ![Stord](/assets/stord.BXJiX-0z.svg)
  > “Automation, standardization, and time savings was our primary goal.”

  Nick TraylorHead of Engineering, Stord[Read story →](/customers/stord)
- ![SEAT CODE](/assets/seat-code.Y7Tj-94e.svg)
  > “It’s a plan of going step by step, moving on a quarterly basis.”

  Jordi AbadCTO, SEAT CODE[Read story →](/customers/seatcode)
- ![ClosedLoop](/assets/closedloop.LndNNhWa.svg)
  > “The goal is to help them learn what our best people are doing.”

  Andrew EyeCEO and Founder, ClosedLoop[Read story →](/customers/closedloop)
- ![Cubbo](/assets/cubbo.DrZVo-Jj.svg)
  > “It’s the lighthouse of our engineering team.”

  Ignasi VegasCEO and Co-founder, Cubbo[Read story →](/customers/cubbo)
- ![Zynap](/assets/zynap.Bwa6Rd5C.svg)
  > “Pensero is my compass for knowing where the team is headed.”

  Jordi MiróCTO, Zynap[Read story →](/customers/zynap)
- ![Stord](/assets/stord.BXJiX-0z.svg)
  > “Automation, standardization, and time savings was our primary goal.”

  Nick TraylorHead of Engineering, Stord[Read story →](/customers/stord)

## Questions engineering leaders ask

How does Pensero pinpoint the next move?

It compares delivered work, cost and quality across teams, tools, models and agents on one scale, and shows where a change would return the most.

Does the platform decide on its own?

No. The platform shows what to improve and why, and our team helps you turn it into decisions about tools, practices and agents. More of this is being built into the product.

Does every team need to move to agents?

No. The highest level is not always the right one. Sometimes the best move is better AI-assisted work or stronger reviews.

How do we start?

With a 6-week audit: a baseline per team and your first next moves, each with an owner and a target. We scope it in a 30-minute session.

## More on Pensero's platform

- [Agentic ROI →Cost per unit of delivered work](/platform/agentic-roi)
- [AI Deployment →Adoption, output and quality of AI](/platform/ai-intelligence)
- [Delivery Intelligence →Output and flow by source](/platform/delivery-intelligence)
- [Benchmarking →Compare teams, agents and models](/platform/talent-benchmarking)
- [Code Quality →Defects and rework by source](/platform/code-quality)
- [CapEx & Finance →Capitalization and spend allocation](/platform/capex-analysis)
- [Pensero MCP →Your next moves in any assistant](/platform/mcp)
- [Not sure where to start?Book a scoping session →](/book-demo)

Next step

## Get your first next moves

Pensero pinpoints where the next AI dollar returns most; our team plans the moves with you.

[Book a scoping session](/book-demo)[Start free](/auth/signup/)

© 2026

Product shots use illustrative data.

Platform

- [Next moves](/platform/next-moves)
- [Agentic ROI](/platform/agentic-roi)
- [AI Deployment](/platform/ai-intelligence)
- [Delivery Intelligence](/platform/delivery-intelligence)
- [Benchmarking](/platform/talent-benchmarking)
- [Code Quality](/platform/code-quality)
- [CapEx & Finance](/platform/capex-analysis)
- [Pensero MCP](/platform/mcp)New
- [Integrations](/integrations)

Use cases

- [CEOs](/use-cases/roles-ceo)
- [CTOs](/use-cases/roles-cto)
- [CFOs](/use-cases/roles-cfo)
- [Product leaders](/use-cases/roles-product-leaders)
- [Engineering managers](/use-cases/roles-engineering-managers)
- [Investors](/use-cases/roles-investors)
- [Compare Pensero](/use-cases/competitors-dx)

Company

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