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[Consulting firms](/)[Enterprise](/enterprise)

- Platform

  Measure

  - [Next movesWhat to improve next](/platform/next-moves)
  - [Agentic ROICost per delivery point](/platform/agentic-roi)
  - [AI DeploymentAdoption, output and quality of AI](/platform/ai-intelligence)
  - [Delivery IntelligenceDelivery points by team](/platform/delivery-intelligence)

  Govern

  - [Agent Traffic ControlAgent usage and model routing](/platform/agent-traffic-control)
  - [BenchmarkingCompare teams and agents](/platform/talent-benchmarking)
  - [Code QualityDefects and rework by source](/platform/code-quality)
  - [CapEx & FinanceCapitalization and spend allocation](/platform/capex-analysis)

  [Pensero MCPNewYour next moves in any assistant](/platform/mcp)
- Use cases

  By role

  - [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)
  - [Procurement](/use-cases/roles-procurement)
  - [Service providers](/use-cases/service-providers)
  - [Investors](/use-cases/roles-investors)

  Compare Pensero

  - [DX](/use-cases/competitors-dx)
  - [Swarmia](/use-cases/competitors-swarmia)
  - [Haystack](/use-cases/competitors-haystack)
  - [Span](/use-cases/competitors-span)
  - [Jellyfish](/use-cases/competitors-jellyfish)
  - [Waydev](/use-cases/competitors-waydev)
  - [LinearB](/use-cases/competitors-linearb)
  - [Faros AI](/use-cases/competitors-farosai)
  - [Larridin](/use-cases/competitors-larridin)
  - [Weave](/use-cases/competitors-weave)
  - [Exceeds AI](/use-cases/competitors-exceeds-ai)
- [How it works](/consulting/how-it-works)
- [How it works](/how-it-works)
- [Customers](/customers)
- [Pricing](/enterprise#pricing)
- ResourcesMore

  Use cases

  By role

  - [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)
  - [Procurement](/use-cases/roles-procurement)
  - [Service providers](/use-cases/service-providers)
  - [Investors](/use-cases/roles-investors)

  Compare Pensero

  - [DX](/use-cases/competitors-dx)
  - [Swarmia](/use-cases/competitors-swarmia)
  - [Haystack](/use-cases/competitors-haystack)
  - [Span](/use-cases/competitors-span)
  - [Jellyfish](/use-cases/competitors-jellyfish)
  - [Waydev](/use-cases/competitors-waydev)
  - [LinearB](/use-cases/competitors-linearb)
  - [Faros AI](/use-cases/competitors-farosai)
  - [Larridin](/use-cases/competitors-larridin)
  - [Weave](/use-cases/competitors-weave)
  - [Exceeds AI](/use-cases/competitors-exceeds-ai)

  - [Customers](/customers)
  - [How it works](/consulting/how-it-works)
  - [How it works](/how-it-works)
  - [AboutThe team, and how we run on Pensero](/about)
  - [BlogNews, tips, and dev culture](/blog)
  - [Help CenterGuides for setup, integrations and security](https://help.pensero.ai)

[Log in](/auth/login/)[Book a scoping session](https://calendar.app.google/ZBxweeMGhrMVQkJn9)

[Log in](/auth/login/)[Book a scoping session](https://calendar.app.google/ZBxweeMGhrMVQkJn9)

Pensero for service providers

# Sell delivery, not hours

Show clients what you delivered in delivery points, with quality beside it, and get paid for accepted work.

[Book a scoping session](https://calendar.app.google/ZBxweeMGhrMVQkJn9)[See how a point is scored →](/how-it-works#how-a-point-is-scored)

## 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)

With Pensero

## Turn your delivery into evidence your clients trust

### Show what you delivered

Every piece of work scored in delivery points, with the same criteria your client uses for its own teams.

New Stuff·Self-serve onboarding

Add workspace setup to self-serve onboarding

CPCustomer Portal · 5 activities

- Pull request #4291MergedOpened by Varrow Migration Agent for Customer Portal10.0
- PR: Add workspace setup step12 files · +284 −926.0
- Ticket edit · ONB-412Description and acceptance updated5.4
- Comment on ONB-412Agreed approach with the Growth team3.0
- 3 Slack messages#growth-onboarding channel0.0

Item delivery

Magnitude**Large • 5.0**

Complexity**Medium • 2.0**

Item delivery**(5.0 × 2.0)10.0**

### Justify your price

See your cost per point next to the market benchmark, and price your services per accepted delivery point.

Total cost per point by team

$3.18 average · median $3.52

Core Platform$2.89

Route Optimisation$2.96

Fleet Telematics$3.05

Data Platform$3.12

Pensero median

$3.52Varrow is 10% lower

### Get paid for accepted work

Agree the acceptance criteria with your client up front. Pensero supplies the measurement and the evidence.

Delivery points by month

+31% delivery since April

Jul13,900

Aug14,600

Sep15,300

Oct16,000

Agentic

54%of delivery in the last week

### Improve your margin with AI

See where AI and agents lower your cost per point, team by team, with quality in view.

Total cost per point by agent and tool

$1.98 · Varrow Migration Agent

Varrow Migration Agent$1.98

Varrow Test Agent$2.14

Varrow Review Agent$2.26

Coding agent$2.47

Highest team

$3.52Customer Portal

## How it works for providers

1. Step 1

   ### Connect

   Your repositories, tickets and AI tools, or the client repositories you work in.
2. Step 2

   ### Score

   Every piece of work in delivery points, with quality and cost beside it.
3. Step 3

   ### Agree and bill

   Agree requirements and acceptance with your client, and bill per accepted point.

Future vision · In development

## Where this is going

A marketplace for software delivery: companies post work and compare providers on price per point, quality and verified delivery history. Providers compete on what they deliver and build a reputation from verified results.

## FAQs

Who sets the price?

You do. Pensero supplies the measurement and the evidence. Providers deliver the work and set their prices. Clients agree the acceptance criteria.

Are we paid for every point?

No. Payment is for accepted work: points that meet the requirements and quality agreed with your client.

Can points be gamed?

Safeguards reduce the incentive to inflate scores. Boilerplate is removed, magnitude is capped, reverts and duplicates earn no credit, and nothing is counted twice.

How do we compare with other providers?

Your delivery, cost per point and quality are compared with the Pensero benchmark of 6,000+ developers in 200+ organizations.

Next step

## Show what you deliver

Delivery points, quality and cost per point for every client, ready to share.

[Book a scoping session](https://calendar.app.google/ZBxweeMGhrMVQkJn9)[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)
- [Agent Traffic Control](/platform/agent-traffic-control)New
- [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)
- [Procurement](/use-cases/roles-procurement)
- [Service providers](/use-cases/service-providers)
- [Investors](/use-cases/roles-investors)
- [Compare Pensero](/use-cases/competitors-dx)

Company

- [About](/about)
- [Customers](/customers)
- [How it works](/how-it-works)
- [Consulting](/consulting)
- [Careers](/careers)
- [Blog](/blog)
- [LinkedIn](https://www.linkedin.com/company/penseroai/)
- [Support](/support)
- [Help Center](https://help.pensero.ai)
- [Other resources](/blog/other-resources)
- [Glossary](/glossary)

Offices

- [Barcelona](https://maps.app.goo.gl/6pfxKiKFNKzLPPnB6)
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- [New York](https://maps.app.goo.gl/szk58Jf2MBq14MgAA)
- San FranciscoSoon

Legal

- [Privacy policy](/privacy-policy)
- [Cookie policy](/cookie-policy)
- [Terms of service](/terms)
- [DPA](/dpa)
- [Security](https://pensero.trust.site)