The Intelligence behind Agentic Deployment

The Intelligence behind Agentic Deployment

Increase delivery

Protect quality

Optimize cost

Pensero plugs into the tools you already use and effortlessly turns them into clear signals on where to optimize work across humans, AI and agents.

Pensero plugs into the tools you already use and effortlessly turns them into clear signals on where to optimize work across humans, AI and agents.

Pensero plugs into the tools you already use and effortlessly turns them into clear signals on where to optimize work across humans, AI and agents.

pensero.ai/dashboard

Signals
AI intelligence
AI economics
AI governance
Agents
Engineering intelligence
Work
Quality
Efficiency
Reviews
Company
Contributors
Benchmark
Impact
Calibrate
Good morning, Emeryยท Delivery, Quality, and AI efficiency are exceeding expectations this quarter
DeliveryExceeding
6,155
total pts, QTD
58% vs prev. period
Scope of workWatch
32.1%
aligned with roadmap
3% vs prev. period
QualityWatch
12.4%
defect rate this period
+3.2% vs prev. period
AI efficiencyExceeding
$0.78
cost per delivery point
12% vs prev. period
AI-assisted PRs drive 82% of delivery
1,859 pts shipped with agents this quarter
NovDecJanFebMarAprMay
PR deliveryRevertedAgent adoption
Rework rising alongside agent adoption
From 8.2% โ†’ 12.4% defect rate since Nov
NovDecJanFebMarAprMay
DefectsReworkAgent adoption
AgentTechGlobal$/ptAvg. daily
CCClaude CodeAgent ยท AnthropicPython/TS96%$0.4222.4
DDevinAgent ยท CognitionPython89%$0.7118.1
CCursorAI-assisted ยท AnysphereTypeScript94%$0.5815.7
GCGitHub CopilotAI-assisted ยท GitHubPython91%$0.6312.3
GCGemini Code AssistAI-assisted ยท GooglePython/Go93%$0.5514.2
Team vs. benchmark
How your org compares ยท Q to date
Delivery / cost93th
Agent-delivered code95th
Autonomous delivery80th
Defect rate50th
Innovation rate27th
Roadmap alignment17th
Pensero dashboard showing delivery, scope, quality and AI impact scorecards with team benchmark percentiles
Pensero dashboard showing delivery, scope, quality and AI impact scorecards with team benchmark percentiles

pensero.ai/dashboard

Signals
AI intelligence
AI economics
AI governance
Agents
Engineering intelligence
Work
Quality
Efficiency
Reviews
Company
Contributors
Benchmark
Impact
Calibrate
Good morning, Emeryยท Delivery, Quality, and AI efficiency are exceeding expectations this quarter
DeliveryExceeding
6,155
total pts, QTD
58% vs prev. period
Scope of workWatch
32.1%
aligned with roadmap
3% vs prev. period
QualityWatch
12.4%
defect rate this period
+3.2% vs prev. period
AI efficiencyExceeding
$0.78
cost per delivery point
12% vs prev. period
AI-assisted PRs drive 82% of delivery
1,859 pts shipped with agents this quarter
NovDecJanFebMarAprMay
PR deliveryRevertedAgent adoption
Rework rising alongside agent adoption
From 8.2% โ†’ 12.4% defect rate since Nov
NovDecJanFebMarAprMay
DefectsReworkAgent adoption
AgentTechGlobal$/ptAvg. daily
CCClaude CodeAgent ยท AnthropicPython/TS96%$0.4222.4
DDevinAgent ยท CognitionPython89%$0.7118.1
CCursorAI-assisted ยท AnysphereTypeScript94%$0.5815.7
GCGitHub CopilotAI-assisted ยท GitHubPython91%$0.6312.3
GCGemini Code AssistAI-assisted ยท GooglePython/Go93%$0.5514.2
Team vs. benchmark
How your org compares ยท Q to date
Delivery / cost93th
Agent-delivered code95th
Autonomous delivery80th
Defect rate50th
Innovation rate27th
Roadmap alignment17th
Pensero dashboard showing delivery, scope, quality and AI impact scorecards with team benchmark percentiles

Walking together the Agentic transformation path
with fast-growing companies around the world

Walking together the Agentic transformation path
with fast-growing companies around the world

The AI transformation framework

Engineering work now spans five levels.
Most teams run several at once, and each
one brings its own question.

Engineering work now spans five levels. Most teams run several at once, and each one brings its own question.

Engineering work now spans five levels.
Most teams run several at once, and each
one brings its own question.

Level 01 / 05
0x
Output
Delivery00
Quality00
Cost00

01

Human-Authored

Developers write and own the code without AI. This is the traditional baseline for software delivery.

Where would AI help us, and how will we prove it?

Delivery

Quality

cost

Where would AI help us, and how will we prove it?

02

AI-Assisted

Developers stay in control while AI copilots suggest, complete, and draft code to accelerate the work.

Who uses AI well, what does it cost, and is it worth it?

Delivery

Quality

cost

Who uses AI well, what does it cost, and is it worth it?

03

AI-Assisted Review

AI reviews code for bugs and regressions while humans remain responsible for final decisions.

Is AI helping us deliver more without sacrificing quality?

Delivery

Quality

cost

Is AI helping us deliver more without sacrificing quality?

04

Orchestrated Agents

Humans define the work and supervise AI agents that plan and execute complete tasks across multiple steps.

What do agents deliver, at what cost, and how does that compare to people?

Delivery

Quality

cost

What do agents deliver, at what cost, and how does that compare to people?

05

Autonomous Agents

Agents detect issues and act proactively within defined limits, while humans shift from execution to oversight.

Is it creating value, and would we notice if it went wrong?

Delivery

Quality

cost

Is it creating value, and would we notice if it went wrong?

01

Human-Authored

Developers write and own the code without AI. This is the traditional baseline for software delivery.

Where would AI help us, and how will we prove it?

Delivery

Quality

cost

Where would AI help us, and how will we prove it?

02

AI-Assisted

Developers stay in control while AI copilots suggest, complete, and draft code to accelerate the work.

Who uses AI well, what does it cost, and is it worth it?

Delivery

Quality

cost

Who uses AI well, what does it cost, and is it worth it?

03

AI-Assisted Review

AI reviews code for bugs and regressions while humans remain responsible for final decisions.

Is AI helping us deliver more without sacrificing quality?

Delivery

Quality

cost

Is AI helping us deliver more without sacrificing quality?

04

Orchestrated Agents

Humans define the work and supervise AI agents that plan and execute complete tasks across multiple steps.

What do agents deliver, at what cost, and how does that compare to people?

Delivery

Quality

cost

What do agents deliver vs people, at what cost?

05

Autonomous Agents

Agents detect issues and act proactively within defined limits, while humans shift from execution to oversight.

Is it creating value, and would we notice if it went wrong?

Delivery

Quality

cost

Is it creating value, and would we notice if it went wrong?

The problem

The decisions behind every AI rollout

The decisions behind every AI rollout

Which AI tools should we expand, reduce or replace?

Which AI tools should
we expand, reduce or replace?

Spend is visible, the invoices are clear. Delivered value by tool and by team is not. Models and prices change every month.

Spend is visible, the invoices are clear. Delivered value by tool and by team is not. Models and prices change every month.


Which AI tools should we expand, reduce or replace?

Spend is visible, the invoices are clear. Delivered value by tool and by team is not. Models and prices change every month.

Where is AI improving delivery without sacrificing quality?

Where is AI improving delivery without sacrificing quality?

Adoption numbers do not tell you whether AI improves output and quality. Using it well inside a real organization, with legacy code and legacy habits, is hard to do and harder to measure.

Where is AI improving delivery without sacrificing quality?

Adoption numbers do not tell you whether AI improves output and quality. Using it well inside a real organization, with legacy code and legacy habits, is hard to do and harder to measure.

What does our delivered work actually cost?

Prove what your spend returned, then make it return more. Pensero measures cost per unit of work across humans, AI and agents, so ROI becomes something you can defend and optimize.

What does our delivered work actually cost?

Prove what your spend returned, then make it return more. Pensero measures cost per unit of work across humans, AI and agents, so ROI becomes something you can defend and optimize.

How do we compare with similar engineering organizations?

Internal metrics give you no external baseline. Knowing how others are doing, measured the same way you are, is the only reference point there is.

How do we compare with similar engineering organizations?

Internal metrics give you no external baseline. Knowing how others are doing, measured the same way you are, is the only reference point there is.

What does our delivered work actually cost?

Prove what your spend returned, then make it return more. Pensero measures cost per unit of work across humans, AI and agents, so ROI becomes something you can defend and optimize.

What does our delivered work actually cost?

Prove what your spend returned, then make it return more. Pensero measures cost per unit of work across humans, AI and agents, so ROI becomes something you can defend and optimize.

The cost of guessing

You will make these decisions anyway. The only question is whether you make them on the fragments each tool reports, or on one complete picture you can trust.

The Pensero Intelligence

The Intelligence that helps you choose the best
and most efficient combination of humans and agents

The Intelligence that helps you choose the best and most efficient combination of humans and agents

Objective visibility into every agentic contribution.

The Pensero Intelligence

The Intelligence that helps you choose the best and most efficient combination of humans and agents

Objective visibility into every agentic contribution.

Agentic ROI

Proves what your agentic AI investment returned โ€” cost per unit of delivered work, comparable across humans, AI-assisted and agents. Battle-tested across millions of datapoints, so the return is evidence, not a vendor's projection.

Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer
Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer

AI Deployment

Pensero AI impact view: 92% adoption, token efficiency per story point, and defect rate falling as AI usage rises
Pensero AI impact view: 92% adoption, token efficiency per story point, and defect rate falling as AI usage rises

Delivery Intelligence

Delivery Intelligence

Provides real-time visibility into output, flow, and roadmap alignment, separating human, AI-assisted, and agent contribution so you can see where delivery compounds and where it stalls.

Pensero delivery view: 9,612 points shipped, 54 points per engineer, contribution split across PRs, tickets and docs
Pensero delivery view: 9,612 points shipped, 54 points per engineer, contribution split across PRs, tickets and docs

Talent & Benchmarking

Talent & Benchmarking

Compare agents, models and vendors on identical work, on the same scale as humans, so you can see where the line should sit.

Pensero benchmarking view comparing the org against industry percentiles on delivery, AI-assisted code and collaboration
Pensero benchmarking view comparing the org against industry percentiles on delivery, AI-assisted code and collaboration

Code Quality

Code Quality

Measures code health, review effectiveness, defect trends, and rework, tracing each back to the human or agent that caused it so speed never comes at the cost of quality.

Pensero code quality view: 1.8% defect rate, 98.2% defect-free code, and a quality-versus-delivery contributor matrix
Pensero code quality view: 1.8% defect rate, 98.2% defect-free code, and a quality-versus-delivery contributor matrix

CapEx & Finance

CapEx & Finance

Delivers finance-ready reports that track CapEx, R&D capitalization, and how agent and human spend allocates across projects, for audit compliance and executive decision-making.

Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer
Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer
Pensero Agentic ROI dashboard
Pensero AI Deployment dashboard
Pensero Delivery Intelligence dashboard
Pensero Talent and Benchmarking dashboard
Pensero Code Quality dashboard
Pensero CapEx and Finance dashboard

Agentic ROI

Proves what your agentic AI investment returned โ€” cost per unit of delivered work, comparable across humans, AI-assisted and agents. Battle-tested across millions of datapoints, so the return is evidence, not a vendor's projection.

Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer

AI Deployment

Tracks agent and assistant adoption, delivered output, quality outcomes, and cost per unit of work to prove what your AI investment actually returned.

Pensero AI impact view: 92% adoption, token efficiency per story point, and defect rate falling as AI usage rises

Delivery Intelligence

Provides real-time visibility into output, flow, and roadmap alignment, separating human, AI-assisted, and agent contribution so you can see where delivery compounds and where it stalls.

Pensero delivery view: 9,612 points shipped, 54 points per engineer, contribution split across PRs, tickets and docs

Talent & Benchmarking

Compare agents, models and vendors on identical work, on the same scale as humans, so you can see where the line should sit.

Pensero benchmarking view comparing the org against industry percentiles on delivery, AI-assisted code and collaboration

Code Quality

Measures code health, review effectiveness, defect trends, and rework, tracing each back to the human or agent that caused it so speed never comes at the cost of quality.

Pensero code quality view: 1.8% defect rate, 98.2% defect-free code, and a quality-versus-delivery contributor matrix

CapEx & Finance

Delivers finance-ready reports that track CapEx, R&D capitalization, and how agent and human spend allocates across projects, for audit compliance and executive decision-making.

Pensero CapEx view: 78.1% capitalizable delivery, $1.37M capitalizable value, split by epic and engineer
Pensero Agentic ROI dashboard
Pensero AI Deployment dashboard
Pensero Delivery Intelligence dashboard
Pensero Talent and Benchmarking dashboard
Pensero Code Quality dashboard
Pensero CapEx and Finance dashboard

Featured

pensero mcp

Your engineering intelligence,
now queryable.

Query your live Pensero data straight from Claude, ChatGPT or any MCP-compatible assistant. Ask about agent performance, cost per unit of work, quality or benchmarks in plain language.

Pensero MCPconnected
Claude

Featured

pensero mcp

Featured

pensero mcp

Your engineering intelligence,
now queryable.

Query your live Pensero data straight from Claude, ChatGPT or any MCP-compatible assistant. Ask about agent performance, cost per unit of work, quality or benchmarks in plain language.

Pensero MCPconnected
Claude

Featured

pensero mcp

Customer stories

Loved by high-performing teams

Loved by high-performing teams

What changed when output became measurable: in their words, with their numbers.

Customer stories

Loved by high-performing teams

What changed when output became measurable: in their words, with their numbers.

  • "Pensero is giving us visibility into how we are using AI and how we are spending money on it.โ€

    Jordi Abad

    CTO

  • "Demystifying engineering productivity.โ€

    Justin Nguyen

    Director of Engineering

  • โ€œFinally a tool that truly increases velocity."

    Nick Traylor

    Head of Engineering at Stord

  • "Pensero is story points after the fact. With Pensero we go 4x faster."

    Andrew Eye

    CEO and Founder at ClosedLoop

  • "Itโ€™s a way to sit with an engineer and show them everything theyโ€™ve done, and learn from it."

    Ignasi Vegas

    CEO and Co-founder at Cubbo

  • "What we were looking for was visibility into AI usage. Until Pensero, that visibility did not exist.โ€

    Raul Gรณmez

    VP of Technology

  • "Pensero is my compass for knowing where the team is headed.โ€

    Jordi Mirรณ

    CTO at Zynap

  • "Pensero is giving us visibility into how we are using AI and how we are spending money on it.โ€

    Jordi Abad

    CTO

  • "Demystifying engineering productivity.โ€

    Justin Nguyen

    Director of Engineering at Stord

  • โ€œFinally a tool that truly increases velocity."

    Nick Traylor

    Head of Engineering at Stord

  • "Pensero is story points after the fact. With Pensero we go 4x faster."

    Andrew Eye

    CEO and Founder at ClosedLoop

  • "Itโ€™s a way to sit with an engineer and show them everything theyโ€™ve done, and learn from it."

    Ignasi Vegas

    CEO and Co-founder at Cubbo

  • "What we were looking for was visibility into AI usage. Until Pensero, that visibility did not exist.โ€

    Raul Gรณmez

    VP of Technology

  • "Pensero is my compass for knowing where the team is headed.โ€

    Jordi Mirรณ

    CTO at Zynap

  • "Pensero is giving us visibility into how we are using AI and how we are spending money on it.โ€

    Jordi Abad

    CTO

  • "Demystifying engineering productivity.โ€

    Justin Nguyen

    Director of Engineering

  • โ€œFinally a tool that truly increases velocity."

    Nick Traylor

    Head of Engineering at Stord

  • "Pensero is story points after the fact. With Pensero we go 4x faster."

    Andrew Eye

    CEO and Founder at ClosedLoop

  • "Itโ€™s a way to sit with an engineer and show them everything theyโ€™ve done, and learn from it."

    Ignasi Vegas

    CEO and Co-founder at Cubbo

  • "What we were looking for was visibility into AI usage. Until Pensero, that visibility did not exist.โ€

    Raul Gรณmez

    VP of Technology

  • "Pensero is my compass for knowing where the team is headed.โ€

    Jordi Mirรณ

    CTO at Zynap

Sources

Every agent, assistant and human in one system of record

Your entire delivery stack, translated into comparable signals. No new workflow, no instrumentation project.

THE RETURN

Agent budgets get approved on a promise. Pensero turns that promise into a portfolio, with a return you can point to.

THE RETURN

Agent budgets get approved on a promise. Pensero turns that promise into a portfolio, with a return you can point to.

30%

Average increase
in delivered output

25%

Reduction in agent spend
that produced nothing

60%

60%

Improvement in cost
per unit of delivered work

How it works

Get started in minutes.
See insights in hours.

Get started in minutes.
See insights in hours.

Connect your stack. See months of history from day one.

How it works

Get started in minutes.
See insights in hours.

Connect your stack. See months of history from day one.

1 hour

Connect & Structure

Repositories, tickets, chat and AI tools connect automatically. Every unit of work, human, AI-assisted or agent, is structured and scored on the same scale.

1 hour

Connect & Structure

Repositories, tickets, chat and AI tools connect automatically. Every unit of work, human, AI-assisted or agent, is structured and scored on the same scale.

1 day

Analyse & Attribute

Output separated by source: human, AI-assisted, agent-only. Cost per unit of delivered work, rework attribution, and where agents are creating bottlenecks upstream.

1 day

Analyse & Attribute

Output separated by source: human, AI-assisted, agent-only. Cost per unit of delivered work, rework attribution, and where agents are creating bottlenecks upstream.

1 week

Calibrate & Decide

Head-to-head agent comparison against benchmark. Which agents stay, where the next one goes, and what to keep human with board-ready numbers behind each answer.

1 week

Calibrate & Decide

Head-to-head agent comparison against benchmark. Which agents stay, where the next one goes, and what to keep human with board-ready numbers behind each answer.

Pricing

We fit your needs

We fit your needs

Simple plans. Scale as your team grows.

Pricing

We fit your needs

Simple plans. Scale as your team grows.

Starter

Free

Everything you need to start.

Up to 5 users

1 code repository

Delivery metrics

Quality metrics

Collaboration metrics

AI Impact tracking

Engineering investment tracking

Team and individual reports

90-day data retention

Starter

Free

Everything you need to start.

Up to 5 users

1 code repository

Delivery metrics

Quality metrics

Collaboration metrics

AI Impact tracking

Engineering investment tracking

Team and individual reports

90-day data retention

Growth

$50

/ seat / month

For teams at scale.

Everything in Starter

Unlimited users

Unlimited code repositories

SSO / SAML and directory sync

API/MCP access

1-year data retention

MOST POPULAR

Growth

$50

/ seat / month

For teams at scale.

Everything in Starter

Unlimited users

Unlimited code repositories

SSO / SAML and directory sync

API/MCP access

1-year data retention

MOST POPULAR

Enterprise

Usage Based Pricing

Get R&D capitalization and on-prem.

Everything in Growth

R&D capitalization

On-prem and custom integrations

Devin integration included

Dedicated CSM and priority support

Custom onboarding and training

API access

MCP capabilities

Enterprise

Usage Based Pricing

Get R&D capitalization and on-prem.

Everything in Growth

R&D capitalization

On-prem and custom integrations

Devin integration included

Dedicated CSM and priority support

Custom onboarding and training

API access

MCP capabilities

PENSERO in action

PENSERO in action

Decide the right mix
of humans and agents.

Connect one repository and get months of history back. No instrumentation, no workflow change. Your own data, in minutes.

PENSERO in action

Decide the right mix
of humans and agents.

Connect one repository and get months of history back. No instrumentation, no workflow change. Your own data, in minutes.