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AI Impact Report: Get a free, one-off snapshot of what your engineering tokens are really delivering →

FREE

AI Impact Report: Get a free, one-off snapshot of what your engineering tokens are really delivering →

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Free AI Impact Report

Find out what your
AI tokens are really delivering

Get a free, one-off snapshot across the AI tools you already pay for, and find out how deeply AI is being adopted, how efficiently it’s being used, and what return you’re really getting.

Get my free report

No commitment. Plandek handles the setup. Results within 7 days.

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



Three questions leaders
are being asked

AI tool dashboards show usage. Invoices show spend. The AI Impact Report connects the two to engineering performance, so you can see whether your AI investment is translating into measurable engineering impact.

Every result is benchmarked against 2,500+ engineering teams.

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Are we using AI effectively?

See daily AI usage, AI involvement in engineering work, model mix by cost, and how mature AI adoption is across your teams.

Waterfall chart titled Reclaim capacity for roadmap delivery, showing how reducing unplanned work (30% to 15%) and inefficiencies (10%) frees up 45% more capacity for roadmap delivery

Model mix by cost
0%
0%
of sessions on
High-cost models
22%
Top 25% of companies
High
Opus
40%
Medium
o3, Gemini 2.5 Pro
22%
Low
GPT-4.1 mini
38%
Code contributions with no AI
0%
0%
of code contributions
still have no AI in them
48%
Top 25% of companies
Authored
31%
22%
·
Top 25%
Assisted
27%
30%
·
Top 25%
No AI
42%
48%
·
Top 25%
Daily Active Users
0%
0%
of the organisation
using AI on a typical day
18%
Top 25% of companies
Engineering team maturity
0%
0%
Champions of AI tooling
(1 for every 11.5 people)
15%
Top 25% of companies
Champions
8%
Practicioners
15%
Explorers
20%
Idles
25%
Dormants
32%

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How efficiently is AI spend turning into output?

See how much AI-assisted work lands, tokens per pull request, and whether your codebases are ready for agents.

AI work that shipped
0%
0%
of AI work that
shipped this period
91%
Top 25% of companies
3.8M tokens → £1,140
Potential savings this period
Token usage rating
C(0k)
C(0k)
84k tokens for
a piece of work
B (64k)
Top 25% of companies
A
B
C
84k
D
E
Repositories not ready for agents
0%
0%
of work is in repositories
that aren't ready for agents
32%
Top 25% of companies
More ready for agents
Less ready for agents
Ready
12%
Mostly ready
24%
Partly ready
14%
Not ready
50%



Are we seeing the expected return on AI?

See whether the same engineering capacity is producing more and moving faster, including the extra-engineer equivalent and speed impact.

More output, same engineers

more engineers you would have

needed in the previous 90 days

3 more on avg.

Top 25% of companies

↑ 18% more output / engineer vs previous 90 days · vs. 11%

↑ 30% faster / engineer on average · vs. 15%

How this relates to cost

£0k

sample loaded cost of

the 4 extra engineers

£110k loaded cost / engineer

More output, same engineers

more engineers you would have needed in the previous 90 days

3 more on avg.

Top 25% of companies

↑ 18% more output / engineer vs previous 90 days · vs. 11%

↑ 30% faster / engineer on average · vs. 15%

How this relates to cost

£0k

sample loaded cost of

the 4 extra engineers

£110k loaded cost / engineer

From your tools to a leadership-ready report

Talk to Plandek, connect Git and the AI tools you already use, and we’ll email you your report within seven days.

01

Request your report

Talk to Plandek and request your free audit. We’ll email you an invite to join and log in.

02

Connect Git and your AI tools

Connect the tools you already use. There’s no new dashboard to learn.

03

Get your AI Impact Report

We analyze 180 days of data and email you a report covering the most recent 90 days.

Git
GitHub Copilot
Devin Desktop
Cursor

Claude Enterprise
Devin
Codex
Kiro
SOON

Request your
Free AI Impact Report

A one-off snapshot for organizations already investing in AI development tools.

100% Free

No subscription

Results within 7 days

Frequently asked questions

Frequently
asked questions

What is the Free AI Impact Report?

A one-off, board-ready report that shows whether your AI investment is being adopted, used efficiently, and returning engineering performance.

What is the Free AI Impact Report?

A one-off, board-ready report that shows whether your AI investment is being adopted, used efficiently, and returning engineering performance.

Is our data secure? What about compliance?

Who is it for?

What questions does it answer?

What do I have to do?

Which tools can you connect?

Do you read our source code or prompts?

How far back does the report go?

How long until I get the report?

What if I only connect Git, or only AI tools?

What is a Plandek Benchmark?

Will this tell me if we are ready for agents?

Can I send this to the board?

Is this the same as Copilot / Cursor / Claude’s own dashboard?

Couldn’t we just ask Claude to build this?

Is it really free? What happens after?

Does the AI Impact Report show our real AI cost in pounds?

If you want to know if engineering is running efficiently, Plandek gives you the complete picture. If I could take one product with me to a new company, it would be Plandek, and I did that when I joined PEI Group.
Darren Thorpe
Chief Product Officer, PEI Group
As we accelerated with AI, we’d see productivity improve, then plateau. Plandek helped us identify the next high-value constraint so we could unlock the next stage of improvement.
Beccy Weeks
Chief AI Officer, Citation
We’ve been really able to demystify what was once previously a really complex engineering process… and really build a better conversation around what it means to build good product software.
Gary Stevens
Director of Engineering, Trainline
Predictability, while good, isn’t what we’re trying to optimise now. It is about speed to market. It will become table stakes: if you’re a technology business, you should be able to deliver software in no time at all. If you can’t, there’s a business problem looming.
James Cameron-Williams
CPTO, OAG
The data provides a mirror. It’s not just showing us where the problems are, it gives us the starting point for the conversations we need to have with our teams.
Niklas Lundborg
CTO, Bokio
Plandek provides industry experts who tailor to our needs… Plandek are leaders in this space so we need to tap into this experience.
Daniel Pierce
Sr Director of Data & Analytics, Sage

If you want to know if engineering is running efficiently, Plandek gives you the complete picture. If I could take one product with me to a new company, it would be Plandek, and I did that when I joined PEI Group.
Darren Thorpe
Chief Product Officer, PEI Group
As we accelerated with AI, we’d see productivity improve, then plateau. Plandek helped us identify the next high-value constraint so we could unlock the next stage of improvement.
Beccy Weeks
Chief AI Officer, Citation
We’ve been really able to demystify what was once previously a really complex engineering process… and really build a better conversation around what it means to build good product software.
Gary Stevens
Director of Engineering, Trainline
Predictability, while good, isn’t what we’re trying to optimise now. It is about speed to market. It will become table stakes: if you’re a technology business, you should be able to deliver software in no time at all. If you can’t, there’s a business problem looming.
James Cameron-Williams
CPTO, OAG
The data provides a mirror. It’s not just showing us where the problems are, it gives us the starting point for the conversations we need to have with our teams.
Niklas Lundborg
CTO, Bokio
Plandek provides industry experts who tailor to our needs… Plandek are leaders in this space so we need to tap into this experience.
Daniel Pierce
Sr Director of Data & Analytics, Sage

If you want to know if engineering is running efficiently, Plandek gives you the complete picture. If I could take one product with me to a new company, it would be Plandek, and I did that when I joined PEI Group.
Darren Thorpe
Chief Product Officer, PEI Group
As we accelerated with AI, we’d see productivity improve, then plateau. Plandek helped us identify the next high-value constraint so we could unlock the next stage of improvement.
Beccy Weeks
Chief AI Officer, Citation
We’ve been really able to demystify what was once previously a really complex engineering process… and really build a better conversation around what it means to build good product software.
Gary Stevens
Director of Engineering, Trainline
Predictability, while good, isn’t what we’re trying to optimise now. It is about speed to market. It will become table stakes: if you’re a technology business, you should be able to deliver software in no time at all. If you can’t, there’s a business problem looming.
James Cameron-Williams
CPTO, OAG
The data provides a mirror. It’s not just showing us where the problems are, it gives us the starting point for the conversations we need to have with our teams.
Niklas Lundborg
CTO, Bokio
Plandek provides industry experts who tailor to our needs… Plandek are leaders in this space so we need to tap into this experience.
Daniel Pierce
Sr Director of Data & Analytics, Sage

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Find out what yourAI tokens are really delivering

Three questions leadersare being asked

Are we using AI effectively?

How efficiently is AI spend turning into output?

Are we seeing the expected return on AI?