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AI Insights

Prove what AI is worth, in numbers leadership trusts

AI Insights turns every captured session into ROI, hours saved and adoption numbers for your team, filtered by developer, client and date range. No surveys and no guesswork.

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AI ROI and adoption analysis

See the return on every AI dollar

Five numbers on one screen show what AI is worth to your team and how widely it is used. Every one is worked out from real sessions, not self-reported time.

AI Analysis

AI ROI
42.5×
value generated per $1 of AI spend
Est. hours saved
124h
at $45/hr · 6 min per prompt
Avg session depth
4.0
prompts per session
AI adoption
88%
7 of 8 developers
AI impact
127
across 23 active skills
AI ROI
The value of the hours AI saved, divided by what the team spent on AI in the same period.
Est. hours saved
Every prompt is counted as minutes of work saved, then valued at an hourly rate for your team.
Avg session depth
How many prompts a session takes on average, which tells quick lookups apart from real pairing.
AI adoption
The share of developers with AI sessions in the period, out of everyone with a seat.
AI impact
How often the team's shared skills were used, and how many skills are in active use.

Not measuring yet? Start from your own numbers.Estimate your ROI

Team adoption

See who has made AI part of their week

The adoption heatmap shows every developer week by week, so a seat that is paid for but never used stands out as clearly as your heaviest users.

  • One row per developer, one square per week
  • Spot who started late, who stopped and who never began
  • Filter by developer, client and date range

Team adoption heatmap

AI activity per developer, last 12 weeks

Hover a square to see one developer's week

  • No activity
  • Low
  • Medium
  • High

Priya and Alex use AI heavily every week. Sam, Raj and Maya started in the first month and are now at medium to high use, Nina and Lena started later, and Omar has no AI activity yet.

When and how deeply your team uses AI

Peak hours show when AI is part of the working day. Session depth shows whether people pair with AI on real tasks or only ask it quick questions.

Peak usage hours

Prompts by hour of day, last 30 days

10:00 to 11:00 · 46 prompts (busiest hour)

Prompts peak between 9:00 and 11:00 and again between 14:00 and 16:00, with a dip over lunch and almost no activity at night.

Session depth

Share of sessions by number of prompts

4.0avg prompts
  • 1 to 3 Quick lookups38%
  • 4 to 10 Standard41%
  • 11 to 20 Deep work15%
  • 20+ Complex6%
Prompt patterns

How each developer talks to AI

Every prompt is sorted into one of six categories. Each developer gets a mix, a top category and an average prompt length, so you can see who writes detailed feature requests and who fires off short commands.

Prompt pattern analysis

Prompts by category per developer, this week

Prompts by category for each developer this week
DeveloperTotalErrorIDEPasteCommandQuestionFeatureTop categoryAvg length
Priya6732418931Feature request142 ch
Alex4910227613Short command96 ch
Sam4753691410Question118 ch
Maya370138421Feature request164 ch
Raj30609735Pasted content210 ch
Nina272411136Short command88 ch
Lena21100479Feature request131 ch
Omar0000000Not startedNone

Showing 8 of 8 developers

  • Error: Pasted errors and stack traces
  • IDE: Prompts sent from inside the editor
  • Paste: Large blocks of pasted code or logs
  • Command: Short, direct instructions
  • Question: Questions about the codebase
  • Feature: Requests to build something new
FAQ

AI ROI questions, answered

How ROI, hours saved, adoption and prompt patterns are worked out.

Ask us anythingBook a demo

CloudByte AI estimates the hours AI saved from every prompt your team sent, values them at an hourly rate, and divides that by what the team spent on AI in the same period. A 42.5× ROI means every dollar of AI spend produced about $42.50 of saved work.

Each prompt is counted as a few minutes of work saved, 6 minutes in the example, and valued at an hourly rate such as $45. The rate and minutes are shown on the card, so everyone can see exactly what the estimate is based on.

A developer counts as adopted when they have AI sessions in the selected period. The adoption card shows the share of developers with seats who are actually using AI, and the heatmap shows when each person started and how heavily they use it.

How many prompts a session takes. Quick lookups of 1 to 3 prompts are useful, but most of the value comes from standard and deep work sessions where developers pair with AI on a real task.

Every prompt is sorted into Error, IDE, Paste, Command, Question or Feature. The prompt pattern table shows each developer's mix, their top category and their average prompt length, which helps you coach people towards prompts that work.

Yes. Every number on the AI Analysis view can be filtered by developer, client and date range, so you can compare teams, projects or quarters.

Basic AI insights are included on every plan, including Free. Token spend and ROI analytics are included from the Starter plan up.

Show leadership exactly what AI returns.

Install the agent once per laptop and your ROI and adoption numbers fill in within minutes.

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  • Free for up to 5 developers
  • 10-minute setup
  • Your Anthropic key, your spend (Enterprise)