CALIBER!
SOLUTION · THE ROI TOOL

The ROI tool.

Ask a business question about your organization, fully coupled to your permissions and org chart. Get an answer, not a static dashboard.

Get this for your org Read the Papaya story
Built for Papaya Global · 1,500+ employees
Caliber mascot with dollar signs in his eyes, hands on a control console

Ready when you areAnswer

Type a question the way you would actually say it.

The question nobody could answer

AI adoption ran ahead of the org. Design, legal, marketing and R&D were all using it. Finance got one number at the end of the month.

Invoice 90 days
Total due $
  • Vendor1 line item
  • PeriodMonthly
  • Teammissing
  • Outputmissing
  • Wastemissing

What it could not tell you

  • Which of your teams that money actually belonged to AI spend map
  • That a handful of teams were driving most of the bill Who drives the bill
  • What your engineers kept getting stuck on, week after week Friction cost
  • Which stage of delivery the work was really stalling in Eng flows
  • What every week of that delay was costing you Cost of delay
  • Whether all that conversation was turning into shipped work Talk vs ship

The invoice was the only artifact. Everything that mattered was a guess.

Seven questions it answers on sight

Every screen below is the real product, on a working instance. The figures belong to a demo org, so nothing here is blurred. Start with the one people keep coming back to.

Three Caliber mascots pointing at the same shared view
One map. Everyone finally pointing at the same thing.
FRICTION COST

What keeps going wrong, priced

This one is mined from the actual agent sessions, not from a survey. Recurring problems people hit inside Claude and Cursor get clustered into themes, counted, and costed in loaded time.

Nobody has to file a ticket or answer a form. The evidence is already sitting in the transcripts, and it is the same complaint your engineers have been making for months.

It turns "everyone complains about the deploy pipeline" into a number you can rank against everything else on the roadmap.

The friction cost view: eight recurring themes mined from Claude and Cursor sessions, each with a mention count, a bar sized by cost, the teams affected, and a dollar and hours figure. Waiting on environment and vault permissions tops the list at 138 thousand dollars across 920 hours.

Themes mined from real sessions, sized by how often they recur.

And the rest of the picture

Where the money actually sits

Every box is a team, sized by headcount and colored by spend. In one look you can see which corners of the org are running hot and which have barely switched AI on.

The answer to "who is spending what" stops being an exercise in spreadsheet archaeology.

AI spend by domain and team as a treemap. Every box is a team, sized by headcount and coloured by spend, with the total for the period alongside.

Each box a team. Greener is lower spend, redder is higher.

It reads from where the work already is

No new system for anyone to keep up to date. The tool connects to what your org already runs, and the sources stay live.

Claude Cursor Jira GitHub Zendesk Your HRIS Your chat Your call recorder

What it did at Papaya

Without you guys, I would need a team of 10 AI engineers for this.

Natali Shtulman Head of AI Enablement · Papaya Global

  • Hands-on AI governance, live across the org
  • Usage policies created and enforced across every user and agent
  • ROI measured inside and out: faster, better, cheaper against meaningful output
  • No team of 10 AI engineers required

Want this for your org?

One working session and we will show you the same views running against your own sources.

Book a working session