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Measure and steer agentic engineering adoption and cost.

For teams moving onto agents, CFOs scared of the bill, and developers wanting a better next session.

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Versoa Dashboard Costs overview with organization and date-range selectors, selected KPIs including $93,463 in 30-day spend, and a daily spend chart stacked by model. Chart controls offer Total, Teams, Developers or Models, and USD or Tokens.

Versoa Dashboard, Costs overview. Example data.

Product

Versoa shows how teams use coding agents, what it costs, and which change is worth making next.

We help organizations grow into agentic engineering.

Two Adoption KPI tiles: 39% of commits have explicit agent attribution; the middle half of teams range from 18% to 54%, compared with 12% to 43% in the prior 30 days.

Adoption

Which teams are moving onto agents, and which need help next

Attributed commits by team, this month against last, with the teams below the middle half marked.

See Adoption →
Two KPI tiles from the Costs overview: 30-day spend $93,463, up 85.2% on the prior 30 days, and top model opus-5 at 52% of spend across 10 models from 2 providers.

Costs

What agentic coding costs, and what a change could save

A bill you can explain by team, project and model, and changes priced before you make them.

See the Costs overview →
Two personal KPI tiles: long-context sessions account for 41% of spend, with 14 sessions past 300k tokens; 184 sessions in 30 days, 61 orchestrated.

For the developer

Your sessions, and what to change in the next one

Your own model mix, context use and review pattern, with the one change worth the most ranked first.

See what it suggests →

Adoption

Which teams moved onto agents, and which need help

The share of commits with explicit agent attribution by team, this month against last, with the middle half shaded. Teams below it are the ones to help next.

Adoption example: a weekly usage chart groups developers as Inactive, Occasional, Regular or Delegating. A team comparison shows current and prior commit-attribution shares, with the middle-half range shaded.

Versoa Dashboard, Adoption. Example data.

Costs

What last month's tokens cost, and what a change would have saved

Spend by team, project and model, counted on each developer's machine, with the 30-day total and daily average on one panel. Price a model, skill or setting change against last month's sessions before anyone switches.

The spend over time card: daily spend for the last 30 days as stacked bars by team, with a dashed 7-day average line and the period figures beneath.

Spend over time, Costs overview. Example data.

For the developer

A page that is yours: your sessions, your model mix, and what to try next

How your sessions ran, by model, token use and review pattern, and the change worth the most first.

My sessions · 30d
184
61 orchestrated · 123 single
My spend · 30d
$4,780
$159 /d · 58% on opus-5
Cache hit · 30d
97.8%
▲ 0.4 pt vs prior 30d
Long-context spend
41% of spend
14 sessions past 300k tokens
Session timeline
sc-591 · Thu 2026-09-04 15:10 · 100 min · 10 sessions · $31.70
0 min20 min40 min60 min80 min100 min 106k CONTEXTSESSIONIMPLEMENTER AREVIEWER AIMPLEMENTER BREVIEWER BIMPLEMENTER CREVIEWER C opus-5 · to-merge-ready · 3 implementerssonnet-5 · implementgpt-5.6-terra · 2 roundssonnet-5 · implementopus-5 · 3 rounds · same familysonnet-5 · implementgpt-5.6-terra · 3 rounds
What to change next
from your last 30 days, ranked by what it is worth
ReviewReviewed by the implementer's own model family

38 of your 61 orchestrated runs, as B on sc-591. Independent reviews found 2.3 times more across the team's last 60 sessions. Switch B to the Codex reviewer.

ContextLong context in Implementer B

This session reached 545k tokens. Split it at 300k and see what the run would have cost.

PlaybookNew team skill: batch-orchestrator

Approved and shared with the team.

Personal view. Example data.

Team

Three founders who needed this in their own teams

Teemu O. Virtanen
Teemu O. Virtanen
CEO · previously CEO of ALTEN Finland and Sweden, SVP at Digia · MSc CS
Janne Kytömäki
Janne Kytömäki
CTO · nine years CTO of AddSearch · AI-native SaaS, agentic engineering, RAG, enterprise security · MSc CS
Timo Smura
Timo Smura
CPO · previously CEO of Pixeldata, Data Lead at Verto Analytics · PhD Aalto, post-doc UC Berkeley

Early access

Get early access to Versoa.

Tell us how you’re using coding agents and what you’d like to improve, on your own or with your team.

One of the founders will get in touch to discuss whether Versoa is a fit and how to get started.

Request early access Talk to us