Measure and steer agentic engineering cost and adoption.

See where the AI budget goes. Find which teams need support next.

Cost and return

Trace the AI budget to the work it paid for

Versoa adds up the coding-agent sessions from your developers’ machines into estimated cost by team, project and model. Drill into any category to see the sessions behind its cost.

With your repositories and tickets linked, each merged pull request shows what it cost in AI, for features, bug fixes and maintenance.

Overview for July 1 to September 22: spend of $131,303, up 19.8% on the 84 days before; $2,225 per active developer; 59 of 68 measured developers active; 1,259 AI-assisted merged pull requests, 62% of 2,041 merged; $41.52 of AI cost per AI-assisted pull request, down 13.3%, with 40% of spend on merged pull requests. Left, weekly spend as stacked bars for Team A to D. Right, weekly AI cost per AI-assisted pull request by work type: features $80, bug fixes $21, maintenance $13 and unclassified $39. Below, two suggested next steps: Team B moves searches and file reads to a smaller model and saves $2,100 a month, and the organization reassigns 7 underused subscriptions and saves $1,400 a month.

Adoption and maturity

See where your teams stand with coding agents and what lifts them next

Versoa places each team and the whole organization on a maturity ladder, month by month. For each team, Versoa suggests a next step the person driving adoption can follow as an initiative.

Product companies see whether every team works with coding agents like their best one. Services companies get a measured answer when a client asks how their consultants work.

Adoption and maturity view for 68 developers in Team A to D, April to September: each team’s mean maturity stage by month, rising from 2.2 to 3.2 for the organization, with Team A furthest at 4.2 and Team D at 2.4; a chart of developers by stage, 49 of 68 at Harness or above; and three suggested next steps, such as pairing Team D with Team A.

Founders

Three founders who needed this in their own teams

Teemu O. Virtanen

CEO · previously CEO of ALTEN Finland and Sweden, SVP at Digia · MSc CS

Janne Kytömäki

CTO · nine years CTO of AddSearch · AI-native SaaS, agentic engineering, RAG, enterprise security · MSc CS

Timo Smura

CPO · previously CEO of Pixeldata, Data Lead at Verto Analytics · PhD Aalto, post-doc UC Berkeley

Contact

Explore Versoa for your organization.

Tell us how your teams use coding agents today and what you want to understand about their use and its cost.

One of the founders will reply to arrange a conversation about your organization, your teams’ coding agents and the commercial fit.

Talk to us