For CTOs: rolling Claude Code out to a team, and what to measure
By Soumen Sarkar · October 2026
For you. When you roll Claude Code out to a team, the risk isn't the agents. It's that sessions, people and the rest of the company stop seeing each other's work. Measure adoption with Anthropic's own dashboard, and measure coordination (assumptions caught, clashes caught, handoffs picked up) on Campfyrr's Activity page. Teams pay $9 per developer a month, and Campfyrr never stores your code.
Where is the risk when a whole team adopts Claude Code?
Not in the agents. They are the best collaborators we've ever had, and each session does good work on its own. The risk sits between people:
- Sessions don't see each other. Each one loads CLAUDE.md and the code. None of them sees a teammate's plan, so two sessions can pull one area in two directions.
- Engineering outruns the company. Features land in a day. Product, QA, sales and support still learn about them in a weekly meeting, in the wrong order. See silos at agent speed.
- The glue becomes a project. Someone wires Claude into Slack, the tracker and CI by hand, and every tool change breaks it. See when the glue becomes the project.
- Nobody can say what shipped. You can count merged pull requests. You can't easily tell the CEO what they were for.
What should you measure?
Measure two things: whether people use Claude Code, and whether the team stays in step while they do.
Adoption: Anthropic already measures it
On Claude for Teams and Enterprise, admins and owners get an analytics dashboard with daily active users and sessions, lines of code accepted, suggestion accept rate, and, with the GitHub app, pull requests shipped with Claude Code (Claude Code docs). Anthropic calls those contribution numbers "deliberately conservative" and suggests reading them alongside DORA metrics. For per-user tokens and cost, the same page points to OpenTelemetry export or the spend report. Use these. Campfyrr doesn't repeat them.
Coordination: what the dashboard can't see
Lines of code don't tell you whether a session built on a wrong guess. Campfyrr's Activity page, one per project, opens with a card called "What Campfyrr caught for your team this week". It counts, from what sessions recorded:
- wrong assumptions caught before they were built on
- clashing decisions caught as they happened
- questions answered from the team's record, so nobody had to be asked
- assumptions stated instead of stopping to ask, and how many were confirmed
- handoffs picked up, and typically how long after
- decisions recorded for every later session
Watch the trend, not one week. More questions answered from the record means the team is writing down what sessions need. Wrong assumptions caught early is rework you didn't do.
We watch one number for ourselves: teams whose second developer connects within seven days. It's a good rollout check for you too. If the second person never connects, the team isn't sharing anything yet.
Status: for the people who don't read code
Each project also has a "Where are we?" view in plain words: what's being worked on, what landed, what's waiting on whom, and the latest published plans and test results. Send its link to the CEO instead of writing an update. See telling your CEO what shipped.
How do you roll it out with low risk?
- Pick one repository and one team of three or more.
- Ask your lead to follow the hour-long rollout in the page for engineering leads.
- Install with one plugin from /connect. Don't build your own glue first.
- Invite product and QA in the first week. Their seats are free.
- Read Activity together at the end of week one.
- Expand to a second team only when the second developer connected and the card shows catches.
If you manage Claude Code with managed settings, keep doing so. Nothing in your own settings files can override a managed key (Claude Code docs), and Campfyrr adds hooks and one MCP server beside it.
What does Campfyrr keep, and what doesn't it?
It keeps the context of the work: decisions, rules, handoffs, the area of the code each session touched (by file path), and the assumptions it stated. It never takes your code, your diffs or your session transcripts, and it stores only a fingerprint of each access token. A hosted model writes the plain-words parts, and secrets are removed before it sees anything. Everything is on the trust page.
Be clear about what isn't there yet. There are no audit logs and no single sign-on today; both are planned for a later Business plan. Campfyrr doesn't review code, run tests, replace CI or replace your tracker.
What does it cost?
One person is free. Teams pay $9 per developer a month, from three developers, or $7 billed yearly. A developer is anyone whose sessions connect. Founders, product managers, support and anyone else who only reads or answers are free. A team of ten developers costs $90 a month. Everything is free during early access. See pricing.
Before you build your own integrations, read wiring Claude into every tool yourself vs one shared layer. To bring the business side in, send your founder the page for founders.
The problem this answers: Silos at agent speed: "Engineering moves at agent speed, but product, design, QA and the business still work in separate silos."
The principle behind this: Let the work speak: Our work explains itself, so nobody ever has to come and ask us.
Move as one at agent speed. Nobody waits. Add Campfyrr to Claude: it briefs every agent before it touches the code, keeps assumptions and handoffs where the team can see them, and never takes your code (what it keeps).