OBSERVE / SESSIONS

Know what AI costs.
See what it delivers.

Connect AI spend to shipped code, rework, and human effort. See where your teams get value, where time and tokens go, and what to improve next.

Connect AI spend to shipped code, rework, and human effort. See where your teams get value, where time and tokens go, and what to improve next.

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AI spend$12,480

Across agents and teams

Work delivered96

Merged pull requests

Work revisited25%

AI-generated lines changed before merge

Where the investment went

New features$6,240
Rework$2,496
Tests & reviews$1,872
Exploration$1,872

Get answers you can act on.

Connect the bill to the work.

96merged PRs · $130 AI spend per merge
New features$6,240 · 50%
Rework$2,496 · 20%
Tests & reviews$1,872 · 15%
Exploration$1,872 · 15%

See the pattern.
Open the work behind it.

A number tells you where to look. The session shows you why. Follow patterns in spend, rework, and human effort to the context, tool calls, and decisions behind them.

A number tells you where to look. The session shows you why. Follow patterns in spend, rework, and human effort to the context, tool calls, and decisions behind them.

SESSION / TEAMMATE
09:0012:0015:00
TURNS
Agent activityHuman intervention

See where people step in

Lanes connects agent activity with human intervention. Select a session to see the correction and what happened next.

Understand what each run consumed

List brings sessions, tokens, and turns together. The detail panel shows active time, cache use, and human input for the selected run.

Find the pattern across sessions

Summary highlights concentrated token use and the sessions needing the most input. Search by teammate or repository to focus the comparison.

NEXT / DISTILL & SHARE

What happens after you observe?

Turn what you see into knowledge the whole team can use. Distill useful decisions, lessons and working practices into a shared Brain, ready for the next person and their agent.

Explore Distill & Share →

Explore Distill & Share →