Same battery.
Different mileage.
Everyone’s capped at the same token budget. The question is who gets the most done with it — and ZeroShot gives you the receipts.
Watch your team get better at this.
Is your codebase getting easier to work in? Are your agents getting more efficient? ZeroShot reads your history and tells you straight — fewer corrections, less friction, and more shipped per token, month over month.
See exactly where your
tokens & tool calls leak.
ZeroShot scans your agent sessions, flags the tool-call and token inefficiency — re-derived context, rebuilt UIs, re-litigated reviews — and suggests the exact skill that fixes each, with the savings attached.
bb agent-sessions resume/bb-analyzeprototype in ZeroShot/bb-review/bb-specifyWho’s a surgeon,
who’s a shotgun.
ZeroShot scores your team on output per token. Spending the most tokens isn’t the flex — getting the most done with them is.
See exactly what you saved.
Tool calls intercepted, tokens saved, broken down by team. The number a CTO needs to sign off — and the proof your engineers are getting twice as far on the same budget.
Everything your agent sessions can tell you.
One read of your sessions and the whole picture surfaces — what you’re working on, where the tokens go, and how it’s all trending.
What kind of work
Token spend split across research, features, bug fixes, and refactors — see where your team's effort actually goes.
Where tokens go
Spend broken down by repo, person, and PR, with a 30-day trend and month-end projection.
Efficiency score
A 0–100 score from token windows, tool pressure, signal coverage, and repair / scope drag.
Speed & velocity
Time saved, shipping speed, and tokens-per-ship — before and after your skills kicked in.
Coverage
Which codebase areas your skills actually cover — skill-system, docs, tests — with a confidence read on each.
Ranks
How you stack up against your team and the global ZeroShot cohort on efficiency and output.
Extraction & signals
Every friction event, signal type, and piece of evidence ZeroShot pulled from your sessions.
Cost
Token reduction: current vs. projected spend, with savings attributed to the work that's actually reducible.
Top friction sessions
The sessions that took the most steering, ranked — the back-and-forth quietly draining your budget.
“The conversations are never about capability now. Now they’re about, ‘hey, we’re spending so much.’”
Get twice as far at twice the speed
on the same budget.
Your agents inherit your team’s skills, your sessions stay shared, and your token spend drops. Join the waitlist — or book a demo to skip the line.