ZeroShot by BuildBetterZeroShotby BuildBetter
Install
Token efficiency, not token maxing

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.

We find the waste

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.

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Inefficiency scan · last 7 days
~38%of last week’s tool calls & tokens recoverable
Tool callsRe-deriving context already in a teammate’s session
14 sessions started cold instead of resuming an existing one.
wasted
4,200 / wk
→bb agent-sessions resume
saves
~3,800
Tool callsRe-reading the same files every run
The same 8 files grepped & read across 12 sessions.
wasted
3,400 / wk
→/bb-analyze
saves
~3,000
TokensRebuilding UIs before the design settles
The dashboard was rebuilt 3× before a layout stuck.
wasted
210k / wk
→prototype in ZeroShot
saves
~150k
TokensRe-litigating the same review conventions
11 PRs re-flagged the same 3 conventions by hand.
wasted
140k / wk
→/bb-review
saves
~120k
Tool callsBuilding the wrong thing first
Specs shipped without the customer context to scope them.
wasted
2,100 / wk
→/bb-specify
saves
~1,700
Recent sessions · efficiency score
auth/oauth-rewrite
91
payments/stripe-webhook
68
codex/llm-data-source
52
Estimated from your sessions. Apply a suggested skill and ZeroShot tracks the actual savings.
The leaderboard

Who’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.

🏆Token efficiency · this week
PRs shipped / Mtok
1
NS
Nikhil🔪 Surgeon
9.8M tokens · 14 PRs
98
2
MR
Maya
11.2M tokens · 12 PRs
86
3
DK
Daniel
14.1M tokens · 11 PRs
71
4
SS
Spencer💥 Token maxer
21.6M tokens · 9 PRs
52
Spencer burned 2× the tokens for fewer PRs. Nikhil ran surgical. Same battery, different mileage.
Prove it to your CTO

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.

›_
Usage · last 6 weeks
Illustrative
2.4M
tokens saved this month
18,402
tool calls intercepted
W1
W2
W3
W4
W5
W6
Projected without skills Actual with ZeroShot
Savings by team
Platform1.1M
Growth740k
Success520k
Coverage: 100% of your sessions.
“The conversations are never about capability now. Now they’re about, ‘hey, we’re spending so much.’”
Alexander Embiricos
Head of Enterprise, OpenAI
TechCrunch →

Get twice as far on the same budget.

Install once. Your agents inherit your team’s skills, your sessions stay shared, and your token spend drops. 30-day free trial — no card required.

$ curl -fsSL buildbetter.sh | sh

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