Agent session monitoring
to make your team go
3.7× faster.
Every agent session is extracted to pinpoint what’s slowing your team down — then automatically fixed, shared, and enforceable across every agent.
- → Turn agent sessions and PR reviews into reusable skills — agents get it right the first try, with up to 90% fewer tokens
- → Hand off any session across CS → Product → Eng — pick up where a teammate left off, no one stalls waiting on context
- → Enforce the right skills every time — cut PR review time by 67% and make every engineer ship like your best one
Overnight your team shipped 8 PRs about 4× faster and skipped 15h of repeat work. 3 new skills are ready for review.
/payments-reviewspotted across 11 PRsReview →/export-perfspotted across 6 ticketsReview →/migration-guardmissed a rollback 3×Fix →Where everyone's stuck: 3 sessions burned 40k+ tool calls on the export migration — add /migration-guard to fix.
Illustrative — generated from your team's real sessions.
Uber has completely depleted its AI budget for 2026 as of April — four months into the year.
It's like the crack-cocaine epidemic — you're kind of beholden to it.
Agents now write a tenth of the world's code, and the spend is getting impossible to justify. The teams that win are the ones getting twice as far on the same budget.
Skills, insights, and observability
— for the whole team.
Turn sessions into skills
→Build reusable skills from your team's agent sessions and PR reviews — cut token spend up to 90% on the repetitive work agents keep re-deriving.
See where the tokens go
→Output-per-prompt efficiency, the real cost of every PR, what kind of work eats your budget, and the modules your team steers most — the ROI a CTO can sign off on.
Monitor every agent session
→A live, searchable view of every coding-agent session across your team — who's building what, where context lives, and which flows are burning budget.
We find what's slowing your team down.
Automatically.
Every session is captured and searchable, and the same signal pipeline behind BuildBetter runs over all of it in the background — extracting the friction that slows your team down and turning it into skills that fix it for every agent. No dashboards to babysit, no manual tagging.
Captures every session
Every Claude Code, Codex, and Cursor session is captured and searchable the moment it runs — locally, and nothing leaves your repo without consent.
Extracts the signals
The pipeline classifies each session in the background — retry loops, course corrections, missing context, rework — so friction surfaces itself.
Spots what slows you down
Repeated friction is clustered across sessions and people into the patterns burning your team's time and tokens — the work worth fixing once.
Builds the skill
Each cluster is drafted into a reusable skill automatically. You just review and merge — and it fixes it for every agent, every time.
A window into how your team actually codes with agents.
Every Claude Code, Codex, and Cursor session your team runs — in one place, live. See who's building what, where the tokens go, and which flows are worth turning into a skill.
Live sessions
Watch agent sessions across the team as they run — no more guessing what's in flight or who's stuck.
Cost attribution
Token spend broken down by person, repo, and PR, so the expensive flows surface themselves.
Context handoff
Pick up any session where a teammate left off — hand work cleanly across CS → Product → Eng.
“ZeroShot flagged that my Playwright skill was burning about $4k a month. It rebuilt the skill around it — now it's about $200 a month and 10× faster.”
You're not blocked on talent.
You're blocked on using your tokens better.
When your agent has your team's skills, it gets the build right the first time — no re-deriving context, no re-litigating conventions, no burning a review cycle on the wrong thing.
"I'm blocked from using agent tools the second I hit my budget. ZeroShot unblocks me — same cap, twice the output. That's the whole pitch."
Start free, right on your machine.
Download the Mac, Windows, or CLI app and run it entirely on your machine — free, no account, nothing leaves your repo. Plans scale up when your team is ready.
Brought to you by BuildBetter.AI
The #1 tool B2B SaaS teams use to turn customer signals into shipped features. 50,000+ people use BuildBetter every day to do better product work — with SOC 2, GDPR, and full data control on every plan.
“The only way I let a non-engineer ship to production is if they're using ZeroShot. It works that well.”
The customer & company context layer for your coding agents.
Connect BuildBetter.ai — the customer intelligence platform trusted by 50,000+ people — and your agents code with the full picture: what customers actually asked for, how your company decided to build it, and every signal in between. Not just your repo.
Build what customers asked for
→The calls, tickets, and signals behind the work flow straight to your agents — so they build the right thing, not just a thing.
Code the way your company works
→Decisions, docs, and conventions flow in too — so agents follow how your team actually builds, not a generic best practice.
No more reviewing slop
→Make sure the right skills run every time — like before a PR goes up for review — so senior engineers stop reviewing slop.
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.