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Optimize your team's AI usage to ship faster and spend less

Winner AI shows how your team uses AI agents, coaches weaker prompts, and turns winning workflows into a reusable company skill library.

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How it works

Acme Inc · Sample Workspace

Workspace

Dashboard

Logs

Members

Skills

Agents

Codex

Claude Code

Other agents

Dashboard

Agent sessions

1,248

+31% this week

Token waste flags

from messy context

Prompt issues found

187

64 fixed

Proprietary skills

5 ready to standardize

Agent work

All

Auth refresh bug fix

Codex · billing-api · branch/refresh-token

Good context

92/100

Q3 pricing analysis

Claude · finance · thread/pricing-review

Needs scope

55/100

Onboarding email rewrite

Claude · marketing · thread/lifecycle

Parallel work

71/100

Weekly support digest

Cursor · support · thread/ticket-summary

High token burn

34/100

Prompt coach

4 issues

PROMPT #41348

Missing success criteria

SUGGESTED REWRITE

"Fix the refresh token bug in billing-api. Use auth/session.ts and tests/auth-refresh.test.ts. Preserve the public API."

Apply to prompt

Dismiss

1 of 4

10x

Faster team upskilling

Faster shipping

29%

Reclaimable

AI spend

The problem

AI agents are powerful. Team usage is invisible.

Agent work is trapped on individual machines and in private threads.

One teammate provides full context while another writes “improve this.”

A great prompt disappears instead of becoming a skill the team can reuse.

Without visibility, leaders cannot tell whether AI is saving time, wasting tokens, or creating duplicate work.

How it works

Five steps.
No change to how your team already works.

Winner AI runs in the background after a teammate connects their machine.

STEP 01

Connecting…

Connect the machine

A teammate signs in, copies the install command, runs it where they use AI agents, and approves the connection.

STEP 02

Agents

Codex

Active

Claude

Active

Cursor

Active

Use agents normally

They keep using tools like Claude, Codex, or other AI agents without writing manual reports.

STEP 03

Activity

John Miller ran a session

Claude

billing-api

Paula Anderson coached a prompt

14m

Codex

scored 94 by the coach

Jason Smith opened thread “refresh-token loop”

Claude

web-app

SORT BY

Teammate

Agent

Project

Workspace

Thread

Winner AI organizes sessions

The dashboard shows activity by teammate, agent, project, workspace, thread, and time when that context is available.

STEP 04

Thinking...

Rewrite the onboarding email for new trial users. Start from the draft in the shared doc. Keep it under 150 words, match the tone guide, and end with one clear call to action. List what you changed and explain why

The prompt coach explains waste

It finds vague prompts, missing context, expensive back-and-forth, risky changes, and better ways to ask.

STEP 05

Write regression tests for a bugfix

23x

John reused this in Payments

How to debug an auth token flow

12x

Jason reused this in Identity

How to draft an investor update

Paula reused this in Fundraising

Write regression tests for a bugfix

23x

John reused this in Payments

Write regression tests for a bugfix

23x

John reused this in Payments

Write regression tests for a bugfix

23x

John reused this in Payments

Write regression tests for a bugfix

23x

John reused this in Payments

How to debug an auth token flow

12x

Jason reused this in Identity

How to draft an investor update

Paula reused this in Fundraising

Write regression tests for a bugfix

23x

John reused this in Payments

Write regression tests for a bugfix

23x

John reused this in Payments

Write regression tests for a bugfix

23x

John reused this in Payments

The toolkit compounds

Repeated successful prompt patterns become approved workflows that teammates reuse, improve, and standardize.

Get started

See Winner in your environment. Tailored to your team's workflow.

Book a demo

The moat

Everyone rents the same models. Your skills are the moat.

What compounds is the layer on top: the prompts, workflows, and skills that reflect how your team works.

Agent sessions

18 active

Fix refresh token loop after password reset

Strong context, clear success criteria, and regression test requested. Candidate for a proprietary debugging skill.

Codex

billing-api

branch/auth-refresh

12 min ago

Draft the Q3 investor update

Prompt is too broad. Suggest specifying the audience, key metrics to include, target length, and tone.

Claude

finance

thread/board-pack

24 min ago

Summarize this week’s support tickets

High token use from repeated full-thread context. Suggest narrower excerpts and one theme at a time.

Codex

support

thread/weekly-digest

48 min ago

Thinking...

Own it, don't rent it

Without this, your team's operating knowledge lives inside a vendor's chat logs. Winner AI turns it into a private, durable record you control.

Code review

Frontier

Summarize

Efficient

Draft email

Frontier

Benchmark skills across models

See which tasks need a frontier model and route the rest to cheaper ones at the same quality.

YOUR SKILLS

YOUR SKILLS

YOUR SKILLS

YOUR SKILLS

Escape model lock-in

Every workflow stays portable, so you can adopt a faster or cheaper model the week it ships.

Who it's for

Clear value for the whole team. Searchable memory, better prompts, and real oversight.

TEAMMATES

Get a searchable memory of your AI work

Review any past session and learn better prompting from real examples.

TEAM LEADS

See AI-assisted work without chasing updates

Spot active work, risky prompts, and duplicated effort in one place.

ADMINS

Manage access, machines, and private team context.

Invite teammates, manage roles, and control access to connected machines.

Privacy

Private by default. Built for permitted team visibility, not public sharing.

Session captured

Aug 4 at 14:02

Prompt coached

Aug 4 at 14:05

Suggestion accepted

Aug 4 at 14:07

Pattern repeated 3x

Aug 4 at 14:13

Creating skill…

Aug 4 at 14:22

Agent activity, prompt coaching, and team skill standardization

Invite

Search user

John Miller (you)

Full access

Jason Smith

Can view

Access level

Only people invited

Copy link

Access

Usage and session context, only visible to the people who need it

Skills Library

A way for leaders to coordinate and teammates to improve

FAQ

Common questions

PRODUCT

Who is Winner AI for — individuals or the whole team?

Does the team have to change how they use AI agents?

What exactly does prompt coaching improve?

What are "skills" in Winner AI?

How does Winner AI compound over time?

Does Winner AI lock us into one model provider?

Which AI tools does this work with?

Is this only for engineering teams?

TRUST

Why would a company pay for this?

Is this surveillance?

Can we export our data if we stop using Winner AI?

Still have questions? Contact us

Get started

Make AI agent work visible, coachable, and compounding.

Book a demo

Optimize your team's AI usage to ship faster and spend less

AI agents are powerful. Team usage is invisible.

Without visibility, leaders cannot tell whether AI is saving time, wasting tokens, or creating duplicate work.

Five steps.No change to how your team already works.

See Winner in your environment. Tailored to your team's workflow.

Everyone rents the same models. Your skills are the moat.

Clear value for the whole team. Searchable memory, better prompts, and real oversight.

Private by default. Built for permitted team visibility, not public sharing.

Common questions

Get started

Five steps.
No change to how your team already works.