Oil painting of a ship caught in a storm off a rocky coast, a castle on the cliff above

Agents that run your company.

Turn the agents your team already uses into a workforce with the judgment to take on the problems that move your business, with results you can trust.

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The foundational layer any of your agents plug into. Three products that feed each other.

Built for the problems that run for months

Autonomy engine Coming soon

Churn, expansion, a stalled pipeline. It keeps the strategy, runs experiments through your agents, and learns what works.

See how it works

Your team’s knowledge, in every agent

Context layer

A pricing exception, a fix that failed, why a call was made. Learned once, kept, and handed to the next agent that needs it.

See how it works

Trust that lets your agents do more

Review gates

A support reply, a design call, a refund. Checked for judgment, not just errors, with a record of why each was allowed.

See how it works

Autonomy engine Coming soon

Your hardest problems can’t be solved in one agent run.

Rising churn, a stalled pipeline, a market to crack. You can state them in a sentence. Solving them takes months of research, tests and wrong turns. The Autonomy engine runs that work across your agents until it’s solved.

Autonomy engine/ChurnWeek 5

Objective

Churn is rising. Find out why, and bring it down.

Maya, started August 4

Ruled out, week 2

The new pricing tier pushed small teams out

Churn was already rising a month before the change.

Codex compared cohorts before and after

Supported, week 3

Accounts churn after their champion leaves

Now testing: an agent reaches out within a week of a champion change.

Claude drafting outreach

Testing since week 4

Teams never reach a second project

Half of new teams get a guided second-project flow.

Cursor built the flow

Week 1
Where is it rising? Week 2
Pricing ruled out Week 3
Champion loss found Week 5
Two experiments live

Now

Claude is drafting outreach to accounts that lost their championRunning
Tom is interviewing three mid-size teams that leftIn progress
Cursor is comparing the guided flow against teams without itRunning
Maya signed off on the week 3 findingsYesterday

Tell us the problem you’d point it at

Context layer

Grounded in your team, not just a prompt

A prompt tells an agent what to do. Context tells it how your team does it. Every agent gets what matters for its work and adds what it learns, so you can hand each one more.

Context/Company/Strategy 2026

Strategy 2026

212 updates from 9 people and 31 agent sessions

We win by being the one place a company’s numbers are defined and trusted. Everything we ship this year should make a metric more trustworthy, not faster to build. The evidence is in Why customers choose us; the trade-offs are in Product principles.

Three bets

Bet	Owner	Status
Metrics layer becomes the source of truth	Tom	Shipping Q4
Sell to the head of data, not the analyst	Maya	In progress
Self-serve for teams under 50	Tom	Paused

What we’re not doing

Competing on price. We lose that fight every time, see Competitors.
Building dashboards. We feed them, we don’t draw them.

North-star metric

Defined once, used by every team and every agent:

north_star: trusted_metrics_weekly
definition: metrics queried by 3+ teams in a week
owner: data-platform
excludes: [internal, sandbox]

Why self-serve is paused

Small teams signed up but never defined a second metric. See the test in Pricing before reopening this.

CursorSignup flow

CodexPricing page

ClaudeLaunch post

You

Write the launch post for our new metrics layer.

Company contextStrategy 2026We win on trust in the numbers, never on price or speed. Sell to the head of data.

Agent

Leading with one number everyone trusts, written for heads of data. Speed gets one line near the end.

Reply to the agent

Only what’s relevant

Each agent gets its domain’s context, and reaches across when a task needs it.

Learned once, used everywhere

What one agent learns and proves is there for every agent after it.

Any agent, any provider

Switch to the best model or tool. Your context comes with you.

New joiners start ahead

People and agents new to a team start from what it already knows.

Start with your team’s context

Review gates

Code has tests. Now judgment does too.

Set the bar for any work your agents do, from a support reply to a UI design to a strategy doc. Every output is held to it, so you can trust what they ship.

Review gates/Product UI/Team invites on Settings

Failed

Team invites on Settings

Cursor, just now

Invite your team

Teammates get access to every project.

[email protected]Member

Send inviteImport CSVCopy invite link

Notify admins of new members

Require approval for guests

Looks like the rest of our product
One clear next step
Nothing a new user has to learn
Copy is short and plain

History 312 runs on this gate

Empty state for Projects12 min
Billing page redesign40 min
Onboarding checklist1 h
Search filters2 h

CursorTeam invites

You

Add team invites to the Settings page.

Agent

Built the invite panel and submitted it to the Product UI gate.

FailedProduct UI

Three buttons compete for attention. Keep one primary action, Send invite, and move the rest behind More.

Agent

Making Send invite the only primary button and moving import and link into a More menu. Resubmitting.

Reply to the agent

Taste, as a test

Write what good looks like in plain words. Every output is held to it.

Feedback it can act on

The agent is told exactly what to change, and can fix it and resubmit on its own.

Fast enough to run inline

Put a gate inside your product or your own agents, without slowing them down.

Every call on record

Why every output passed or was stopped, and which standards decided.

Browse 20 review gate templates

Oil painting of a storm clearing over a river valley

Build autonomy into your AI workforce.

Let’s talk about making your company agent-driven: where your agents can take on more, and what they need to get there.

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Or email [email protected]