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For teams that hand real work to AI agents

Hand off more work. Check less of it.

OrgX turns every correction your team makes into a rule every agent follows, checks each result against your standard before it reaches you, and ends every run with a receipt you can approve in one read.

Free for one initiative, no card. One command connects the tools you already use.

This is OrgX

Everything your agents did. Only what needs you on top.

Goals, initiatives, decisions, playbooks and every agent, on example data. Decide something and watch the work move.

OrgX · Command

Northstar · Enterprise launch

3 things need you

Needs you 3

In motion 2

Recorded 2

Issue From 3 sessions

Use pnpm in northstar/web; npm breaks the lockfile

The same correction, typed three times this week by three people.

  1. Monday · Hope“We use pnpm here. npm writes a second lockfile and breaks CI.”
  2. Tuesday · Priya“We use pnpm here. npm writes a second lockfile and breaks CI.”
  3. Wednesday · Sam“We use pnpm here. npm writes a second lockfile and breaks CI.”

The problem

Your agents forget. So you repeat yourself and check everything.

Every session starts from zero. The same correction gets typed again, by someone else, in another tool. And nothing proves the work, so someone checks all of it by hand.

  1. Monday · Hope

    Claude Codenew session

    Working on the adding date-fns.

    npm install date-fns

    npm warn: package-lock.json created next to pnpm-lock.yaml

    YouWe use pnpm here. npm writes a second lockfile and breaks CI.

  2. Tuesday · Priya

    Claude Codenew session

    Working on the adding zod.

    npm install date-fns

    npm warn: package-lock.json created next to pnpm-lock.yaml

    YouWe use pnpm here. npm writes a second lockfile and breaks CI.

  3. Wednesday · Sam

    Claude Codenew session

    Working on the adding turbo.

    npm install date-fns

    npm warn: package-lock.json created next to pnpm-lock.yaml

    YouWe use pnpm here. npm writes a second lockfile and breaks CI.

Without OrgX. Explained three times. Checked by hand three times.

How it works

Every correction makes every agent better.

Connect once. OrgX reads the work, turns what it learns into rules and skills, checks every result, starts the next run in any tool from what is decided, and hands you a receipt.

  1. 1Connect
  2. 2Learn
  3. 3Check
  4. 4Carry
  5. 5Prove

01Connect

Keep the AI tools you already use.

Claude Code, Codex, Cursor, ChatGPT, OpenClaw or any MCP client. One command connects every client on a machine. Nobody switches tools, and connecting does not start a run.

One command finds Claude Code, Codex and Cursor on this machine and connects each one.

npx -y @useorgx/wizard@latest setup

Desktop terminal, Node.js 22+. Review the changes it proposes, then sign in.

Setup guide
Every integration

02Learn

OrgX reads what happened, not the summary.

A summary says what the agent meant to do. OrgX reads every chat and session for what actually happened: each command, failure and correction. It turns each into something specific, then adds them up across sessions into rules and skills, each linked to the moment it came from.

Each session’s summary said“Added date-fns. Build passes.”What OrgX read3 sessions · 15 steps · 3 corrections

1 What happened

Claude Code · Hope, Monday
  1. AgentWorking on the adding date-fns.
  2. Rannpm install date-fns
  3. Resultnpm warn: package-lock.json created next to pnpm-lock.yaml
  4. HopeWe use pnpm here. npm writes a second lockfile and breaks CI.
  5. Ranpnpm add date-fns
Cursor · Priya, Tuesday
  1. AgentWorking on the adding zod.
  2. Rannpm install date-fns
  3. Resultnpm warn: package-lock.json created next to pnpm-lock.yaml
  4. PriyaWe use pnpm here. npm writes a second lockfile and breaks CI.
  5. Ranpnpm add date-fns
ChatGPT · Sam, Wednesday
  1. AgentWorking on the adding turbo.
  2. Rannpm install date-fns
  3. Resultnpm warn: package-lock.json created next to pnpm-lock.yaml
  4. SamWe use pnpm here. npm writes a second lockfile and breaks CI.
  5. Ranpnpm add date-fns

2 What OrgX derived

Hope, Monday

  • What broke line 3npm warn: package-lock.json created next to pnpm-lock.yaml
  • Issue line 4Use pnpm in northstar/web; npm breaks the lockfile
  • Fix that held line 5pnpm add date-fns

Priya, Tuesday

  • What broke line 3npm warn: package-lock.json created next to pnpm-lock.yaml
  • Issue line 4Use pnpm in northstar/web; npm breaks the lockfile
  • Fix that held line 5pnpm add date-fns

Sam, Wednesday

  • What broke line 3npm warn: package-lock.json created next to pnpm-lock.yaml
  • Issue line 4Use pnpm in northstar/web; npm breaks the lockfile
  • Fix that held line 5pnpm add date-fns

3 What it adds up to

Rulefrom 3

Use pnpm in northstar/web; npm breaks the lockfile

3 corrections, 3 people: Hope, Priya, Sam
New checkfrom 6

Uses pnpm, not npm

Every later result is checked for it
Skillfrom 3

Add a dependency in northstar/web

  1. pnpm add the package
  2. Run pnpm build
  3. Commit pnpm-lock.yaml only
From 4 runs that passed CI

Point at, or tap, anything in columns 2 or 3 to see the lines it came from. On a phone, swipe across the columns.

Fixes other teams adopted

03Check

Every result is checked before you see it.

Code, documents, designs, proposals and payment runs, each checked against your standard as soon as it is done. Start from the rules you confirmed. What misses is flagged with the reason before it reaches you, so you review what passed.

0 of 6 results checked

0 cleared0 flagged

Contributor setup guide Setup guide

  1. Clone northstar/web.
  2. Run pnpm install.
  3. Start the dev server with pnpm dev.
  4. Open a pull request.
  • Uses pnpm, not npm

    Rule: Use pnpm in northstar/web; npm breaks the lockfile
  • Judged on 5 layers, each above the bar

    Correctness and risk · Verifiability · Scope discipline · Operability · Clarity
  • Closer to work you approved than work you rejected

    6 approved and 3 rejected examples

Cleared before anyone reviewed it.

How the quality bar works

04Carry

Every AI tool starts from what is decided.

Before work starts in any connected tool, OrgX loads the rules, skills and decisions that apply, and sets the checks the result must pass. Then the agent works, and the run ends with a record of exactly what it did. Nobody pastes context.

Claude Codenext task · ~/northstar/web

Starting: adding turbo.

OrgX · loaded 3 things already decided

  • Use pnpm in northstar/web; npm breaks the lockfileRule
  • Add a dependency in northstar/webSkill
  • Launch copy leads with the agency buyerDecision, by Hope

Criteria set before work started · 3

  • Uses pnpm, not npmFrom the team’s rule
  • Follows “Add a dependency in northstar/web”Skill from 4 runs that passed CI
  • Judged on 5 layersYour standard
  1. pnpm add the package
  2. Run pnpm build
  3. Commit pnpm-lock.yaml only

Receipt · 3 of 3 criteria met · ready to approve

Ran in
Claude Code
Steps
3, listed above
Uses pnpm, not npm
Passed on the commands this run used
Follows “Add a dependency in northstar/web”
3 of 3 steps done
Judged on 5 layers
Each layer above the bar

Also inOpenClawOpenCodeAny MCP client

05Prove

Receipts decide what reaches you.

Every run ends with a receipt: what was asked, the criteria set before it started, and the proof for each. Complete receipts are ready to approve in one read. A receipt missing proof lands with the person who owns it, with the reason. That record is how you review less, safely.

Ready to approve in one read · 3

  • Contributor setup guideEli · 3 of 3 criteria proven
  • PRD: bulk editPace · 4 of 4 criteria proven
  • Launch announcementMark · 4 of 4 criteria proven, on the 2nd attempt

Needs a person · 1

  • Payment run, week 12Second approver over $10k: no proof attached. Sent to Hope, who owns payments.

Below is the screen a receipt opens in. Try it: open a criterion, accept a risk or flag it, approve or send back.

Real evaluation records

What you get

Right the first time. Explained once. Paid for once.

  • Quality

    Right the first time

    Every result is checked against your standard before it reaches you. What misses comes back with the reason, so it is fixed before anyone reviews it.

  • Speed

    Explain it once

    A correction confirmed once is in every later session, in every tool your team uses. Nobody pastes context or re-briefs a new agent.

  • Savings

    Stop paying for the same mistake

    In 3,307 of our own agent sessions, 140 separate sessions hit the same failure, each starting from zero, and more than 1,100 calls went to failures an earlier session had already hit. Each one is a run paid for twice.

    Source: Trail on OrgX’s own Claude Code and Codex history, September 2026
For you
Approve on a receipt instead of redoing the check.
For your team
A new teammate’s first session already follows the team’s rules.
For your clients
The proof travels with the work.

Start free today

  • Free for one initiative, no card.
  • One command connects the tools you already use.
  • Team plan: If your 60-day proof report shows no measured improvement, we refund the plan.
Start free

For agencies and client work

Show clients the work,and the proof behind it.

Send one link instead of a status call. Your client sees what shipped, who accepted it and why, with every receipt attached.

  • Sign-off happens on the evidence, not on a meeting.
  • An invoice or renewal comes with the record that backs it.
  • Your brand stays in front of your client.
Book a closeout review
An OrgX proof room for an example client: three delivered artifacts, the launch narrative preview and its acceptance record.

You stay in control.

Send, deploy or spend
OrgX-managed sends, deploys and spend stop for a person.
Your keys
Your workspace connects with keys you own and can revoke.
Decisions keep their owner
Every recorded decision keeps who made it and the evidence behind it.
Security and access
Pricing

Choose how you put agents to work.

Try one initiative for free. Run ongoing work with Starter. Share client delivery and its evidence with Agency.

Compare plans
  • Free

    $0Forever · no card

    Try your first initiative with all 7 agents.

    • One active initiative with its work record
    • Manual guidance before consequential work moves
    • 100 agent credits each month
  • StarterFor your own work

    $98/month · billed monthly

    Run ongoing work with approvals and evidence attached.

    • Unlimited initiatives with durable work records
    • Sends, deploys, and spend stop for your approval
    • Decisions, artifacts, and receipts stay connected
    • 500 agent credits each month
  • Agency

    $298/month · billed monthly

    Show clients the work, its evidence, and who accepted it.

    • Co-branded proof rooms clients can inspect
    • Accepted deliverables keep their evidence and next action
    • Up to 5 seats for client-delivery teams
    • 2,000 agent credits each month
  • Enterprise

    CustomScoped with our team · seat-based or annual

    Answer to governance teams with the record intact.

    • Enterprise identity, audit trails, and data controls
    • Dedicated capacity, SLAs, and executive reporting
    • Unlimited agent capacity

Want OrgX to set up your first client loop? Client Proof Loop, $2,500/month. First proof room within 7 days.See the managed offer

What’s new

Research, releases, and field notes

All posts
  1. · Product updateOrgX is in the ChatGPT plugin directoryConnect your OrgX workspace to ChatGPT and start with the decisions and project context your team has already recorded.
  2. · Field noteGuardrails Before the Work, Acceptance After ItHanding real work to agents takes two records: what an agent may do before it acts, and who accepted what it produced afterward. OrgX keeps both on the same initiative.
  3. · Field note3,328 receipts. One acceptance row.Braintrust and Basis made agent behavior testable. The next primitive makes the judgment cumulative: an open work receipt that binds a behavior verdict to authority, artifacts, cost, and human acceptance.
Questions

Before you start

Still deciding? Bring one piece of agent work to a 30-minute review.

Book a proof review
What does OrgX do?

OrgX is proof for AI-delivered work. Claude Code, Codex, Cursor, and OpenClaw write to one shared record, so a decision keeps its provenance (the sessions, the clients, the evidence) no matter which agent picks the work up next. Capture depth still differs by client today.

Can we control what agents are allowed to do?

Yes. Each initiative runs in manual, gated, or autopilot mode, and each connector is set to allow, ask, or deny. Sending, spending, deploying, merging, and deleting always stop for a person in every mode. Checking finished work against a published quality bar is in beta.

Do we have to switch AI tools?

No. OrgX connects through MCP and plugins to Claude Code, Codex, Cursor, ChatGPT, and OpenClaw. Setup differs by client; the record is shared across all of them.

What counts as “accepted” work?

An agent reporting done is a claim, not an approval. An agent can never approve its own work: that floor is enforced in code and fails closed. Work counts as accepted when an owner records the ruling.

Can someone outside OrgX verify the work?

Agent Work Receipt v0.1 is an open, account-free format. A receipt carries its evidence and integrity hash, and it can be checked with the public validator without an OrgX login.

What does it cost to start?

The Free plan covers one active initiative. Paid plans start at $98 a month. If you want us to run it with you first, two scoped episodes on one of your real deliverables cost $250.