Backed by Y Combinator
Cloned companies to train your agents
RL environments seeded from real company data.
We clone the apps
a company runs on
13+ business tools, cloned and loaded with a real company’s data. They’re connected, so one email in Gmail can update HubSpot, Mercury and Carta.
GmailEmail
CalendarScheduling
DriveDocuments- SlackChat
HubSpotCRM
GitHubCode- LinkedInHiring
StripePayments- MercuryBanking
- GustoPayroll
- DocuSignSignatures
- CartaCap table
- Gov. filingsCompliance
- BloombergTerminal · Soon
One goal requires nine months and seven apps
- 01The agent gets a goal“Close a $250,000 seed investment from Maya.”
- 02It works across the apps, like an employeeEach card below is one step, in the app where it happens. Arrows show what each step needs first.
- 03Code checks that every record agreesNot “did it reply politely” — did the signed terms, the bank and the cap table end up consistent? Here, one doesn’t.
Gmail
Email the investor
“Can we meet about our seed round?”
HubSpot · CRM
Log the conversation
Investor contact + email history
Drive · Company records
Read company metrics
Revenue, runway and ownership
Calendar
Book the investor meeting
Jan 14 · 10:30 AM · Maya + founder
Gmail · Company counsel
Confirm with the lawyer
Counsel approves the SAFE agreement:
$250,000 investment · $10m cap
DocuSign · Agreements
Sign the SAFE agreement
Both parties sign the final terms:
$250,000 investment · $10m cap
Mercury · Banking
Receive the investment
$250,000 received
Payment matches the SAFE agreement
Carta · Cap table
Record the SAFE agreement
$250,000 investment
Agent enters an $8m valuation cap
Check the records against the signed termsMismatch found
SAFE agreement: $10m cap≠Carta: $8m cap
The wire is correct. The task fails until Carta matches the signed $10m valuation cap.
- Gmail
Email the investor
“Can we meet about our seed round?”
- HubSpot · CRM
Log the conversation
Investor contact + email history
- Drive · Company records
Read company metrics
Revenue, runway and ownership
- Calendar
Book the investor meeting
Jan 14 · 10:30 AM · Maya + founder
- Gmail · Company counsel
Confirm with the lawyer
Counsel approves: $250,000 investment · $10m cap
DocuSign · Agreements
Sign the SAFE agreement
Both parties sign: $250,000 investment · $10m cap
Mercury · Banking
Receive the investment
$250,000 received · matches the SAFE
Carta · Cap table
Record the SAFE agreement
Agent enters an $8m valuation cap
Check the recordsMismatch
Signed SAFE: $10m cap
Carta record: $8m cap
The wire is correct. The task fails until Carta matches the signed $10m cap.
Specifically for long-horizon tasks
Some tasks can’t be checked until they’re done. Closing March’s books means matching every bank line, and the receipts and payouts it needs arrive days later.
Task: close the books for March
412 tool calls across 7 apps, over 6 simulated days
- Mercury
- Stripe
- Gusto
- Slack
- Gmail
- Drive
- Ledger
Pulls 1,140 bank lines and March payroll.
Asks 14 employees and 3 vendors for missing receipts.
Replies and uploads trickle in. Stripe payouts settle on Apr 4. The agent matches each one as it lands.
Books close. The checks run.
Checks, run once the books are closed
- Every bank line is matched to a source1,140 of 1,140
- Ledger cash ties to the Mercury balance$1,284,310.17 = $1,284,310.17
- Payroll entries match Gusto2 runs · $412,880.00
- Stripe payouts match recorded revenue211 of 212A $4,200 payout that settled on Apr 4 was booked twice, once as revenue and once as a refund reversal.
Real enterprises recreated for RL
Please contact us! We'd love to purchase your data or help you push the frontier of enterprise AI
