For founders, operators & liquidators
Martal Group licenses the Slack threads, tickets, docs and code that show how your team actually worked, anonymized in-house and delivered to vetted AI labs.
Talk to a specialist about what you have, or get a range in under a minute.
Dataset evaluation
IN PROGRESSConnection depth across systems
What we license
The operational record of how your team worked: chat, email, documents, tickets, CRM and support, across Slack, Google Workspace, Notion, Jira, HubSpot and more.
def reconcile_invoices(batch):
# retry failed rows, see BILL-482
for row in batch.failed():
ledger.post(row, idempotent=True)
return batch.summary()
Private repositories, pull requests, reviews and the tickets behind them. Production code written by a real team to ship to real users.
License anonymized, multi-tool company data for agent training, RL environments and evaluations.
Explore datasetsRL environments
Post-training
Evaluations
Years of operational history have real earning potential. Martal values, packages and licenses it to AI buyers, so the company gets paid for work it has already done.
Preliminary range
$85K – $180K
Firm number after evaluation
We review what you have, count it, and tell you what it's worth before you commit to anything.
Frontier AI labs, RL environment builders and enterprise AI teams looking for real-world work data.
PERSON_014 flagged the COMPANY_221 renewal. Card ending 4417.
Same person → same token, in every tool.
Identities are tokenized consistently across tools; credentials, card numbers, faces and signatures are removed.
Licence agreement
SIGNEDA training-only licence your counsel reviews, exclusions annexed, and payment wired to the company entity.
How it works
We map which systems you used and how they connect, and give you a rough range.
15 minYou pick systems and date ranges. Exclusions are annexed to the contract before any data moves.
You decideRead-only access lets us count volume, coverage and connection depth. Then you get a firm number.
< 1 hourEvery person, company and account becomes a consistent token. You review a sample before delivery.
Our workPayment to the company entity. Raw archive deleted within 30 days, with a certificate.
2–4 weeksEstimate
Preliminary range
$50K – $105K
Anonymization
Same person → same token, across every tool.
# eng-billing · Slack
PERSON_014
@PERSON_027 the COMPANY_221 invoice batch failed again — 1,284 rows. Customer contact is PERSON_390 (EMAIL_390).
PERSON_027
Rolling back PR #2213. Opening BILL-482 and I'll call her at PHONE_390 before EOD.
Re: March invoices · Email
From: PERSON_390 <EMAIL_390> To: PERSON_014 Hi PERSON_014 — our AP team flagged duplicate charges on the March invoices. Card ending 4417. Can you confirm a credit before our close on the 5th? — PERSON_390, COMPANY_221 ADDRESS_118
Dataset profiles
DATASET KESTREL
Customer escalations traced from support ticket to code fix to account update.
DATASET HERON
Field-to-office workflows: RFIs, change orders, scheduling and billing.
DATASET WREN
Compliance reviews, month-end close and incident postmortems.
Our commitments
Buyers may train and evaluate models. Never market to, profile or contact anyone in the data.
Anonymization runs in our own environment. Labs only receive the code-named dataset.
Nothing is delivered until you've reviewed anonymized output from your own data.
Written into the contract, with a deletion certificate when it's done.
Anything you scope out (a client, a channel, an HR folder) never leaves your systems.
HR, health, payroll and personal channels are excluded by default.
Who works with us
License a slice of your history as a new revenue line. Keep using every tool as normal.
Turn systems you're about to delete into cash for creditors and shareholders.
Directors, liquidators and assignees can sign for the entity. We ask for authority up front.
Advising a company that's shutting down? See our partner program
FAQ
Connect with a Martal specialist. No commitment, and we handle the rest.