Corpora
Email, chat, tickets, CRM, ledgers and documents from one business, entity-consistent across every tool, with the outcome attached.
We turn real company records into training data and RL environments.
Years of records from real businesses, de-identified, and digital twins of the industry software they ran. Owners are paid for records they already have. Labs get expert work as it actually happened, in the context of a whole business, with the consequences attached.
rcm corpus · sample record
- claim
- CLM-2024-118473CLM-0000-000291status DENIED → APPEALED → PAID
- patient
- Maria Ortega-VillanuevaPatient 7f3aDOB 1961-03-14age band 60–64MRN 00482913[removed]
- provider
- Coral Ridge Dental AssociatesProvider ANPI 1093827465[removed]Fort Lauderdale, FL 33308Florida
- payer
- Delta Dental of FloridaPayer 12policy 883-XR-22910[removed]
- service
- CDT D2740 crown, porcelainbilled $1,450.00 allowed $1,062.00
- timeline
- submitted 2024-02-09submitted 2023-07-21denied 2024-02-27 (+18d)denied 2023-08-08 (+18d)appealed 2024-03-04 (+6d)appealed 2023-08-14 (+6d)paid 2024-04-16 (+43d)paid 2023-09-26 (+43d)
- note
- Spoke with Janelle at Delta re: missing pre-auth, resubmitting w/ x-rays from Dr. Feldman.Spoke with [payer rep] re: missing pre-auth, resubmitting w/ x-rays from [dentist 2].
For business owners
A check for records you already have.
If you run or ran a business with three or more years of history in software, we pay for a training-only licence to a de-identified copy. You keep everything. Your clients are never named. One fifteen-minute call to start; paid within two to four weeks of delivery.
Up to $300K
per company
2 to 4 weeks
to payment
No engineering
on your side
- Every record, every system, all of your IP. We receive a copy and a licence to use it for training and evaluation only.
- Names, contact details, account and policy numbers, addresses below state level, absolute dates, anything you exclude.
- Amounts, codes, statuses, outcomes, and the intervals between events. That is what a model learns from.
- A written offer after a read-only audit, payment in full within two to four weeks, and a copy of the method document.
Where the records live
Every system your business ran. None of the work is yours.
We run the export with you or your IT provider, using each system's own export tools or read-only access we use once and then hand back. Nothing to install, no engineer on your side, under two hours of your time in total. If your software is not listed, it almost certainly still works.
- Gmail
- Outlook
- Microsoft 365
- Slack
- Teams
- RingCentral
- Google Drive
- SharePoint
- Dropbox
- Box
- OneDrive
- Dentrix
- Open Dental
- Eaglesoft
- Clio
- MyCase
- PracticePanther
- Smokeball
- Tebra
- AdvancedMD
- athenahealth
- Waystar
- Availity
- eClinicalWorks
- Applied Epic
- EZLynx
- Xactimate
- CCC ONE
- Mitchell
- Audatex
- QuickBooks
- Xero
- Drake
- Lacerte
- UltraTax
- ProSeries
- Karbon
- SoftPro
- Qualia
- ResWare
- RamQuest
- Salesforce
- HubSpot
- Zoho
- Pipedrive
- ConnectWise
- Autotask
- Kaseya
- HaloPSA
- Zendesk
- CDK
- Reynolds
- DealerSocket
- Tekmetric
- Shop-Ware
How it works
From a company's records to an environment with a past.
Four steps, one chain of custody, documented per dataset.
01
Source
Operating and winding-down businesses in regulated, expert work license three or more years of records to us, in the software they actually ran.
02
De-identify
Every identifier out, every relationship intact. Consistent pseudonyms across every tool, dates shifted with intervals kept, rare events generalized, a re-identification test before anything ships.
03
Rebuild
We rebuild the vertical software as a digital twin and seed it with the de-identified history, so the environment has a past a model can be asked about.
04
Verify
Tasks come from what actually happened. Graders check the result against what the outside world said: paid, accepted, docketed, closed. Held-out slices become evals.
For labs
The data, the twin, and the evals, from one source.
Every delivery traces back to a named business under a training-only licence, through a documented de-identification method, to a watermarked file.
Read more
Environments
Digital twins of the industry-specific software the business ran, seeded with its de-identified history. API and computer-use access, tasks from the record, graders that check against what the outside world said.
Evals
Held-out slices that were never in a training delivery, scored with the same verifiers, refreshed as new records arrive.
Sensitivity
Sensitive by default.
Raw records are stored in the United States only, encrypted and access-logged. Identifiers are replaced with entity-consistent surrogates, dates are shifted per entity with intervals preserved, rare events are generalized, and every dataset passes a k-anonymity gate and a re-identification red team before delivery. Health data goes through HIPAA Expert Determination. Card data never enters the pipeline, seller exclusions are enforced by hash, and every delivery is watermarked.
Questions owners ask first
In most cases, yes. Your business owns its operational records, and the licence covers training and evaluation only, with your exclusions annexed. Where the records hold other people's protected information, such as patients, the law governs how it is de-identified and who may receive it, and we follow it: HIPAA Expert Determination, a Business Associate Agreement, US-only storage. Counsel reviews the licence before signature.
No. The buyer receives a de-identified dataset under a code name. Company names, people, addresses, account numbers and logos are replaced or removed consistently across every source, and the buyer is contractually barred from attempting re-identification. You review a sample before delivery.
Only a small named group at Enjamb Labs, under least privilege, with every access logged. The raw export never leaves our own pipeline and is never handed to another company. Buyers see the de-identified dataset and nothing else.
It depends on years of history, headcount at peak, how many systems can be linked to the same people and cases, whether outcomes are recorded, and how regulated the work is. The estimator on the sell page gives a range; a read-only audit gives the figure, and it is written into the licence before anything is exported.
One fifteen-minute call, a scoping pass, and either a native export from each system or read-only access we use once. Most owners spend under two hours in total. No engineer is needed on your side.
The full record of how a business in regulated, expert work actually ran: email, chat, tickets or cases, CRM, practice or claims management, accounting and documents, with the outcome of each case recorded. Medical billing, insurance and adjusting, title and escrow, accounting and tax, law, clinics, collision and dealers, managed IT. Three or more years of history.
From businesses that license it to us directly, each under a signed training-only licence. Nothing is scraped or bought from brokers, and data from customers of the Enjamb platform is never used. Every delivery ships with its licence chain, method document and watermark.