Professional work & documents
Real work documents from engineering, finance, sales and consulting: the original files, their rendered pages and the company records around them.
- 800,000documents processed. Hundreds of thousands processed every week.
Sample
One page from a public reportWhat comes with each document
The original file, its rendered pages, its text, and a SHA-256 hash of each file. The page here is from our public Operational Telemetry report; samples from the product itself come on request.
Read the reportData availability report
Operational Telemetry
A cross-tool activity graph from real companies.
Records from 38 tools, resolved across people, teams, documents and tasks.
Selected inventory
| Source | Unit | Count |
|---|---|---|
| Chat | Messages | 38.4M |
| Emails | 11.2M | |
| File storage | Files | 3.6M |
| Jira | Tickets | 312K |
This report describes availability and structure. It reports no signal, model or predictive result.
The page’s text
gerra / research Working draft Data availability report Operational Telemetry A cross-tool activity graph from real companies. Records from 38 tools, resolved across people, teams, documents and tasks. Selected inventory Source Unit Count Chat Messages 38.4M Email Emails 11.2M File storage Files 3.6M Jira Tickets 312K This report describes availability and structure. It reports no signal, model or predictive result. Gerra Research 01
SHA-256 hash of that text
d44971a3dc546f21ace1322066cf3e87254b271104ce13e1672eadb4c2c7684a
Specifications
4 parts| Availability | Existing collections and tailored task families |
|---|---|
| Formats | DOCX + PDF, JSON + Parquet, Structure + metadata |
| Built for | Document intelligence, knowledge work & professional agents |
| Used for | Pretraining, Document intelligence, Supervised post-training, Professional evaluation |
Available now
| Domains | Engineering, finance, sales and consulting |
|---|---|
| Work products | Documents, tables, figures and native structure |
| Connected context | Communication, project and operating records |
What ships
Source-native work products
Editable documents, rendered views, tables, figures, and the native structure that carries the substance of the work.
Document-intelligence layers
Reading order, block and table structure, record metadata, and human-corrected outputs for multimodal training and evaluation.
Professional task data
Grounded questions, source bundles, finished human reference artifacts, scoring rubrics, and exact checks where the work allows them.
Connected organizational context
Work products can be paired with the surrounding communication, project, engineering, and operating records that explain how decisions were made.
Quality
Method noteWhy Automated De-Identification Passes Corpora That Humans Reject
A document can pass an automated privacy check and still give away where it came from. Our note looks at what human reviewers catch, and why the substance of the work has to survive.
Request a sample
We send real records in the format you would receive, with the field list and where each record came from. Access for evaluation is limited and covered by a mutual NDA.
ProductProfessional work & documents