Spreadsheet accounting workflows
Screen, keystroke, and click-stream traces of month-end close in Excel, with outcomes and corrections.

Solutions / 01 · Human behavioral
Real professionals, real software, real deadlines. We partner with working floors and capture the job as it is performed: screens, keystrokes, decisions, outcomes.
500+
Corporate seats
3
Live offices
12
Professions
40+
Fields per session
Salaried accountants, designers, lawyers, and engineers doing their actual jobs.
Screen video, keystrokes, clicks, and app state, time-aligned to the millisecond.
Every session carries the task brief, the corrections, and the final deliverable.
PII and secrets scrubbed twice before any trace leaves our infrastructure.
Access at scale
These are salaried professionals doing their actual jobs on floors we partner with directly, rather than crowdworkers imitating the work, and every consenting seat is instrumented.
What we capture
Full-fidelity capture of every consenting workstation display.
Keystrokes, clicks, scrolls, and shortcuts, time-aligned to video.
Instructions, intent, and app/document state per session.
Deliverables, corrections, and success signals for every task.
Use case
A closer look inside a single session from one of our partner floors.
Event-level traces
Every trace pairs pixels with the input stream, the app state, and the correction loop that got the task done: the part agents cannot learn from screenshots alone.
Measured, not promised
Computer-use evals run before listing: the same model, with and without our traces. The lift ships in the spec sheet.
Instrumented cohorts across three partner floors.
01
Month-end close, reconciliation, and audit prep in Excel.
Excel · ERP
02
Briefs to shipped work in Figma and Illustrator.
Figma · Illustrator
03
Feature branches in IDE and terminal, tied to commits.
IDE · Terminal · Git
Commission a collection
Name the software, the task, and the volume. We stand up instrumented cohorts inside partner floors (real professionals, real deliverables) and return structured sessions with outcomes.
Catalog / Human behavioral
All verticalsScreen, keystroke, and click-stream traces of month-end close in Excel, with outcomes and corrections.
Full authoring sessions in PowerPoint and Word: drafts, revisions, formatting decisions, final artifacts.
Continuous capture of live design work (Figma, Illustrator, review cycles) from a working agency.
IDE, terminal, and browser traces of real feature work with commit outcomes. Secrets scrubbing in progress.
Contract markup, clause comparison, and approval chains: 3,214 annotated keystroke traces.
We instrument a cohort on the exact software stack your agent targets: CRM, ERP, email, browser.