Spreadsheet Research Studio

Bring spreadsheet data into a defensible operating record.

Chokmi plugs straight into Excel and Google Sheets so coding, evidence testing, and reporting happen where your team already works. Numbers and LibreOffice users can upload through the web workspace and get the same Research Studio capabilities.

Choose your path

Which spreadsheet app do you use?

Two native add-ins cover the majority of trial teams. Numbers and LibreOffice run through the same Chokmi web workspace via Spreadsheet Bridge.

XL

Excel Research Studio

33 functions · streaming cells

Code survey responses, test findings, and generate reports without leaving Excel. Includes 33 custom functions you can type into any cell, a task pane sidebar for guided workflows, live streaming metrics, and rich expandable data types for detailed results.

GS

Google Sheets Research Studio

30 functions · reactive coding

Code survey responses with reactive AI that learns as you type. Includes 30 custom functions, a sidebar research studio, one-click research pipeline, and automatic PII detection. Every code you enter immediately triggers AI coding of similar responses.

N

Apple Numbers

Web upload

Export your Numbers spreadsheet as an .xlsx or .csv file, then upload it through the Chokmi web workspace. All the same AI coding and analysis features are available through the web interface.

LO

LibreOffice Calc

Web upload

Export your LibreOffice Calc spreadsheet as an .xlsx or .csv file, then upload it through the Chokmi web workspace. All AI coding, evidence testing, and report generation features are available.

Advanced

Need a desktop helper?

For native helper integrations that need to read local files or surface desktop context, follow our thin local contract so we keep one canonical import path.

DH

Desktop helper contract

Reference

How a future desktop helper should expose health, hand off context, and route file imports back into the same Chokmi response-import APIs. Keeps the browser fallback path intact.

Get started

Activate trials faster. Defend every decision.

Show us your spreadsheet workflow — coding, evidence checks, country-level reporting. We will show you how Chokmi turns it into one defensible operating record.