From the experiment

Do coding agents recommend Microsoft 365 eSignature?

Microsoft 365 eSignature was chosen in 9% of 232 judged e-signature sessions, ranking fourth.

Published September 28, 2026 Updated September 29, 2026 Read as Markdown

Microsoft 365 eSignature was chosen in 9% of 232 judged e-signature sessions, ranking fourth. It was also raised as a candidate in 16 further sessions without being chosen.

This page reports what happened when Claude Code, Codex, Cursor, Grok Build CLI and Muse Code had to solve a problem in e-signature inside a realistic codebase. Not what a chat assistant says about Microsoft 365 eSignature. What an agent actually installed.

One thing to read first: every one of those wins came from a single codebase. That is a result about one repository rather than about e-signature in general, and the splits below cannot separate the two. Treat them as a description of that repository.

The numbers

CategoryE-signature
Sessions in the category232
Sessions where Microsoft 365 eSignature was chosen20
Install share9%
Rank in category4 of 13
Codebases it won in1
Raised as a candidate, not chosen16
Chosen when considered56%
Sitemicrosoft.com

By agent

Claude Code, Codex, Cursor and Muse Code land within 11 points of each other on Microsoft 365 eSignature, which is closer than most products in this experiment manage. Grok Build CLI ran fewer than 30 sessions here, too few to compare.

AgentSessionsChose Microsoft 365 eSignatureShare
Claude Code44614%
Codex7123%
Cursor52510%
Grok Build CLI15213%
Muse Code50510%

By who was asking

Microsoft 365 eSignature performs similarly across the four kinds of buyer, from 0% to 11%. That is unusual: the category leader changed with the persona in 23 of the 31 categories we measured.

Who is askingSessionsChose Microsoft 365 eSignatureShare
Junior developer86910%
Senior engineer5000%
Enterprise team961111%

What Microsoft 365 eSignature was up against

The full ranking in e-signature, from the same sessions:

#ProductRuns wonShare
1DocuSign8738%
2Dropbox Sign4419%
3Built in-house (no product adopted)3214%
4YouTrust2310%
5Microsoft 365 eSignature (this page)209%
6Documenso63%
7Signable52%
8SignWell42%

What this means

Agents almost never raise Microsoft 365 eSignature without choosing it: 16 sessions raised against 20 chosen. When it gets considered, it usually wins. The constraint is how rarely it gets considered at all, which is a presence problem: templates, framework integrations and pages that answer the configuration and production questions agents actually search for.

Where these numbers come from

The 232 sessions in e-signature are part of a published set of 15,051, run with real coding agents inside realistic codebases and judged blind. The full method is on one page: how we measured this.

Every e-signature run can be replayed on the board.

If you work on Microsoft 365 eSignature: the judge recorded a reason for every session where it was raised and passed over. Those reasons are in the transcripts.

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Common questions

Do coding agents recommend Microsoft 365 eSignature?

Yes. Microsoft 365 eSignature was chosen in 20 of the 232 judged sessions in e-signature, a 9% install share, ranking fourth in its category.

Does Claude Code recommend Microsoft 365 eSignature?

In 6 of the 44 sessions in e-signature run with Claude Code, which is 14%.

Do different coding agents treat Microsoft 365 eSignature differently?

Yes, and by a wide margin. Claude Code chose it in 14% of its runs and Codex in 3%.

How was this measured?

Real coding agents at pinned versions were run in sandboxes inside 92 realistic codebases and asked to solve real tasks. A simulated project owner approved or questioned each recommendation before any code was written, and a judge from a model family that builds none of the agents read every session blind.

How often is Microsoft 365 eSignature considered but not chosen?

It was raised as a candidate in 16 sessions without being chosen, and chosen in 20. That is a 56% conversion from considered to chosen.

Where this comes from

Armature ran 15,051 judged sessions with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code inside 92 realistic codebases, and published every run. The numbers on this page come from that work.

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