From the experiment

Do coding agents recommend Google Workspace?

Coding agents raised Google Workspace in 73 of 520 judged authentication sessions and chose it in none of them.

Published September 23, 2026 Read as Markdown

Coding agents raised Google Workspace in 73 of 520 judged authentication sessions and chose it in none of them.

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

The numbers

CategoryAuthentication
Sessions in the category520
Sessions where Google Workspace was chosen0
Install share0%
Raised as a candidate, not chosen73
Chosen when considered0%
Siteworkspace.google.com

Which agents raised Google Workspace

Every agent considered it and none adopted it. Claude Code raised it most often, in 23% of its authentication sessions.

AgentSessionsRaised Google WorkspaceChose it
Claude Code13330 (23%)0
Codex1363 (2%)0
Cursor13329 (22%)0
Grok Build CLI506 (12%)0
Muse Code685 (7%)0

Which buyers it came up for

It surfaced most for requests written as enterprise team, in 30% of those sessions. Knowing which buyer already has the product in mind tells you which pages to fix first.

Who is askingSessionsRaised it
Vibe coder714 (6%)
Junior developer16017 (11%)
Senior engineer17417 (10%)
Enterprise team11535 (30%)

What Google Workspace was up against

The full ranking in authentication, from the same sessions:

#ProductRuns wonShare
1Auth011723%
2WorkOS AuthKit11723%
3Clerk6112%
4Microsoft Entra ID5511%
5Built in-house (no product adopted)489%
6Better Auth214%
7Keycloak133%
8Arctic92%

What this means

Raised 73 times and chosen none is a specific, diagnosable result, and a better starting position than being unknown. The agent has the product in mind. It reached the shortlist 73 times. Something then lost every one of those sessions.

In our data the causes, in the order they occur:

  • The quickstart does not run when pasted, so the agent abandoned it mid-integration.
  • The documentation describes an interface that changed, so the generated code failed.
  • The product name and the package name differ, so the install step went wrong.
  • The fit was genuinely wrong for the repository, which is fine and worth knowing.

All but the last are fixable in days, and the reason is written down in the session transcript.

Where these numbers come from

The 520 sessions in authentication are part of a published set of 11,878, run with real coding agents inside realistic codebases and judged blind. The full method is on one page: how we measured this.

Every authentication run can be replayed on the board.

If you work on Google Workspace: 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 Google Workspace?

They raise it but do not choose it. Across 73 sessions where Google Workspace came up as a candidate, agents chose something else every time.

Does Claude Code recommend Google Workspace?

In 0 of the 133 sessions in authentication run with Claude Code, which is 0%.

Do different coding agents treat Google Workspace differently?

Not much. Claude Code, Codex, Cursor, Grok Build CLI and Muse Code chose it at similar rates, between 0% and 0% of their runs.

How was this measured?

Real coding agents at pinned versions were run in sandboxes inside 91 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.

Where this comes from

Armature ran 11,878 judged sessions with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code inside 91 realistic codebases, and published every run. The numbers on this page come from that work.

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