From the experiment

Do coding agents recommend Vercel Functions?

Vercel Functions was chosen in 23% of 476 judged serverless compute sessions, ranking second.

Published October 14, 2026 Read as Markdown

Vercel Functions was chosen in 23% of 476 judged serverless compute sessions, ranking second. It was also raised as a candidate in 163 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 serverless compute inside a realistic codebase. Not what a chat assistant says about Vercel Functions. What an agent actually installed.

The numbers

CategoryServerless compute
Sessions in the category476
Sessions where Vercel Functions was chosen110
Install share23%
Rank in category2 of 14
Codebases it won in3
Raised as a candidate, not chosen163
Chosen when considered40%
Sitevercel.com

By agent

Claude Code, Codex, Cursor and Muse Code agree closely on Vercel Functions, choosing it at rates within 3 points of each other. Grok Build CLI ran fewer than 30 sessions here, too few to compare.

AgentSessionsChose Vercel FunctionsShare
Claude Code1203025%
Codex1443222%
Cursor1192622%
Grok Build CLI22418%
Muse Code711825%

By who was asking

Vercel Functions does much better with one kind of buyer than another. It won 48% of sessions asked as junior developer and 0% of those asked as enterprise team.

Who is askingSessionsChose Vercel FunctionsShare
Vibe coder6000%
Junior developer1195748%
Senior engineer1775330%
Enterprise team12000%

What Vercel Functions was up against

The full ranking in serverless compute, from the same sessions:

#ProductRuns wonShare
1AWS Lambda11424%
2Vercel Functions (this page)11023%
3Built in-house (no product adopted)8818%
4Azure Functions5912%
5Cloudflare Workers306%
6Google Cloud Run143%
7Inngest82%
8Fly.io82%

What this means

A solid second or third position in a category means the agent is genuinely choosing rather than reaching automatically. That is a winnable position, because the inputs it uses can be changed.

The fastest gains are usually in the sessions that were nearly won: read them, find the step where the agent moved on, and fix that step.

Where these numbers come from

The 476 sessions in serverless compute are part of a published set of 15,287, run with real coding agents inside realistic codebases and judged blind. The full method is on one page: how we measured this.

Every serverless compute run can be replayed on the board.

If you work on Vercel Functions: 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 Vercel Functions?

Yes. Vercel Functions was chosen in 110 of the 476 judged sessions in serverless compute, a 23% install share, ranking second in its category.

Does Claude Code recommend Vercel Functions?

In 30 of the 120 sessions in serverless compute run with Claude Code, which is 25%.

Do different coding agents treat Vercel Functions differently?

Not much. Claude Code, Codex, Cursor and Muse Code chose it at similar rates, between 22% and 25% of their runs.

How was this measured?

Real coding agents at pinned versions were run in sandboxes inside 110 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 Vercel Functions considered but not chosen?

It was raised as a candidate in 163 sessions without being chosen, and chosen in 110. That is a 40% conversion from considered to chosen.

Where this comes from

Armature ran 15,287 judged sessions with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code inside 110 realistic codebases, and published every run. The numbers on this page come from that work.

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