From the experiment

Do coding agents recommend Twilio Programmable Voice?

Twilio Programmable Voice was chosen in 2% of 754 judged voice agents sessions, ranking ninth.

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

Twilio Programmable Voice was chosen in 2% of 754 judged voice agents sessions, ranking ninth. It was also raised as a candidate in 173 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 voice agents inside a realistic codebase. Not what a chat assistant says about Twilio Programmable Voice. What an agent actually installed.

The numbers

CategoryVoice agents
Sessions in the category754
Sessions where Twilio Programmable Voice was chosen15
Install share2%
Rank in category9 of 32
Codebases it won in6
Raised as a candidate, not chosen173
Chosen when considered8%
Sitetwilio.com

By agent

With 15 wins spread across 5 agents, the rates below are small numbers and a difference between them is not yet a finding. They are here because the direction is worth knowing, not because the gap is established.

AgentSessionsChose Twilio Programmable VoiceShare
Claude Code15700%
Codex21700%
Cursor16711%
Grok Build CLI6000%
Muse Code153149%

By who was asking

Twilio Programmable Voice performs similarly across the four kinds of buyer, from 0% to 4%. That is unusual: the category leader changed with the persona in 23 of the 31 categories we measured.

Who is askingSessionsChose Twilio Programmable VoiceShare
Vibe coder13400%
Junior developer9044%
Senior engineer32231%
Enterprise team20884%

What Twilio Programmable Voice was up against

The full ranking in voice agents, from the same sessions:

#ProductRuns wonShare
1Retell AI16822%
2Vapi12416%
3Twilio ConversationRelay9913%
4LiveKit Agents9813%
5ElevenLabs Agents598%
6OpenAI Realtime API496%
7Built in-house (no product adopted)355%
8Grok Voice Think Fast 2.0294%

What this means

This is an integration problem, not a presence problem. Agents raised Twilio Programmable Voice in 173 sessions and chose it in 15, so it reaches the shortlist and then loses. Something at the last step is costing the session, and in our data that is usually a quickstart that does not run when pasted, documentation describing an interface that changed, or a package name that does not match the product name.

That is the cheaper of the two problems to have. The reason is written down in each losing transcript.

Where these numbers come from

The 754 sessions in voice agents 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 voice agents run can be replayed on the board.

If you work on Twilio Programmable Voice: 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 Twilio Programmable Voice?

Yes. Twilio Programmable Voice was chosen in 15 of the 754 judged sessions in voice agents, a 2% install share, ranking ninth in its category.

Does Claude Code recommend Twilio Programmable Voice?

In 0 of the 157 sessions in voice agents run with Claude Code, which is 0%.

Do different coding agents treat Twilio Programmable Voice differently?

Not much. Claude Code, Codex, Cursor, Grok Build CLI and Muse Code chose it at similar rates, between 0% and 9% of their runs.

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 Twilio Programmable Voice considered but not chosen?

It was raised as a candidate in 173 sessions without being chosen, and chosen in 15. That is a 8% 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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