Compare companies

Side-by-side API results for companies evaluated by Codex. Compare score, rank, discoverability, cost, errors, runtime, and the underlying eval artifacts.

Model

Claude Code Codex

Codex

Tooling

API CLI MCP

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Deepgram

Voice STT

AssemblyAI

Voice STT

Summary

Compare status

Comparable

Overall score

Best

Grade

Category

Voice STT

Overall rank

Best

Category rank

Best

Full eval

Open report

Agent Performance

Eval score

80%

Best

76%

Task success

Yes

Cost

$0.2314

$0.2153

Best

Tool calls

Best

Errors

Best

Runtime

46s

Best

1m 10s

Tokens used

307,782

305,255

Best

Exit code

Best

Discoverability

Discovery score

100%

Best

100%

Best

Context7

llms.txt

MCP Server

Typed SDK

OpenAPI

Agent Skills

CLI

Eval Details

Integration task

# Task Using https://developers.deepgram.com/docs, complete the following task: Using the Deepgram Python SDK, build me a script that transcribes a sample audio file: 1. Install...

# Task Using https://www.assemblyai.com/docs, complete the following task: Using the AssemblyAI Python SDK, build me a script that transcribes a sample audio file: 1. Install th...

Generated files

Trace tool calls

Completed

9/27/2026

Stderr

None captured

Metric	Deepgram Voice STT	AssemblyAI Voice STT	Prefect Durable Workflow
Summary
Compare status	Comparable	Comparable	Comparable
Overall score	86 Best	83	73
Grade	B	B	C
Category	Voice STT	Voice STT	Durable Workflow
Overall rank	#3 Best	#7	#50
Category rank	#1 Best	#2	#2
Full eval	Open report	Open report	Open report
Agent Performance
Eval score	80% Best	76%	74%
Task success	Yes	Yes	Yes
Cost	$0.2314	$0.2153 Best	$0.3187
Tool calls	16	14 Best	19
Errors	1 Best	1 Best	1 Best
Runtime	46s Best	1m 10s	1m 42s
Tokens used	307,782	305,255 Best	500,718
Exit code	0 Best	0 Best	0 Best
Discoverability
Discovery score	100% Best	100% Best	71%
Context7	Yes Best	Yes Best	No
llms.txt	Yes	Yes	Yes
MCP Server	Yes	Yes	Yes
Typed SDK	Yes	Yes	Yes
OpenAPI	Yes Best	Yes Best	No
Agent Skills	Yes	Yes	Yes
CLI	Yes	Yes	Yes
Eval Details
Integration task	# Task Using https://developers.deepgram.com/docs, complete the following task: Using the Deepgram Python SDK, build me a script that transcribes a sample audio file: 1. Install...	# Task Using https://www.assemblyai.com/docs, complete the following task: Using the AssemblyAI Python SDK, build me a script that transcribes a sample audio file: 1. Install th...	# Task Using https://docs.prefect.io, complete the following task: Using the Prefect Python SDK, build me a script that defines and executes a simple 3-step workflow: 1. Install...
Generated files	1	1	1
Trace tool calls	16	14	19
Completed	9/27/2026	9/27/2026	9/29/2026
Stderr	None captured	None captured	None captured