Live Benchmark · v1 · October 2026

Daniel vs Devin

6 real open-source bugs · identical prompts · graded by maintainer hidden tests

✦ Daniel is 70% cheaper at equal accuracy
Total Savings with Daniel
$3.46
across 6 bugs vs Devin · same 100% pass rate
3.4×
More cost-efficient
70%
Cost reduction
6/6
Daniel pass rate
Daniel
100%
Pass rate
Daniel
$1.45
Total cost
Daniel
$0.24
Cost / bug
Devin
$4.91
Devin total cost

Summary

Agent Pass Rate Total Cost Cost / Bug Total Time
Daniel (Cognitive AI) 6 / 6 (100%) $1.45 $0.24 12m 33s
Devin (Cognition AI) 6 / 6 (100%) $4.91 $0.82 12m 12s

Per-Bug Results

Repository Lang Bug Daniel D. Time D. Cost Devin Dv. Time Dv. Cost Saved
python-humanize/humanize Python intword() returns wrong value for huge numbers Pass 1m 53s $0.25 Pass 1m 54s $0.74 $0.49
more-itertools/more-itertools Python bucket() invents phantom keys for missing elements Pass 1m 46s $0.15 Pass 1m 36s $0.71 $0.56
jshttp/mime-types JS .mp4 extension resolves to wrong MIME type Pass 1m 06s $0.16 Pass 1m 46s $0.84 $0.68
sindresorhus/pretty-bytes JS Rounding error at unit boundaries (999.95 bytes) Pass 2m 06s $0.33 Pass 3m 00s $0.93 $0.60
sindresorhus/camelcase JS Acronym plurals like IDs not handled correctly Pass 3m 16s $0.37 Pass 2m 39s $0.95 $0.58
pillarjs/path-to-regexp JS Empty parameter name accepted, causes incorrect routing Pass 2m 26s $0.19 Pass 1m 17s $0.74 $0.55

Cost Per Bug — Daniel vs Devin

Daniel
Devin

By Language

Python 2 bugs
2/2 Pass
Daniel avg $0.20/bug · Devin $0.73/bug
JS 4 bugs
4/4 Pass
Daniel avg $0.26/bug · Devin $0.87/bug

Methodology

Each repo was forked at the commit before the maintainer's fix. Both agents received identical issue-style prompts with no hints about the solution. Each PR was graded by overwriting test files with the maintainer's version and running the project's test command. All PRs are public on GitHub. Cost figures are API usage costs only — Devin's $500/month seat fee not included.

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[![Daniel Benchmark](https://img.shields.io/badge/Daniel-100%25_pass_%7C_70%25_cheaper-00d4aa?style=flat-square&logo=data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIGhlaWdodD0iMTYiIHZpZXdCb3g9IjAgMCAxNiAxNiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48Y2lyY2xlIGN4PSI4IiBjeT0iOCIgcj0iOCIgZmlsbD0iIzAwZDRhYSIvPjwvc3ZnPg==)](https://huggingface.co/spaces/cognitivedaniel/daniel-benchmark)

Built by Cognitive AI · October 2026