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OpenAI GPT-5.4 VS Mistral Mistral Medium 3.1

GPT-5.4 vs Mistral Medium 3.1: which wins at real work?

22 task areas · same graded test runs · rank comparison only, so 0–100 and Elo collections never mix raw scores.

GPT-5.4 wins 21 of 22 task areas we tested; Mistral Medium 3.1 takes 1. Mistral Medium 3.1 costs 7.3× less per token ($2.4 vs $17.5 per 1M).

21
Task areas won
1
84
Avg percentile
23
3
Top-3 finishes
0
$17.5
Price / 1M tokens
$2.4
OpenAI
Provider
Mistral

Mistral Medium 3.1 costs 7.3× less per token ($2.4 vs $17.5 per 1M).

Task by task

Task area GPT-5.4 Mistral Medium 3.1 Winner
Presentations & Decks #1 / 110
Excellent
#105 / 110
Usable
GPT-5.4
Research & Competitive Analysis #1 / 110
Excellent
#105 / 110
Weak
GPT-5.4
Content & Brand #7 / 124
Strong
#110 / 124
Needs editing
GPT-5.4
Coding #9 / 115
Excellent
#108 / 115
Needs editing
GPT-5.4
Chef / Home Cooking #19 / 126
Strong
#116 / 126
Needs editing
GPT-5.4
Customer Support #13 / 113
Strong
#110 / 113
Needs editing
GPT-5.4
Creative & Comedy #6 / 110 #100 / 110 GPT-5.4
AI Strategy #37 / 126
Strong
#120 / 126
Usable
GPT-5.4
RAG, Safety & Grounding #29 / 113
Excellent
#111 / 113
Strong
GPT-5.4
Structured Output #9 / 113
Excellent
#91 / 113
Strong
GPT-5.4
Knowledge & Docs #1 / 110
Excellent
#77 / 110
Usable
GPT-5.4
Executive Assistant #25 / 112
Strong
#94 / 112
Usable
GPT-5.4
Investor & Pitch #7 / 66
Strong
#65 / 66
Needs editing
GPT-5.4
Sales #41 / 110
Usable
#92 / 110
Usable
GPT-5.4
Legal & HR #20 / 110
Excellent
#70 / 110
Strong
GPT-5.4
Data & Analytics #42 / 110
Excellent
#87 / 110
Excellent
GPT-5.4
Landing Pages #22 / 72
Strong
#63 / 72
Usable
GPT-5.4
Product & Project Management #13 / 110
Excellent
#50 / 110
Strong
GPT-5.4
Translation & Localization #17 / 110
Excellent
#53 / 110
Excellent
GPT-5.4
Frontend & Landing Pages #5 / 109
Usable
#35 / 109
Needs editing
GPT-5.4
Summarization & Meeting Notes #11 / 110
Excellent
#39 / 110
Excellent
GPT-5.4
Training & Education #69 / 110
Strong
#47 / 110
Excellent
Mistral Medium 3.1

Rank = position among every model config we tested in that task area (lower is better). Sorted by biggest gap first.

Same task, both models — judged

Both models answered the same test case; an independent judge graded each. Quotes are the judge's actual rationale.

Chef / Home Cooking

Quick chicken thighs with limited ingredients (Practical Recipe Test)
GPT-5.4 91/100

“The candidate perfectly follows all constraints, providing a highly practical, well-timed, and clear recipe that fits the 30-minute limit.”

Mistral Medium 3.1 40/100

“The model chose bone-in chicken thighs which cannot safely cook in the 17 minutes of heat time provided. Furthermore, the running clock timings completely contradict the written step durations, and the model failed to use the required pot.”

Frequently asked

Is GPT-5.4 better than Mistral Medium 3.1?

Across 22 task areas we benchmarked, GPT-5.4 ranks higher in 21 and Mistral Medium 3.1 in 1.

Which is cheaper, GPT-5.4 or Mistral Medium 3.1?

Mistral Medium 3.1 costs 7.3× less per token ($2.4 vs $17.5 per 1M).

What is GPT-5.4 better at?

GPT-5.4 out-ranks Mistral Medium 3.1 at Presentations & Decks, Research & Competitive Analysis, Content & Brand.

What is Mistral Medium 3.1 better at?

Mistral Medium 3.1 out-ranks GPT-5.4 at Training & Education.

Full GPT-5.4 review → Full Mistral Medium 3.1 review → Full model leaderboard →

More comparisons

This page is Spring Prompt, running in public

We just did this for every model. Do it for your prompt.

The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.

  • Generate test cases from your prompt — no eval set required to start.
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  • Optimise the winner until the scores say it's ready to ship.
Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s