Model comparison
Mistral Large 3 vs Step 5 Preview
Mistral against StepFun, compared on context, price, and verified benchmark results.
Catalog record checked September 26, 2026Individual provider fields may changeEvidence confidence: High — see receipts below
Mistral
Mistral Large 3
Frontier · Open weights
StepFun
Step 5 Preview
Frontier
| Specification | Mistral Large 3 | Step 5 Preview |
|---|---|---|
| Provider | ||
| Provider | Mistral | StepFun |
| Tier | ||
| Tier | Frontier | Frontier |
| Context window | ||
| Context window | 262K | Winner: 1M |
| Max output | ||
| Max output | Not verifiedUnverified | Not verifiedUnverified |
| Input / 1M tokens | ||
| Input / 1M tokens | Winner: $0.50 | $1 |
| Output / 1M tokens | ||
| Output / 1M tokens | Winner: $1.50 | $2.70 |
| Weights | ||
| Weights | Open | Closed |
| Parameters | ||
| Parameters | 675B total / 41B active (sparse MoE) | 600B total / 27B active MoE (StepFun) |
| Reasoning levels | ||
| Reasoning levels | Not verifiedUnverified | Not verifiedUnverified |
| Modalities | ||
| Modalities | text, image | text, image |
| License | ||
| License | Apache 2.0 | Not disclosedUnverified |
| API model id | ||
| API model id | mistral-large-2512 | step-5-preview |
| Released | ||
| Released | December 2, 2025 | September 18, 2026 |
| Artificial Analysis Intelligence Index (2026-09-26) | ||
| Artificial Analysis Intelligence Index (2026-09-26) | 9.3 | Winner: 43.7 |
| GPQA Diamond (2026-09-26) | ||
| GPQA Diamond (2026-09-26) | 68 | Not verifiedUnverified |
Prices are USD per million tokens at standard rates, excluding batch and caching discounts. Bold indicates the better figure where one is objectively better. Values we could not confirm from the provider are shown as “Not verified” rather than estimated.
Benchmark receipts
Where each score comes from, and how far it can be compared across models.
- 2026-09-26Artificial Analysis GPQA Diamond (independent; replaces Mistral's non-comparable base-model 5-shot 43.9)
Graduate-level science reasoning: multiple-choice questions written by domain PhDs.
Comparable with caveatSmall question pool: differences under ~2 points are within run-to-run noise. Chain-of-thought vs direct answering must match to compare. Saturated: frontier models score ~93–96% and Artificial Analysis dropped it from its Intelligence Index in v4.3 — use Humanity's Last Exam for hard reasoning.
- 2026-09-26Artificial Analysis
Composite index blending reasoning, knowledge, and coding evals into one 0–100 score.
Comparable with caveatOnly same-version scores are comparable. v4.3.2 was rebaselined (the top score fell from 66 on v4.1.1 to ~58), so v4.1.1 figures must not be compared with v4.3.2 figures — check measuredAt.
Pricing tiers
Mistral Large 3: Mistral first-party API $0.50/$1.50 per MTok; cached input $0.05/MTok. Open weights (Apache 2.0), EU-hosted.
Step 5 Preview: $1.00/$2.70 per MTok on the StepFun platform (cache-hit input $0.05); StepFun lists it under Multimodal Reasoning Models and says output tokens include reasoning. No max-output figure is published. StepFun says open weights follow on 2026-10-15. Release date per Artificial Analysis's listing (StepFun's launch page is undated).
Mistral Large 3
Mistral Large 3 is Mistral's December 2025 open-weight (Apache 2.0) 675B/41B sparse MoE with a 262K context at $0.50/$1.50 — Mistral now features Medium 3.5 as its flagship.
Best for
- Open-weight deployments
- Multimodal EU-hosted inference
- Balanced frontier work
Watch out
No longer Mistral's featured flagship (Medium 3.5 is) and far behind it on the Artificial Analysis index; max output is not published. Verify multimodal support and EU data residency on your endpoint.
Step 5 Preview
Step 5 Preview is StepFun's new frontier reasoning model — a 1M-context, vision-input API preview that lands near Kimi K3 and GLM 5.3 on the Artificial Analysis index at a lower price.
Best for
- Long-context work on a budget
- Chinese + English
- Early testing before the open-weight drop
Watch out
Preview: weights are promised for 2026-10-15 but not yet released, and its max output is unpublished and the launch benchmarks are vendor-run.
When the cheaper one wins
Mistral Large 3 is cheaper on output at $1.50 per million tokens against $2.70 for Step 5 Preview — about 1.8×. Use the cheaper tier for classification, extraction, summarisation, and any task where the expensive model’s extra score does not change the accepted output. The expensive one only pays if your hardest task actually fails on the cheap tier. These are standard-tier API rates, excluding batch and cache discounts.
Run the model pickerEvidence confidence: High
How strong and complete the evidence behind this comparison is — not a prediction of which model is better.
- Pricing verified on both sides — Input and output rates are verified for both models.
- 3/5 core specs verified on both sides — Not published for at least one side: max output, reasoning levels.
- 1 shared named benchmark with differing scores — Measured on: Artificial Analysis Intelligence Index.
- Verified within the last 90 days — Newest catalog check was 2 days ago.
- Both models carry source citations — Each side has at least two catalog sources on record.
Source receipts
Each catalog figure was checked against the provider or an independent second source on the date shown.
- Mistral Large 3: Mistral docs — mistral-large-2512 (675B total / 41B active, 256K) (accessed 2026-09-05)
- Mistral Large 3: Mistral — Introducing Mistral 3 (sparse MoE parameters) (accessed 2026-09-05)
- Mistral Large 3: Mistral changelog (Large 3 / mistral-large-2512, 2025-12-02) (accessed 2026-09-26)
- Step 5 Preview: StepFun platform pricing (step-5-preview $1.00/$2.70, listed under Multimodal Reasoning Models) (accessed 2026-09-26)
- Step 5 Preview: StepFun — Step 5 Preview launch page (600B/27B MoE, 1M context, vision input) (accessed 2026-09-26)
- Step 5 Preview: Artificial Analysis — Step 5 Preview (release date 2026-09-18) (accessed 2026-09-26)
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- Claude Mythos 5.1 vs Step 5 Preview
Diving deeper on one model? Mistral Large 3 · Step 5 Preview
Common questions
Mistral Large 3 vs Step 5 Preview
Answered from the verified figures on this page rather than general guidance.
Is Mistral Large 3 or Step 5 Preview cheaper for input?
Is Mistral Large 3 or Step 5 Preview cheaper for output?
Which has the larger context window, Mistral Large 3 or Step 5 Preview?
Should I use Mistral Large 3 or Step 5 Preview?
Can I self-host Mistral Large 3 or Step 5 Preview?
Next step
Choosing between them
The verified figures that separate this pair, computed from the catalog rather than restated boilerplate.
- Input price: Mistral Large 3 costs $0.50 per 1M tokens versus $1 for Step 5 Preview — a 2x difference at the headline tier.
- Context: Step 5 Preview takes 1M against 262K for Mistral Large 3 — only decisive if your prompts approach the smaller window.
- Measured capability: Step 5 Preview leads Artificial Analysis Intelligence Index 43.7 to 9.3 (measured 2026-09-26).
- Deployment: Mistral Large 3 publishes weights you can self-host; the other is API-only.
Choosing a harness rather than a model — Cursor, Copilot, Claude Code, Windsurf, or Lovable? Compare agentic harnesses · Latest releases.