AI Models · Open-Source vs Paid

Step 3.7 Flash Open vs Mistral Large 3 2512 Paid

Step 3.7 Flash vs Mistral Large 3 2512 compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Step 3.7 FlashOpenStepfun
$0.2 /M input
$1.15 /M outputNo per-token fees if you self-host
TypeOpen-weight
Context window262K tokens
MultimodalYes
Self-hostYes
Mistral Large 3 2512PaidMistral AI
$0.5 /M input
$1.5 /M outputManaged API (no infra to run)
TypeProprietary
Context window262K tokens
MultimodalYes
Self-hostNo
Choose Step 3.7 Flash if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Mistral Large 3 2512 if you want frontier capability through a managed API with zero infrastructure to run.

Step 3.7 Flash vs Mistral Large 3 2512 specs

SpecStep 3.7 FlashMistral Large 3 2512Winner
MakerStepfunMistral AI
TypeOpen-weightProprietaryStep 3.7 Flash
Context window262K tokens262K tokens= Tie
Input price$0.2/M · free self-host$0.5/MStep 3.7 Flash
Output price$1.15/M · free self-host$1.5/MStep 3.7 Flash
Vision / multimodalYesYes= Tie
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)Step 3.7 Flash
LicenseOpen weightsProprietaryStep 3.7 Flash

Price gap & when to choose each

Choose Step 3.7 Flash if…
  • You want to self-host or run on your cloud
  • You prioritize data privacy & control
  • You want the lowest operating costs
  • You are building open or reproducible AI
Choose Mistral Large 3 2512 if…
  • You want frontier performance through a managed API
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityStep 3.7 FlashMistral Large 3 2512
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Step 3.7 Flash vs Mistral Large 3 2512

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Step 3.7 Flash delivers 3.4× more intelligence per dollar.
Step 3.7 Flash
Mistral Large 3 2512
Intelligence index
19.5
9.7
Coding index
39.6
20.1
GPQA
80.9%
68%
Humanity's Last Exam
21.4%
4.2%
Long Context Reasoning
73.7%
36%
SciCode
43.9%
36.6%
IFBench
67.3%
36.2%
τ²-Bench
98.5%
24.6%
τ-Bench Banking
12%
5.8%
Terminal-Bench
39.3%
12%
Terminal-Bench Hard
35.6%
15.9%
Math index
38
MMLU-Pro
80.7%
LiveCodeBench
46.5%
AIME 2025
38%
Speed
132.8 tok/s
81.3 tok/s
Latency
1.59s
0.68s
Intelligence per $
44.5
12.9

Benchmark data by Artificial Analysis.

How Step 3.7 Flash and Mistral Large 3 2512 score

🏆 Best value & openness: Step 3.7 Flash (4.7 vs 3.2 / 5)
CriterionStep 3.7 FlashMistral Large 3 2512
Cost-efficiency4.54.5
Context window4.04.0
Openness5.01.5
Self-hosting5.01.0
Multimodality5.05.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Step 3.7 Flash Open

Stepfun · Open-weight

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters...

Mistral Large 3 2512 Paid

Mistral AI · Proprietary

Mistral Large 3 2512 is Mistral’s most capable model to date, featuring a sparse mixture-of-experts architecture with 41B active parameters (675B total), and released under the Apache 2.0 license.

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
Step 3.5 Flash

Frequently asked questions

Is Step 3.7 Flash as good as Mistral Large 3 2512?

Step 3.7 Flash is open-weight and competitive on many tasks, but Mistral Large 3 2512 may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.

Can I run Step 3.7 Flash locally?

Yes. Step 3.7 Flash has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Mistral Large 3 2512 is API-only and cannot be self-hosted.

Step 3.7 Flash vs Mistral Large 3 2512 — which should I pick in 2026?

Choose Step 3.7 Flash if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Mistral Large 3 2512 if you want frontier capability through a managed API with zero infrastructure to run.

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