AI Models · Open-Source vs Paid

Step 3.7 Flash Open vs Mistral Large 2407 Paid

Step 3.7 Flash vs Mistral Large 2407 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 2407PaidMistral AI
$2 /M input
$6 /M outputManaged API (no infra to run)
TypeProprietary
Context window131K tokens
MultimodalNo
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 2407 if you want frontier capability through a managed API with zero infrastructure to run.

Step 3.7 Flash vs Mistral Large 2407 specs

SpecStep 3.7 FlashMistral Large 2407Winner
MakerStepfunMistral AI
TypeOpen-weightProprietaryStep 3.7 Flash
Context window262K tokens131K tokensStep 3.7 Flash
Input price$0.2/M · free self-host$2/MStep 3.7 Flash
Output price$1.15/M · free self-host$6/MStep 3.7 Flash
Vision / multimodalYesNoStep 3.7 Flash
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)Step 3.7 Flash
LicenseOpen weightsProprietaryStep 3.7 Flash

Price gap & when to choose each

5.2×cheaper per output token

Step 3.7 Flash is ~5.2× cheaper than Mistral Large 2407 on output tokens ($1.15 vs $6 per M tokens).

Choose Step 3.7 Flash if…
  • You want to self-host or run on your cloud
  • You need the longer 262K context window
  • You prioritize data privacy & control
  • You want the lowest operating costs
  • You are building open or reproducible AI
Choose Mistral Large 2407 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 2407
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Step 3.7 Flash vs Mistral Large 2407

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

Step 3.7 Flash delivers 19× more intelligence per dollar.
Step 3.7 Flash
Mistral Large 2407
Intelligence index
19.5
6.8
Coding index
39.6
GPQA
80.9%
47.2%
Humanity's Last Exam
21.4%
2.9%
Long Context Reasoning
73.7%
2%
SciCode
43.9%
IFBench
67.3%
31.6%
τ²-Bench
98.5%
33%
τ-Bench Banking
12%
Terminal-Bench
39.3%
Terminal-Bench Hard
35.6%
Math index
0
MMLU-Pro
68.3%
LiveCodeBench
26.7%
MATH-500
71.4%
AIME
9.3%
AIME 2025
0%
Speed
132.8 tok/s
0 tok/s
Latency
1.59s
0s
Intelligence per $
44.5
2.3

Benchmark data by Artificial Analysis.

How Step 3.7 Flash and Mistral Large 2407 score

🏆 Best value & openness: Step 3.7 Flash (4.7 vs 2.7 / 5)
CriterionStep 3.7 FlashMistral Large 2407
Cost-efficiency4.54.0
Context window4.03.5
Openness5.01.5
Self-hosting5.01.0
Multimodality5.03.5

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 2407 Paid

Mistral AI · Proprietary

This is Mistral AI's flagship model, Mistral Large 2 (version mistral-large-2407). It's a proprietary weights-available model and excels at reasoning, code, JSON, chat, and more. Read the launch announcement [here](https://mistral.ai/news/m

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 2407?

Step 3.7 Flash is open-weight and competitive on many tasks, but Mistral Large 2407 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 2407 is API-only and cannot be self-hosted.

How much cheaper is Step 3.7 Flash?

Step 3.7 Flash costs $1.15/M output vs $6/M for Mistral Large 2407 — roughly 5x cheaper via API, and free if you self-host.

Step 3.7 Flash vs Mistral Large 2407 — 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 2407 if you want frontier capability through a managed API with zero infrastructure to run.

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