AI Models · Open-Source vs Paid

Step 5 Preview Open vs AIAion 3.5 Mini Paid

Step 5 Preview vs Aion 3.5 Mini 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 5 PreviewOpenStepfun
$1 /M input
$2.7 /M outputNo per-token fees if you self-host
TypeOpen-weight
Context window1M tokens
MultimodalYes
Self-hostYes
AIAion 3.5 MiniPaidAionLabs
$0.7 /M input
$1.4 /M outputManaged API (no infra to run)
TypeProprietary
Context window262K tokens
MultimodalNo
Self-hostNo
Choose Step 5 Preview 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 Aion 3.5 Mini if you want frontier capability through a managed API with zero infrastructure to run.

Step 5 Preview vs Aion 3.5 Mini specs

SpecStep 5 PreviewAion 3.5 MiniWinner
MakerStepfunAionLabs–
TypeOpen-weightProprietaryStep 5 Preview
Context window1M tokens262K tokensStep 5 Preview
Input price$1/M · free self-host$0.7/MAIAion 3.5 Mini
Output price$2.7/M · free self-host$1.4/MAIAion 3.5 Mini
Vision / multimodalYesNoStep 5 Preview
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)Step 5 Preview
LicenseOpen weightsProprietaryStep 5 Preview

Price gap & when to choose each

1.9×cheaper per output token

Aion 3.5 Mini is ~1.9× cheaper than Step 5 Preview on output tokens ($1.4 vs $2.7 per M tokens).

Choose Step 5 Preview if…
  • You want to self-host or run on your cloud
  • You need the longer 1M context window
  • You prioritize data privacy & control
  • You are building open or reproducible AI
AIChoose Aion 3.5 Mini if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityStep 5 PreviewAion 3.5 Mini
Open weights (downloadable)✓✗
Self-hostable✓✗
Runs fully offline✓✗
Vision / multimodal✓✗
Tool / function calling✓✓
1M+ context window✓✗

Benchmarks: Step 5 Preview vs Aion 3.5 Mini

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

Step 5 Preview
Aion 3.5 Mini
Intelligence index
43.7
–
Humanity's Last Exam
46.5%
–
Long Context Reasoning
88.3%
–
SciCode
58.9%
–
Speed
88.5 tok/s
–
Latency
1.43s
–
Intelligence per $
30.7
–

Benchmark data by Artificial Analysis.

How Step 5 Preview and Aion 3.5 Mini score

🏆 Best value & openness: Step 5 Preview (4.9 vs 2.9 / 5)
CriterionStep 5 PreviewAion 3.5 Mini
Cost-efficiency4.54.5
Context window5.04.0
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 5 Preview Open

Stepfun · Open-weight

Step 5 Preview is StepFun's flagship model for agentic work, built on a sparse Mixture-of-Experts architecture (27B active / 600B total parameters). It performs strongly in software engineering and professional...

Aion 3.5 Mini Paid

AionLabs · Proprietary

Aion 3.5 Mini is a multi-model roleplaying and storytelling system from AionLabs, built on the GLM family of models. It is the smaller, lower-cost sibling of Aion 3.5 and uses...

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 3.7 FlashStep 3.5 Flash

Frequently asked questions

Is Step 5 Preview as good as Aion 3.5 Mini?

Step 5 Preview is open-weight and competitive on many tasks, but Aion 3.5 Mini 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 5 Preview locally?

Yes. Step 5 Preview has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Aion 3.5 Mini is API-only and cannot be self-hosted.

Step 5 Preview vs Aion 3.5 Mini — which should I pick in 2026?

Choose Step 5 Preview 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 Aion 3.5 Mini if you want frontier capability through a managed API with zero infrastructure to run.

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