AI Models · Open-Source vs Paid

Step 3.7 Flash Open vs WRPalmyra X5 Paid

Step 3.7 Flash vs Palmyra X5 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
WRPalmyra X5PaidWriter
$0.6 /M input
$6 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M 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 Palmyra X5 if you want frontier capability through a managed API with zero infrastructure to run.

Step 3.7 Flash vs Palmyra X5 specs

SpecStep 3.7 FlashPalmyra X5Winner
MakerStepfunWriter
TypeOpen-weightProprietaryStep 3.7 Flash
Context window262K tokens1M tokensWRPalmyra X5
Input price$0.2/M · free self-host$0.6/MStep 3.7 Flash
Output price$1.15/M · free self-host$6/MStep 3.7 Flash
Vision / multimodalYesNoStep 3.7 Flash
Tool / function callingYesNoStep 3.7 Flash
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 Palmyra X5 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 prioritize data privacy & control
  • You want the lowest operating costs
  • You are building open or reproducible AI
WRChoose Palmyra X5 if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityStep 3.7 FlashPalmyra X5
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Step 3.7 Flash vs Palmyra X5

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

Step 3.7 Flash
Palmyra X5
Intelligence index
19.5
Coding index
39.6
GPQA
80.9%
Humanity's Last Exam
21.4%
Long Context Reasoning
73.7%
SciCode
43.9%
IFBench
67.3%
τ²-Bench
98.5%
τ-Bench Banking
12%
Terminal-Bench
39.3%
Terminal-Bench Hard
35.6%
Speed
132.8 tok/s
Latency
1.59s
Intelligence per $
44.5

Benchmark data by Artificial Analysis.

How Step 3.7 Flash and Palmyra X5 score

🏆 Best value & openness: Step 3.7 Flash (4.7 vs 2.7 / 5)
CriterionStep 3.7 FlashPalmyra X5
Cost-efficiency4.54.0
Context window4.05.0
Openness5.01.5
Self-hosting5.01.0
Multimodality5.02.0

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...

Palmyra X5 Paid

Writer · Proprietary

Palmyra X5 is Writer's most advanced model, purpose-built for building and scaling AI agents across the enterprise. It delivers industry-leading speed and efficiency on context windows up to 1 million...

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 Palmyra X5?

Step 3.7 Flash is open-weight and competitive on many tasks, but Palmyra X5 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. Palmyra X5 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 Palmyra X5 — roughly 5x cheaper via API, and free if you self-host.

Step 3.7 Flash vs Palmyra X5 — 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 Palmyra X5 if you want frontier capability through a managed API with zero infrastructure to run.

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