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Comparison · 3 models · Updated Oct 4, 2026

Ornith 1.5 35B A3B vs DeepSeek V4 Flash Vision Exp vs Muse Glimmer 30B

DeepSeek V4 Flash Vision Exp comes out ahead, 70 to 59 and 57 on our weighted score, and it is the cheaper option too.

  1. DeepReinforce

    Ornith 1.5 35B A3B

    Released Aug 18, 2026

    59/100
    • ECI—
    • Price$0.20 / $1.70
    • Context262K
  2. Our pick

    DeepSeek

    DeepSeek V4 Flash Vision Exp

    Released Aug 21, 2026

    70/100
    • ECI—
    • Price$0.216 / $0.647
    • Context1M
  3. Meta

    Muse Glimmer 30B

    Released Aug 10, 2026

    57/100
    • ECI—
    • Price$0.30 / $1.20
    • Context131K
01 — Verdict

DeepSeek V4 Flash Vision Exp is our pick

DeepSeek V4 Flash Vision Exp is the better all-round choice, scoring 70/100 against Ornith 1.5 35B A3B (59) and Muse Glimmer 30B (57). It leads on price and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceDeepSeek V4 Flash Vision ExpDeepSeek V4 Flash Vision Exp $0.323 · Muse Glimmer 30B $0.525 · Ornith 1.5 35B A3B $0.575 per 1M tokens (3:1 blend)
  • Longest contextDeepSeek V4 Flash Vision ExpDeepSeek V4 Flash Vision Exp 1,000,000 · Ornith 1.5 35B A3B 262,144 · Muse Glimmer 30B 131,072 tokens
  • Widest inputsSame inputsOrnith 1.5 35B A3B: Text, Images · DeepSeek V4 Flash Vision Exp: Text, Images · Muse Glimmer 30B: Text, Images
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightOrnith 1.5 35B A3BDeepSeek V4 Flash Vision ExpMuse Glimmer 30B
Price50%617363
Inputs & features30%707070
Context window20%376024
Overall100%59/10070/10057/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Ornith 1.5 35B A3B vs DeepSeek V4 Flash Vision Exp vs Muse Glimmer 30B specifications side by side
SpecificationOrnith 1.5 35B A3BDeepReinforceDeepSeek V4 Flash Vision ExpDeepSeekMuse Glimmer 30BMeta
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.20 (best)$0.216$0.30
Output$1.70$0.647 (best)$1.20
Cached input———
Blended (3:1)$0.575$0.323 (best)$0.525
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 2 providersMedian of 15 providersMedian of 10 providers
Limits
Context window262,144 tokens1,000,000 tokens (best)131,072 tokens
Max output—384,000 tokens (best)131,072 tokens
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputYesYesYes
Availability
WeightsOpenMITOpenMITOpenApache 2.0
API model ID———
API providers215 (best)12
ReleasedAug 18, 2026Aug 21, 2026Aug 10, 2026
Knowledge cutoff——Jan 4, 2026
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Ornith 1.5 35B A3B$5.40
  • DeepSeek V4 Flash Vision Exp$3.45
  • Muse Glimmer 30B$5.40
04 — Questions

Which should you choose?

Which is better: Ornith 1.5 35B A3B, DeepSeek V4 Flash Vision Exp or Muse Glimmer 30B?

DeepSeek V4 Flash Vision Exp is the better all-round choice, scoring 70/100 against Ornith 1.5 35B A3B (59) and Muse Glimmer 30B (57). It leads on price and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Ornith 1.5 35B A3B, DeepSeek V4 Flash Vision Exp or Muse Glimmer 30B?

DeepSeek V4 Flash Vision Exp is cheaper at $0.216 input / $0.647 output per million tokens (median across 15 API providers). Muse Glimmer 30B costs $0.30 input / $1.20 output per million tokens (median across 10 API providers); Ornith 1.5 35B A3B costs $0.20 input / $1.70 output per million tokens (median across 2 API providers). At a typical mix of three input tokens to one output token, that is $0.323 per million tokens for DeepSeek V4 Flash Vision Exp versus $0.525 for Muse Glimmer 30B (1.6× as much) and $0.575 for Ornith 1.5 35B A3B (1.8× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Ornith 1.5 35B A3B has not been scored yet, DeepSeek V4 Flash Vision Exp has not been scored yet and Muse Glimmer 30B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Ornith 1.5 35B A3B, DeepSeek V4 Flash Vision Exp and Muse Glimmer 30B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

DeepSeek V4 Flash Vision Exp has the largest context window at 1,000,000 tokens, against 262,144 for Ornith 1.5 35B A3B and 131,072 for Muse Glimmer 30B. Maximum output per response: DeepSeek V4 Flash Vision Exp up to 384,000, Muse Glimmer 30B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Ornith 1.5 35B A3B accepts text and images; DeepSeek V4 Flash Vision Exp accepts text and images; Muse Glimmer 30B accepts text and images. They handle the same number of input types.

Are any of these open source?

Yes, all three publish their weights (MIT and Apache 2.0), so you can self-host them.

Which is newer?

DeepSeek V4 Flash Vision Exp is the newest, released Aug 21, 2026. Ornith 1.5 35B A3B came out Aug 18, 2026; Muse Glimmer 30B came out Aug 10, 2026. Knowledge cutoff: Muse Glimmer 30B Jan 4, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.