ZMIME
Comparison · 2 models · Updated Oct 4, 2026

Toast 1 vs Ornith 1.5 35B A3B

Ornith 1.5 35B A3B comes out ahead, 59 to 47 on our weighted score, though Toast 1 is 30% cheaper per token.

  1. Mixedbread

    Toast 1

    Released Aug 13, 2026

    47/100
    • ECI—
    • Price$0.30 / $0.72
    • Context131K
  2. Our pick

    DeepReinforce

    Ornith 1.5 35B A3B

    Released Aug 18, 2026

    59/100
    • ECI—
    • Price$0.20 / $1.70
    • Context262K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Ornith 1.5 35B A3B is our pick

Ornith 1.5 35B A3B is the better all-round choice, scoring 59/100 against Toast 1 (47). It leads on inputs & features and context window. Toast 1 wins on price. 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 priceToast 1Toast 1 $0.405 · Ornith 1.5 35B A3B $0.575 per 1M tokens (3:1 blend)
  • Longest contextOrnith 1.5 35B A3BOrnith 1.5 35B A3B 262,144 · Toast 1 131,000 tokens
  • Widest inputsOrnith 1.5 35B A3BToast 1: Text · Ornith 1.5 35B A3B: Text, Images
  • Self-hostingOrnith 1.5 35B A3BPublishes downloadable weights (MIT)
How the score is built
MeasureWeightToast 1Ornith 1.5 35B A3B
Price50%6861
Inputs & features30%2570
Context window20%2437
Overall100%47/10059/100

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.

Toast 1 vs Ornith 1.5 35B A3B specifications side by side
SpecificationToast 1MixedbreadOrnith 1.5 35B A3BDeepReinforce
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.30$0.20 (best)
Output$0.72 (best)$1.70
Cached input——
Blended (3:1)$0.405 (best)$0.575
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 2 providers
Limits
Context window131,000 tokens262,144 tokens (best)
Max output4,000 tokens—
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoYes
Tool callingYesYes
Structured outputNoYes
Availability
WeightsProprietaryOpenMIT
API model ID——
API providers12 (best)
ReleasedAug 13, 2026Aug 18, 2026
Knowledge cutoff——
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.

  • Toast 1$4.44
  • Ornith 1.5 35B A3B$5.40
04 — Questions

Which should you choose?

Which is better: Toast 1 or Ornith 1.5 35B A3B?

Ornith 1.5 35B A3B is the better all-round choice, scoring 59/100 against Toast 1 (47). It leads on inputs & features and context window. Toast 1 wins on price. 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, Toast 1 or Ornith 1.5 35B A3B?

Toast 1 is cheaper at $0.30 input / $0.72 output per million tokens (median across 1 API provider). 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 $0.405 per million tokens for Toast 1 versus $0.575 for Ornith 1.5 35B A3B (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Toast 1 has not been scored yet and Ornith 1.5 35B A3B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Toast 1 and Ornith 1.5 35B A3B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Ornith 1.5 35B A3B has the largest context window at 262,144 tokens, against 131,000 for Toast 1. Maximum output per response: Toast 1 up to 4,000 tokens.

Which can read images, PDFs, audio or video?

Toast 1 accepts text; Ornith 1.5 35B A3B accepts text and images. Ornith 1.5 35B A3B handles the widest range of inputs.

Are any of these open source?

Ornith 1.5 35B A3B publishes its weights (MIT) and can be self-hosted; Toast 1 is proprietary.

Which is newer?

Ornith 1.5 35B A3B is the newest, released Aug 18, 2026. Toast 1 came out Aug 13, 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.