ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Aya Expanse 32B vs Hermes 3 405B Instruct vs Qwen2.5-VL 72B Instruct

Qwen2.5-VL 72B Instruct comes out ahead, 44 to 32 and 29 on our weighted score, though Aya Expanse 32B is 19% cheaper per token.

  1. Cohere

    Aya Expanse 32B

    Released Oct 24, 2024

    32/100
    • ECI—
    • Price$0.50 / $1.50
    • Context128K
  2. Nous Research

    Hermes 3 405B Instruct

    Released Aug 16, 2024

    29/100
    • ECI—
    • Price$1.00 / $1.00
    • Context131K
  3. Our pick

    Alibaba (Qwen)

    Qwen2.5-VL 72B Instruct

    Released Jan 26, 2025

    44/100
    • ECI—
    • Price$0.905 / $1.00
    • Context131K
01 — Verdict

Qwen2.5-VL 72B Instruct is our pick

Qwen2.5-VL 72B Instruct is the better all-round choice, scoring 44/100 against Aya Expanse 32B (32) and Hermes 3 405B Instruct (29). It leads on inputs & features. Aya Expanse 32B 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 priceAya Expanse 32BAya Expanse 32B $0.75 · Qwen2.5-VL 72B Instruct $0.93 · Hermes 3 405B Instruct $1.00 per 1M tokens (3:1 blend)
  • Longest contextHermes 3 405B Instruct and Qwen2.5-VL 72B InstructHermes 3 405B Instruct 131,072 · Qwen2.5-VL 72B Instruct 131,072 · Aya Expanse 32B 128,000 tokens
  • Widest inputsQwen2.5-VL 72B InstructAya Expanse 32B: Text · Hermes 3 405B Instruct: Text · Qwen2.5-VL 72B Instruct: Text, Images
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightAya Expanse 32BHermes 3 405B InstructQwen2.5-VL 72B Instruct
Price50%534849
Inputs & features30%0050
Context window20%242525
Overall100%32/10029/10044/100

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.

Aya Expanse 32B vs Hermes 3 405B Instruct vs Qwen2.5-VL 72B Instruct specifications side by side
SpecificationAya Expanse 32BCohereHermes 3 405B InstructNous ResearchQwen2.5-VL 72B InstructAlibaba (Qwen)
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.50 (best)$1.00$0.905
Output$1.50$1.00 (best)$1.00
Cached input———
Blended (3:1)$0.75 (best)$1.00$0.93
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Cohere APIMedian of 5 providersMedian of 6 providers
Limits
Context window128,000 tokens131,072 tokens (best)131,072 tokens (best)
Max output4,000 tokens16,384 tokens (best)8,192 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoNoNo
Tool callingNoNoYes
Structured outputNoNoNo
Availability
WeightsOpenCC-BY-NC-4.0OpenOpen
API model IDc4ai-aya-expanse-32b——
API providers256 (best)
ReleasedOct 24, 2024Aug 16, 2024Jan 26, 2025
Knowledge cutoff—Dec 31, 2023Apr 2024
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.

  • Aya Expanse 32B$8.00
  • Hermes 3 405B Instruct$12.00
  • Qwen2.5-VL 72B Instruct$11.06
04 — Questions

Which should you choose?

Which is better: Aya Expanse 32B, Hermes 3 405B Instruct or Qwen2.5-VL 72B Instruct?

Qwen2.5-VL 72B Instruct is the better all-round choice, scoring 44/100 against Aya Expanse 32B (32) and Hermes 3 405B Instruct (29). It leads on inputs & features. Aya Expanse 32B 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, Aya Expanse 32B, Hermes 3 405B Instruct or Qwen2.5-VL 72B Instruct?

Aya Expanse 32B is cheaper at $0.50 input / $1.50 output per million tokens (official Cohere API price). Qwen2.5-VL 72B Instruct costs $0.905 input / $1.00 output per million tokens (median across 6 API providers); Hermes 3 405B Instruct costs $1.00 input / $1.00 output per million tokens (median across 5 API providers). At a typical mix of three input tokens to one output token, that is $0.75 per million tokens for Aya Expanse 32B versus $0.93 for Qwen2.5-VL 72B Instruct (1.2× as much) and $1.00 for Hermes 3 405B Instruct (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Aya Expanse 32B has not been scored yet, Hermes 3 405B Instruct has not been scored yet and Qwen2.5-VL 72B Instruct has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Aya Expanse 32B, Hermes 3 405B Instruct and Qwen2.5-VL 72B Instruct yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Aya Expanse 32B and Hermes 3 405B Instruct does not support tool calling, which most coding agents need.

Which has the bigger context window?

Hermes 3 405B Instruct and Qwen2.5-VL 72B Instruct have the largest context windows (131,072 and 131,072 tokens), against 128,000 for Aya Expanse 32B. Maximum output per response: Aya Expanse 32B up to 4,000, Hermes 3 405B Instruct up to 16,384, Qwen2.5-VL 72B Instruct up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Aya Expanse 32B accepts text; Hermes 3 405B Instruct accepts text; Qwen2.5-VL 72B Instruct accepts text and images. Qwen2.5-VL 72B Instruct handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights (CC-BY-NC-4.0), so you can self-host them.

Which is newer?

Qwen2.5-VL 72B Instruct is the newest, released Jan 26, 2025. Aya Expanse 32B came out Oct 24, 2024; Hermes 3 405B Instruct came out Aug 16, 2024. Knowledge cutoff: Hermes 3 405B Instruct Dec 31, 2023, Qwen2.5-VL 72B Instruct Apr 2024.

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 Nov 2, 2026.