Hermes 3 405B Instruct vs Gemma 2 27B vs Aya Expanse 32B
Too close to call on our weighted score (Aya Expanse 32B 32, Hermes 3 405B Instruct 29, Gemma 2 27B 28). The right pick depends on what you value most.
Nous ResearchHermes 3 405B Instruct
29/100- ECI—
- Price$1.00 / $1.00
- Context131K
GoogleGemma 2 27B
28/100- ECI122.1
- Price$0.65 / $0.65
- Context8K
CohereAya Expanse 32B
32/100- ECI—
- Price$0.50 / $1.50
- Context128K
Too close to call
It is close. Our weighted score puts them within 3 points (Aya Expanse 32B 32/100, Hermes 3 405B Instruct 29/100, Gemma 2 27B 28/100), so choose by what matters most for your work: Gemma 2 27B on price and Hermes 3 405B Instruct for long inputs. 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 priceGemma 2 27BGemma 2 27B $0.65 · Aya Expanse 32B $0.75 · Hermes 3 405B Instruct $1.00 per 1M tokens (3:1 blend)
- Longest contextHermes 3 405B InstructHermes 3 405B Instruct 131,072 · Aya Expanse 32B 128,000 · Gemma 2 27B 8,192 tokens
- Widest inputsSame inputsHermes 3 405B Instruct: Text · Gemma 2 27B: Text · Aya Expanse 32B: Text
- Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
| Measure | Weight | Hermes 3 405B Instruct | Gemma 2 27B | Aya Expanse 32B |
|---|---|---|---|---|
| Price | 50% | 48 | 56 | 53 |
| Inputs & features | 30% | 0 | 0 | 0 |
| Context window | 20% | 25 | 0 | 24 |
| Overall | 100% | 29/100 | 28/100 | 32/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Hermes 3 405B InstructNous Research | Gemma 2 27BGoogle | Aya Expanse 32BCohere |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | 122.1 | — |
| ECI rank | — | #152 of 165 | — |
| GPQA DiamondGraduate-level science questions | — | 36.5% | — |
| OTIS Mock AIME 2024–2025Competition mathematics | — | 1.4% | — |
| Price per million tokens | |||
| Input | $1.00 | $0.65 | $0.50 (best) |
| Output | $1.00 | $0.65 (best) | $1.50 |
| Cached input | — | — | — |
| Blended (3:1) | $1.00 | $0.65 (best) | $0.75 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 5 providers | Median of 3 providers | Official Cohere API |
| Limits | |||
| Context window | 131,072 tokens (best) | 8,192 tokens | 128,000 tokens |
| Max output | 16,384 tokens (best) | 2,048 tokens | 4,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | No | No | No |
| Tool calling | No | No | No |
| Structured output | No | No | No |
| Availability | |||
| Weights | Open | Open | OpenCC-BY-NC-4.0 |
| API model ID | — | — | c4ai-aya-expanse-32b |
| API providers | 5 (best) | 3 | 2 |
| Released | Aug 16, 2024 | Jul 13, 2024 | Oct 24, 2024 |
| Knowledge cutoff | Dec 31, 2023 | Jun 30, 2024 | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Hermes 3 405B Instruct$12.00
- Gemma 2 27B$7.80
- Aya Expanse 32B$8.00
Which should you choose?
Which is better: Hermes 3 405B Instruct, Gemma 2 27B or Aya Expanse 32B?
It is close. Our weighted score puts them within 3 points (Aya Expanse 32B 32/100, Hermes 3 405B Instruct 29/100, Gemma 2 27B 28/100), so choose by what matters most for your work: Gemma 2 27B on price and Hermes 3 405B Instruct for long inputs. 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, Hermes 3 405B Instruct, Gemma 2 27B or Aya Expanse 32B?
Gemma 2 27B is cheaper at $0.65 input / $0.65 output per million tokens (median across 3 API providers). Aya Expanse 32B costs $0.50 input / $1.50 output per million tokens (official Cohere API price); 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 $0.65 per million tokens for Gemma 2 27B versus $0.75 for Aya Expanse 32B (1.2× as much) and $1.00 for Hermes 3 405B Instruct (1.5× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Hermes 3 405B Instruct has not been scored yet, Gemma 2 27B has an ECI of 122.1 and Aya Expanse 32B has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Hermes 3 405B Instruct, Gemma 2 27B and Aya Expanse 32B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Hermes 3 405B Instruct, Gemma 2 27B and Aya Expanse 32B does not support tool calling, which most coding agents need.
Which has the bigger context window?
Hermes 3 405B Instruct has the largest context window at 131,072 tokens, against 128,000 for Aya Expanse 32B and 8,192 for Gemma 2 27B. Maximum output per response: Hermes 3 405B Instruct up to 16,384, Gemma 2 27B up to 2,048, Aya Expanse 32B up to 4,000 tokens.
Which can read images, PDFs, audio or video?
Hermes 3 405B Instruct accepts text; Gemma 2 27B accepts text; Aya Expanse 32B accepts text. They handle the same number of input types.
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?
Aya Expanse 32B is the newest, released Oct 24, 2024. Hermes 3 405B Instruct came out Aug 16, 2024; Gemma 2 27B came out Jul 13, 2024. Knowledge cutoff: Hermes 3 405B Instruct Dec 31, 2023, Gemma 2 27B Jun 30, 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.
Related comparisons
- Hermes 3 405B Instruct vs Aion-RP 1.0 (8B)Aion Labs
- Hermes 3 405B Instruct vs Qwen2.5-Coder-32B-InstructAlibaba (Qwen)
- Hermes 3 405B Instruct vs Nova ProAmazon
- Gemma 2 27B vs Mistral LargeMistral AI · ECI 122.0
- Gemma 2 27B vs Llama-3.1-70B-InstructMeta · ECI 125.9
- Gemma 2 27B vs Claude Haiku 3Anthropic · ECI 118.8
