Gemma 2 2B IT vs Hermes 3 405B Instruct vs Vision Large
Vision Large comes out ahead, 84 to 10 and 0 on our weighted score, though Hermes 3 405B Instruct is 11× cheaper per token.
GoogleGemma 2 2B IT
0/100- ECI—
- Price—
- Context8K
Nous ResearchHermes 3 405B Instruct
10/100- ECI—
- Price$1.00 / $1.00
- Context131K
- Our pick
VisparkVision Large
84/100- ECI—
- Price$7.37 / $22.11
- Context1M
Vision Large is our pick
Vision Large is the better all-round choice, scoring 84/100 against Hermes 3 405B Instruct (10) and Gemma 2 2B IT (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. 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 priceHermes 3 405B InstructHermes 3 405B Instruct $1.00 · Vision Large $11.05 per 1M tokens (3:1 blend) · Gemma 2 2B IT unpriced
- Longest contextVision LargeVision Large 1,000,000 · Hermes 3 405B Instruct 131,072 · Gemma 2 2B IT 8,192 tokens
- Widest inputsVision LargeGemma 2 2B IT: Text · Hermes 3 405B Instruct: Text · Vision Large: Text, Images, PDFs, Audio, Video
- Self-hostingGemma 2 2B IT and Hermes 3 405B InstructPublishes downloadable weights (Gemma Terms of Use)
| Measure | Weight | Gemma 2 2B IT | Hermes 3 405B Instruct | Vision Large |
|---|---|---|---|---|
| Inputs & features | 60% | 0 | 0 | 100 |
| Context window | 40% | 0 | 25 | 60 |
| Overall | 100% | 0/100 | 10/100 | 84/100 |
Left out because at least one model lacks the data: capability and price. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Gemma 2 2B ITGoogle | Hermes 3 405B InstructNous Research | Vision LargeVispark |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | — | $1.00 (best) | $7.37 |
| Output | — | $1.00 (best) | $22.11 |
| Cached input | — | — | — |
| Blended (3:1) | — | $1.00 (best) | $11.05 |
| Long-context rate | — | Same rate | Same rate |
| Price source | — | Median of 5 providers | Official Vispark API |
| Limits | |||
| Context window | 8,192 tokens | 131,072 tokens | 1,000,000 tokens (best) |
| Max output | 8,192 tokens | 16,384 tokens | 65,536 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | Yes |
| PDFs | No | No | Yes |
| Audio | No | No | Yes |
| Video | No | No | Yes |
| Reasoning | No | No | Yes |
| Tool calling | No | No | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | OpenGemma Terms of Use | Open | Proprietary |
| API model ID | — | — | vispark/vision-large |
| API providers | — | 5 (best) | 1 |
| Released | Jul 31, 2024 | Aug 16, 2024 | May 15, 2024 |
| Knowledge cutoff | — | Dec 31, 2023 | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Gemma 2 2B IT—
- Hermes 3 405B Instruct$12.00
- Vision Large$117.92
Which should you choose?
Which is better: Gemma 2 2B IT, Hermes 3 405B Instruct or Vision Large?
Vision Large is the better all-round choice, scoring 84/100 against Hermes 3 405B Instruct (10) and Gemma 2 2B IT (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Gemma 2 2B IT, Hermes 3 405B Instruct or Vision Large?
Hermes 3 405B Instruct is cheaper at $1.00 input / $1.00 output per million tokens (median across 5 API providers). Vision Large costs $7.37 input / $22.11 output per million tokens (official Vispark API price). At a typical mix of three input tokens to one output token, that is $1.00 per million tokens for Hermes 3 405B Instruct versus $11.05 for Vision Large (11× as much). Gemma 2 2B IT has no published per-token price.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Gemma 2 2B IT has not been scored yet, Hermes 3 405B Instruct has not been scored yet and Vision Large has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Gemma 2 2B IT, Hermes 3 405B Instruct and Vision Large yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Gemma 2 2B IT and Hermes 3 405B Instruct does not support tool calling, which most coding agents need.
Which has the bigger context window?
Vision Large has the largest context window at 1,000,000 tokens, against 131,072 for Hermes 3 405B Instruct and 8,192 for Gemma 2 2B IT. Maximum output per response: Gemma 2 2B IT up to 8,192, Hermes 3 405B Instruct up to 16,384, Vision Large up to 65,536 tokens.
Which can read images, PDFs, audio or video?
Gemma 2 2B IT accepts text; Hermes 3 405B Instruct accepts text; Vision Large accepts text, images, PDFs, audio and video. Vision Large handles the widest range of inputs.
Are any of these open source?
Gemma 2 2B IT and Hermes 3 405B Instruct publishes its weights (Gemma Terms of Use) and can be self-hosted; Vision Large is proprietary.
Which is newer?
Hermes 3 405B Instruct is the newest, released Aug 16, 2024. Gemma 2 2B IT came out Jul 31, 2024; Vision Large came out May 15, 2024. Knowledge cutoff: Hermes 3 405B Instruct Dec 31, 2023.
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.
