Value ranking

# Best Value LLMs for Multimodal in October 2026

> Best Value LLMs for Multimodal: As of October 2026, Gemma 4 26B A4B IT gives the most multimodal performance per dollar: 40.6 points at a blended $0.11 per million tokens. … 57 models ranked with sources.
- Canonical page: https://noometry.com/best/best-value-multimodal
- Last updated: 2026-10-10
- Title: Best Value LLMs for Multimodal (October 2026) | Noometry

As of October 2026, Gemma 4 26B A4B IT gives the most multimodal performance per dollar: 40.6 points at a blended $0.11 per million tokens. Gemma 4 31B IT is next.

Last verified October 10, 2026

Category score per dollar of blended API price, among models in the top half of the multimodal ranking.

Best Value LLMs for Multimodal: top 10

1.  Gemma 4 26B A4B IT 379.5 pts/$
2.  Gemma 4 31B IT 272.9 pts/$
3.  MiMo-V2.6-Flash 231.6 pts/$
4.  MiMo-V2.5 227.3 pts/$
5.  MiMo-V2-Omni 220.6 pts/$
6.  Claude Haiku 5.5 218.3 pts/$
7.  GPT-6 Luna 212.2 pts/$
8.  GLM-5.3-Flash 180.3 pts/$
9.  DeepSeek V4.1 Flash 148.8 pts/$
10.  GPT-5.6 Luna 94.9 pts/$
11.  0100200300400

## Full ranking

Best Value LLMs for Multimodal
| # | Model | Score | Input $/M | Output $/M | Points per $ |
| --- | --- | --- | --- | --- | --- |
| 1 | [Gemma 4 26B A4B IT](https://noometry.com/models/gemma-4-26b-a4b-it) | 40.6 | $0.0675 | $0.23 | 379.5 |
| 2 | [Gemma 4 31B IT](https://noometry.com/models/gemma-4-31b-it) | 41.6 | $0.09 | $0.34 | 272.9 |
| 3 | [MiMo-V2.6-Flash](https://noometry.com/models/mimo-v2-6-flash) | 40.5 | $0.14 | $0.28 | 231.6 |
| 4 | [MiMo-V2.5](https://noometry.com/models/mimo-v2-5) | 39.8 | $0.14 | $0.28 | 227.3 |
| 5 | [MiMo-V2-Omni](https://noometry.com/models/mimo-v2-omni) | 38.6 | $0.14 | $0.28 | 220.6 |
| 6 | [Claude Haiku 5.5](https://noometry.com/models/claude-haiku-5-5) | 43.7 | $0.10 | $0.50 | 218.3 |
| 7 | [GPT-6 Luna](https://noometry.com/models/gpt-6-luna) | 42.4 | $0.10 | $0.50 | 212.2 |
| 8 | [GLM-5.3-Flash](https://noometry.com/models/glm-5-3-flash) | 42.8 | $0.15 | $0.50 | 180.3 |
| 9 | [DeepSeek V4.1 Flash](https://noometry.com/models/deepseek-v4-1-flash) | 39.1 | $0.15 | $0.60 | 148.8 |
| 10 | [GPT-5.6 Luna](https://noometry.com/models/gpt-5-6-luna) | 42.7 | $0.20 | $1.20 | 94.9 |
| 11 | [MiniMax-M3](https://noometry.com/models/minimax-m3) | 40.2 | $0.30 | $1.20 | 76.5 |
| 12 | [MiMo-V2.6-Pro](https://noometry.com/models/mimo-v2-6-pro) | 40.8 | $0.43 | $0.87 | 75.1 |
| 13 | [Gemini 3.1 Flash Lite](https://noometry.com/models/gemini-3-1-flash-lite) | 39.4 | $0.25 | $1.50 | 70.0 |
| 14 | [Inkling-Small](https://noometry.com/models/inkling-small) | 39.1 | $0.45 | $1.20 | 61.3 |
| 15 | [Qwen3.7 Plus](https://noometry.com/models/qwen3-7-plus) | 41.8 | $0.40 | $1.60 | 59.7 |
| 16 | [Gemini 2.5 Flash](https://noometry.com/models/gemini-2-5-flash) | 41.8 | $0.30 | $2.50 | 49.2 |
| 17 | [Gemini 3.5 Flash Lite](https://noometry.com/models/gemini-3-5-flash-lite) | 41.1 | $0.30 | $2.50 | 48.3 |
| 18 | [Qwen3.5 27B](https://noometry.com/models/qwen3-5-27b) | 39.4 | $0.30 | $2.40 | 47.7 |
| 19 | [Kimi K2.5](https://noometry.com/models/kimi-k2-5) | 41.1 | $0.45 | $2.25 | 45.7 |
| 20 | [Gemini 3 Flash Preview](https://noometry.com/models/gemini-3-flash-preview) | 45.5 | $0.50 | $3 | 40.4 |
| 21 | [Qwen3.8 27B](https://noometry.com/models/qwen3-8-27b) | 41.3 | $0.99 | $1.49 | 37.0 |
| 22 | [Seed 2.0 Pro](https://noometry.com/models/dola-seed-2-0-pro) | 41.5 | $0.50 | $3 | 36.9 |
| 23 | [Qwen3.5 122B-A10B](https://noometry.com/models/qwen3-5-122b-a10b) | 39.6 | $0.40 | $3.20 | 36.0 |
| 24 | [Qwen3-VL 235B-A22B](https://noometry.com/models/qwen3-vl-235b-a22b) | 39.8 | $0.70 | $2.80 | 32.5 |
| 25 | [Qwen3.5 397B-A17B](https://noometry.com/models/qwen3-5-397b-a17b) | 40.7 | $0.60 | $3.60 | 30.2 |
| 26 | [Step 5 Preview](https://noometry.com/models/step-5-preview) | 41.0 | $1 | $2.70 | 28.8 |
| 27 | [Gemini 3.8 Flash](https://noometry.com/models/gemini-3-8-flash) | 40.7 | $0.75 | $3.75 | 27.2 |
| 28 | [Grok 4.20 Multi-Agent](https://noometry.com/models/grok-4-20-multi-agent) | 40.5 | $1.25 | $2.50 | 25.9 |
| 29 | [Gemini 3.6 Flash](https://noometry.com/models/gemini-3-6-flash) | 38.5 | $0.75 | $3.75 | 25.7 |
| 30 | [GPT-5.4 mini](https://noometry.com/models/gpt-5-4-mini) | 39.7 | $0.75 | $4.50 | 23.5 |
| 31 | [Muse Spark 1.3](https://noometry.com/models/muse-spark-1-3) | 43.7 | $1.25 | $4.25 | 21.8 |
| 32 | [Muse Spark 1.2](https://noometry.com/models/muse-spark-1-2) | 43.4 | $1.25 | $4.25 | 21.7 |
| 33 | [GLM-5V-Turbo](https://noometry.com/models/glm-5v-turbo) | 40.9 | $1.20 | $4 | 21.5 |
| 34 | [Muse Spark 1.1](https://noometry.com/models/muse-spark-1-1) | 42.6 | $1.25 | $4.25 | 21.3 |
| 35 | [o4-mini](https://noometry.com/models/o4-mini) | 40.2 | $1.10 | $4.40 | 20.9 |
| 36 | [Grok 4.6](https://noometry.com/models/grok-4-6) | 43.6 | $2 | $6 | 14.5 |
| 37 | [GPT-5](https://noometry.com/models/gpt-5) | 46.8 | $1.25 | $10 | 13.6 |
| 38 | [Gemini 3.5 Flash](https://noometry.com/models/gemini-3-5-flash) | 45.7 | $1.50 | $9 | 13.5 |
| 39 | [GPT-6.1 Sol](https://noometry.com/models/gpt-6-1-sol) | 52.7 | $2 | $10 | 13.2 |
| 40 | [Gemini 2.5 Pro](https://noometry.com/models/gemini-2-5-pro) | 45.2 | $1.25 | $10 | 13.1 |
| 41 | [GPT-5.1](https://noometry.com/models/gpt-5-1) | 44.8 | $1.25 | $10 | 13.0 |
| 42 | [Claude Sonnet 5.5](https://noometry.com/models/claude-sonnet-5-5) | 51.5 | $2 | $10 | 12.9 |
| 43 | [GPT-6 Sol](https://noometry.com/models/gpt-6-sol) | 47.6 | $2 | $10 | 11.9 |
| 44 | [o3](https://noometry.com/models/o3) | 41.4 | $2 | $8 | 11.8 |
| 45 | [GPT-5.2](https://noometry.com/models/gpt-5-2) | 51.3 | $1.75 | $14 | 10.7 |
| 46 | [Claude Sonnet 5](https://noometry.com/models/claude-sonnet-5) | 42.4 | $2 | $10 | 10.6 |
| 47 | [GPT-5.6 Terra](https://noometry.com/models/gpt-5-6-terra) | 47.3 | $2 | $12 | 10.5 |
| 48 | [GPT-5.4](https://noometry.com/models/gpt-5-4) | 43.7 | $2.50 | $15 | 7.8 |
| 49 | [Claude Opus 5.5](https://noometry.com/models/claude-opus-5-5) | 57.8 | $4 | $20 | 7.2 |
| 50 | [GPT-5.6 Sol](https://noometry.com/models/gpt-5-6-sol) | 48.6 | $4 | $20 | 6.1 |
| 51 | [Claude Opus 5](https://noometry.com/models/claude-opus-5) | 50.8 | $5 | $25 | 5.1 |
| 52 | [Claude Opus 4.8](https://noometry.com/models/claude-opus-4-8) | 42.9 | $5 | $25 | 4.3 |
| 53 | [GPT-5.5](https://noometry.com/models/gpt-5-5) | 46.9 | $5 | $30 | 4.2 |
| 54 | [Claude Opus 4.7](https://noometry.com/models/claude-opus-4-7) | 41.2 | $5 | $25 | 4.1 |
| 55 | [GPT-6 Astra](https://noometry.com/models/gpt-6-astra) | 55.0 | $10 | $50 | 2.7 |
| 56 | [Claude Fable 5.1](https://noometry.com/models/claude-fable-5-1) | 53.9 | $10 | $50 | 2.7 |
| 57 | [Claude Fable 5](https://noometry.com/models/claude-fable-5) | 45.3 | $10 | $50 | 2.3 |

Sponsored placements are available on pages like this one. [Advertise on Noometry](https://noometry.com/advertise)

## Compare the leaders

-   [Gemma 4 26B A4B IT vs Gemma 4 31B IT](https://noometry.com/compare/gemma-4-26b-a4b-it-vs-gemma-4-31b-it)
-   [Gemma 4 26B A4B IT vs MiMo-V2.6-Flash](https://noometry.com/compare/gemma-4-26b-a4b-it-vs-mimo-v2-6-flash)
-   [Gemma 4 26B A4B IT vs MiMo-V2.5](https://noometry.com/compare/gemma-4-26b-a4b-it-vs-mimo-v2-5)
-   [Gemma 4 31B IT vs MiMo-V2.6-Flash](https://noometry.com/compare/gemma-4-31b-it-vs-mimo-v2-6-flash)
-   [Gemma 4 31B IT vs MiMo-V2.5](https://noometry.com/compare/gemma-4-31b-it-vs-mimo-v2-5)
-   [MiMo-V2.6-Flash vs MiMo-V2.5](https://noometry.com/compare/mimo-v2-5-vs-mimo-v2-6-flash)

## Related rankings

-   [Best Cheap LLMs (Under $1 per Million Tokens)](https://noometry.com/best/cheap)
-   [Best Value LLMs](https://noometry.com/best/best-value-overall)
-   [Best Value LLMs for Coding](https://noometry.com/best/best-value-coding)
-   [Best Value LLMs for Agentic & Tool Use](https://noometry.com/best/best-value-agentic)
-   [Best Value LLMs for Reasoning](https://noometry.com/best/best-value-reasoning)
-   [Best Value LLMs for Math](https://noometry.com/best/best-value-math)
-   [Best Value LLMs for Knowledge](https://noometry.com/best/best-value-knowledge)

## Frequently asked questions

### What is the most cost-effective AI model for multimodal?

As of October 2026, Gemma 4 26B A4B IT gives the most multimodal performance per dollar: 40.6 points at a blended $0.11 per million tokens. Gemma 4 31B IT is next.

### What are the top 5 in this ranking?

Gemma 4 26B A4B IT, Gemma 4 31B IT, MiMo-V2.6-Flash, MiMo-V2.5, MiMo-V2-Omni, in that order, as of October 2026.

### How is this list ranked?

By score per dollar: the model’s score divided by its blended API price (three parts input to one part output), among models in the top half by score.

### Cite this page

Noometry. (2026). Best Value LLMs for Multimodal. Retrieved October 10, 2026, from https://noometry.com/best/best-value-multimodal

Quote Noometry with a link back to this page. It is also available in [Markdown](https://noometry.com/md/best/best-value-multimodal.md).