The AI model catalog, ranked by use case.

458 models across 62 vendors, ranked head-to-head for 82 real tasks. Updated daily from the OpenRouter catalog. Pricing, context, modality, tool support : all in one place.

458 models 82 task rankings 20 free models updated 2026-10-07
From the editors
2026-10-07

Meta: Muse Spark 1.2 Contributor Fills a Specific Niche for Large-Context Gen Tasks

If you're tackling a large-scale text generation task that requires processing up to 1048576 context characters, Meta: Muse Spark 1.2 Contributor is worth considering.

In this scenario, its high input capacity and corresponding output quality make it a solid choice over other models with lower context lengths. For instance, if you're building a knowledge graph summarization system where each node has a substantial amount of metadata associated with it, Meta: Muse Spark 1.2 Contributor's ability to handle the context length makes it an attractive option.

One size does not fit all in AI; don't get fooled by specs without understanding your use case.
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#ModelIn / 1MOut / 1MContext
1 Mistral: Mistral Nemomistralai/mistral-nemo $0.019 $0.030 131,072
2 inclusionAI: Ling 3.0 Flash VLinclusionai/ling-3.0-flash-vl $0.021 $0.062 262,144
3 inclusionAI: Ling 3.0 Flashinclusionai/ling-3.0-flash $0.021 $0.063 262,144
4 Sao10K: Llama 3 8B Lunarissao10k/l3-lunaris-8b $0.040 $0.050 8,192
5 OpenAI: gpt-oss-20bopenai/gpt-oss-20b $0.018 $0.090 131,072
6 Nex AGI: Nex-N2.5-Mininex-agi/nex-n2.5-mini $0.025 $0.100 262,144
7 IBM: Granite 4.0 Microibm-granite/granite-4.0-h-micro $0.017 $0.112 131,000
8 Meta: Llama 3.1 8B Instructmeta-llama/llama-3.1-8b-instruct $0.050 $0.080 131,072
9 Mistral: Mistral Small 3mistralai/mistral-small-24b-instruct-2501 $0.050 $0.080 32,768
10 OpenAI: gpt-oss-20b (batch)openai/gpt-oss-20b:batch $0.024 $0.112 131,072

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