| --- |
| license: cc-by-4.0 |
| tags: |
| - llm |
| - benchmarks |
| - ai-evaluation |
| - model-comparison |
| - features |
| - rate-limits |
| size_categories: |
| - n<1K |
| --- |
| |
| # LLM Benchmark & Feature Matrix 2026 |
|
|
| **Which LLM is best at what?** This dataset maps capabilities, performance, and limits of 22 major models. |
|
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| Unlike pricing datasets, this focuses on **what models can do** — not just what they cost. |
|
|
| ## Files |
|
|
| | File | Description | |
| |------|-------------| |
| | `llm-benchmarks-2026.csv` | MMLU, HumanEval, MATH, Arena ELO, coding/reasoning/multilingual rankings, tier (S+ to B) | |
| | `llm-features-2026.csv` | 15 binary capabilities: vision, function calling, JSON mode, fine-tuning, tool use, web search, embeddings... | |
| | `llm-rate-limits-2026.csv` | Free tier availability, RPM/TPM limits, batch discounts, cached input discounts | |
|
|
| ## Models Covered |
|
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| 22 models from OpenAI, Anthropic, Google, Meta, Mistral, DeepSeek, xAI, Cohere |
|
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| ## Use Cases |
|
|
| - **Model selection** — Find models that support your required features (e.g., vision + function calling + fine-tuning) |
| - **Performance comparison** — Which model scores highest on coding vs reasoning vs multilingual? |
| - **Rate limit planning** — Can you stay within free tier? What are the paid RPM limits? |
| - **Tier analysis** — S+ tier models vs A tier — is the premium worth it? |
|
|
| ## Key Insights |
|
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| - Only **Google Gemini** supports all 15 features (vision, search, embeddings, fine-tuning, code execution) |
| - **DeepSeek** offers 90% cached input discount — massive savings for repetitive workloads |
| - **Groq** has highest free tier RPM (30) with lowest latency |
| - S+ tier models (o1, Claude Opus 4, Gemini 2.5 Pro, DeepSeek R1) all score >89 MMLU |
|
|
| ## Related |
|
|
| - [LLM Rankings](https://comparedge.com/best/llm) — Live leaderboard |
| - [AI Tools Pricing Dataset](https://huggingface.co/datasets/ComparEdge/ai-tools-pricing-2026) — 104 AI tools |
| - [Kaggle: Full Pricing Data](https://www.kaggle.com/datasets/comparedge/llm-api-pricing-comparison-2026) |
| - [GitHub Open Data](https://github.com/comparedge/awesome-saas-comparison-data) |
|
|
| ## License |
| CC BY 4.0 — [ComparEdge](https://comparedge.com) |
|
|
