Can you compare the leading private language models available right now for small business deployment on local servers to protect client data
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the leading private language models available right now for small business deployment on local servers to protect client data
6 real searches · 1 real-search pass
leading open weight LLM releases local deployment enterprise privacy October 2026Google ↗
OBSERVEDOther / navigational
best open weight language models for local self hosted business deployment 2026 Llama Qwen Mistral Gemma licensing hardwareGoogle ↗
OBSERVEDComparison
official Qwen3 model license local deployment sizesGoogle ↗
OBSERVEDComparison
official Mistral Small 3.2 model license self hostingGoogle ↗
OBSERVEDOther / navigational
official Meta Llama 4 license self hosting model sizesGoogle ↗
OBSERVEDComparison
official Google Gemma 3 license local deploymentGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (6)
Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
leading open weight LLM releases local deployment enterprise privacy October 2026 Google ↗
best open weight language models for local self hosted business deployment 2026 Llama Qwen Mistral Gemma licensing hardware Google ↗
official Qwen3 model license local deployment sizes Google ↗
official Mistral Small 3.2 model license self hosting Google ↗
official Meta Llama 4 license self hosting model sizes Google ↗
official Google Gemma 3 license local deployment Google ↗
- Best Open-Weight LLMs 2026: Local Models Compared · sysart.consulting
- The Best Open Source and Open-Weight LLM Models to Run Locally in 2026 · huggingface.co
- OpenAI open-weight models (gpt-oss) · help.openai.com
- Open models by OpenAI · openai.com
- Introducing gpt-oss · openai.com
- Gemma 4 model card | Google AI for Developers · ai.google.dev
- Introducing Mistral Large 4 · mistral.ai
- Mistral Large 4 - Mistral AI · docs.mistral.ai
- Mistral Large 4 (Le Chonk) is now open weight · mistral.ai
- Ollama · ollama.com
- Open WebUI · openwebui.com
- vLLM documentation · docs.vllm.ai
- LocalAI · localai.io
- Privacy Policy · registry.ollama.com
- Overview :: LocalAI · localai.io
- ollama/docs/api/introduction.mdx at main · ollama/ollama · github.com
- ollama/docs/api/authentication.mdx at main · ollama/ollama · github.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
leading open weight LLM releases local deployment enterprise privacy October 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
best open weight language models for local self hosted business deployment 2026 Llama Qwen Mistral Gemma licensing hardware OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official Qwen3 model license local deployment sizes OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official Mistral Small 3.2 model license self hosting OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
official Meta Llama 4 license self hosting model sizes OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official Google Gemma 3 license local deployment OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |