What are the best localized open-source LLMs that we can deploy behind our corporate firewall today to replace commercial APIs securely?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best localized open-source LLMs that we can deploy behind our corporate firewall today to replace commercial APIs securely?
3 real searches · 1 real-search pass
best open weight LLM models enterprise self hosted 2026 Qwen Llama DeepSeek Mistral official model cards licensingGoogle ↗
OBSERVEDComparison
vLLM documentation production serving openai compatible Kubernetes tensor parallelismGoogle ↗
OBSERVEDOther / navigational
Hugging Face open source LLM license Qwen3 Llama 4 DeepSeek V3 Mistral Small 3.1 officialGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
best open weight LLM models enterprise self hosted 2026 Qwen Llama DeepSeek Mistral official model cards licensing Google ↗
vLLM documentation production serving openai compatible Kubernetes tensor parallelism Google ↗
Hugging Face open source LLM license Qwen3 Llama 4 DeepSeek V3 Mistral Small 3.1 official Google ↗
- Best Open-Weight LLMs 2026 · contextstudios.ai
- Best Open-Weight LLMs 2026: Local Models Compared · sysart.consulting
- Best Open-Source LLMs to Self-Host for Business Use (2026) · originshq.com
- Which open source LLMs can you use commercially in 2026? · 9io.ai
- Best Open-Source AI Models in 2026: Licenses, Hardware & Local Use · sxf.si
- Open-Weight and Open-Source LLM Families · llm.build
- Open-weight AI models for business: Llama, Mistral, DeepSeek, Qwen and when to run your own · cordrey.co
- docs.vllm.cc · docs.vllm.cc
- vLLM documentation · docs.vllm.ai
- Ollama · ollama.com
- LiteLLM · litellm.ai
- Qdrant · qdrant.tech
- Hugging Face model repository · huggingface.co
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best open weight LLM models enterprise self hosted 2026 Qwen Llama DeepSeek Mistral official model cards licensing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
vLLM documentation production serving openai compatible Kubernetes tensor parallelism OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Hugging Face open source LLM license Qwen3 Llama 4 DeepSeek V3 Mistral Small 3.1 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |