Real ChatGPT answer · index seedfTEnw0x2uBUcompleteB2B software · AI and automation toolsinformational
We need to deploy a custom internal chatbot this week to answer employee HR questions, what open-source LLM should our engineering team use?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to deploy a custom internal chatbot this week to answer employee HR questions, what open-source LLM should our engineering team use?
4 real searches · 1 real-search pass
best open-weight LLMs for enterprise internal HR chatbot 2026 licenses tool calling long context Qwen Mistral LlamaGoogle ↗
OBSERVEDComparison
Qwen latest open weights model official license 2026Google ↗
OBSERVEDOther / navigational
Mistral open models latest official license 2026Google ↗
OBSERVEDOther / navigational
Llama latest open model license official 2026Google ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
best open-weight LLMs for enterprise internal HR chatbot 2026 licenses tool calling long context Qwen Mistral Llama Google ↗
Qwen latest open weights model official license 2026 Google ↗
Mistral open models latest official license 2026 Google ↗
Llama latest open model license official 2026 Google ↗
- Qwen3.8-27B/README.md at main · AlibabaCloud-Official/Qwen3.8-27B · github.com
- Qwen/Qwen3.8-27B · huggingface.co
- Model weights and documentation · huggingface.co
- Mistral Small 4 - Mistral AI · docs.mistral.ai
- Introducing Mistral Small 4 · mistral.ai
- RAG Security · cheatsheetseries.owasp.org
- RAG best practices for enterprise AI teams · techtarget.com
- Class Leading, Open-Source AI · ai.meta.com
- Llama · dev.meta.ai
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best open-weight LLMs for enterprise internal HR chatbot 2026 licenses tool calling long context Qwen Mistral Llama OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Qwen latest open weights model official license 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Mistral open models latest official license 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Llama latest open model license official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |