What should a non technical founder know before deploying private language models on company infrastructure
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What should a non technical founder know before deploying private language models on company infrastructure
3 real searches · 1 real-search pass
NIST AI Risk Management Framework generative AI profile data privacy governance deployment monitoring officialGoogle ↗
OBSERVEDOther / navigational
OWASP Top 10 for Large Language Model Applications prompt injection sensitive information disclosure officialGoogle ↗
OBSERVEDInstruction
self hosted LLM inference production deployment GPU monitoring scaling security documentation vLLMGoogle ↗
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). 3 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
NIST AI Risk Management Framework generative AI profile data privacy governance deployment monitoring official Google ↗
OWASP Top 10 for Large Language Model Applications prompt injection sensitive information disclosure official Google ↗
self hosted LLM inference production deployment GPU monitoring scaling security documentation vLLM Google ↗
- OWASP Top 10 for Large Language Model Applications · owasp.github.io
- GitHub - GenAI-Security-Project/GenAI-LLM-Top10: OWASP Top 10 for Large Language Model Applications · github.com
- Security · docs.vllm.ai
- vllm/docs/deployment/integrations/production-stack.md at main · vllm-project/vllm · github.com
- AI Risk Management Framework · nist.gov
- Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile · nvlpubs.nist.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
NIST AI Risk Management Framework generative AI profile data privacy governance deployment monitoring official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OWASP Top 10 for Large Language Model Applications prompt injection sensitive information disclosure official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
self hosted LLM inference production deployment GPU monitoring scaling security documentation vLLM OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |