Real ChatGPT answer · index seedVGpUsOtjm6ccompleteB2B software · AI and automation toolsinformational

How does fine-tuning open source models like Llama 3 compare to using managed APIs when dealing with sensitive HR documents?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does fine-tuning open source models like Llama 3 compare to using managed APIs when dealing with sensitive HR documents?
3 real searches · 1 real-search pass
Llama 3 license acceptable use policy official Meta documentation model licenseGoogle ↗
OBSERVEDOther / navigational
OpenAI API business data privacy not used for training retention official documentationGoogle ↗
OBSERVEDOther / navigational
NIST AI risk management framework privacy data governance generative AI 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)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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
Llama 3 license acceptable use policy official Meta documentation model license Google ↗
OpenAI API business data privacy not used for training retention official documentation Google ↗
NIST AI risk management framework privacy data governance generative AI official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Llama 3 license acceptable use policy official Meta documentation model license
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI API business data privacy not used for training retention official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
NIST AI risk management framework privacy data governance generative AI official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1