Give me a detailed comparison between fine-tuning Llama 3 on our proprietary dataset versus relying on the base GPT-4o API for domain-specific medical coding.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Give me a detailed comparison between fine-tuning Llama 3 on our proprietary dataset versus relying on the base GPT-4o API for domain-specific medical coding.
8 real searches · 1 real-search pass
Llama 3 fine-tuning official Meta model license Llama 3.1 model card context lengthGoogle ↗
OBSERVEDReason
OpenAI GPT-4o API official documentation fine-tuning availability data retention HIPAA BAAGoogle ↗
OBSERVEDOther / navigational
medical coding ICD-10-CM official guidelines FY 2026 CMS coding guidelinesGoogle ↗
OBSERVEDInstruction
HIPAA cloud API business associate agreement OpenAI API healthcare officialGoogle ↗
OBSERVEDOther / navigational
OpenAI GPT-4o API pricing fine-tuning data usage retention HIPAA BAA official documentation 2026Google ↗
OBSERVEDOther / navigational
Meta Llama 3 license acceptable use commercial use official model cardGoogle ↗
OBSERVEDOther / navigational
CMS ICD-10-CM official coding guidelines FY 2026 medical codingGoogle ↗
OBSERVEDInstruction
HHS HIPAA cloud service provider business associate agreement guidanceGoogle ↗
OBSERVEDInstruction
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 (8)
Classes come from the query-classifier (a local Laya model). 8 of 8 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT8 real searches · gpt-6
Llama 3 fine-tuning official Meta model license Llama 3.1 model card context length Google ↗
OpenAI GPT-4o API official documentation fine-tuning availability data retention HIPAA BAA Google ↗
medical coding ICD-10-CM official guidelines FY 2026 CMS coding guidelines Google ↗
HIPAA cloud API business associate agreement OpenAI API healthcare official Google ↗
OpenAI GPT-4o API pricing fine-tuning data usage retention HIPAA BAA official documentation 2026 Google ↗
Meta Llama 3 license acceptable use commercial use official model card Google ↗
CMS ICD-10-CM official coding guidelines FY 2026 medical coding Google ↗
HHS HIPAA cloud service provider business associate agreement guidance Google ↗
- llama-models/models/llama3/MODEL_CARD.md at main · meta-llama/llama-models · github.com
- llama-models/models/llama3_1/MODEL_CARD.md at main · meta-llama/llama-models · github.com
- October 1.2026 , FY2027 ICD-10-CM Guidelines · cms.gov
- ICD-10 · cms.gov
- ICD-10-CM Files | Classification of Diseases, Functioning, and Disability · cdc.gov
- Getting a Business Associate Agreement for the OpenAI API · help.openai.com
- HIPAA eligible products and functionality · help.openai.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
8 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Llama 3 fine-tuning official Meta model license Llama 3.1 model card context length OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
OpenAI GPT-4o API official documentation fine-tuning availability data retention HIPAA BAA OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
medical coding ICD-10-CM official guidelines FY 2026 CMS coding guidelines OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
HIPAA cloud API business associate agreement OpenAI API healthcare official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI GPT-4o API pricing fine-tuning data usage retention HIPAA BAA official documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Meta Llama 3 license acceptable use commercial use official model card OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
CMS ICD-10-CM official coding guidelines FY 2026 medical coding OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
HHS HIPAA cloud service provider business associate agreement guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |