Evaluate the cost-efficiency of fine-tuning Llama 3 8B on Modal versus using managed fine-tuning services on Together AI for domain-specific medical coding.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Evaluate the cost-efficiency of fine-tuning Llama 3 8B on Modal versus using managed fine-tuning services on Together AI for domain-specific medical coding.
4 real searches · 1 real-search pass
Modal GPU pricing fine-tuning Llama 3 8B A100 H100 2026 official pricingGoogle ↗
OBSERVEDComparison
Together AI fine-tuning pricing Llama 3 8B managed fine tuning official 2026Google ↗
OBSERVEDOther / navigational
Together AI HIPAA BAA healthcare data fine tuning officialGoogle ↗
OBSERVEDOther / navigational
Modal HIPAA BAA healthcare PHI officialGoogle ↗
OBSERVEDDefinition
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
Modal GPU pricing fine-tuning Llama 3 8B A100 H100 2026 official pricing Google ↗
Together AI fine-tuning pricing Llama 3 8B managed fine tuning official 2026 Google ↗
Together AI HIPAA BAA healthcare data fine tuning official Google ↗
Modal HIPAA BAA healthcare PHI official Google ↗
- Pricing: Pay per second for GPUs and CPUs · modal.com
- Fine-Tuning Pricing · support.together.ai
- Llama 3.1 - 405B, 70B & 8B with multilinguality and long context · huggingface.co
- Analyzing LLAMA3 Performance on Classification Task Using LoRA and QLoRA Techniques · mdpi.com
- Fine-Tuning · together.ai
- Modal supports HIPAA compliance · modal.com
- Security and privacy at Modal · modal.com
- Powering Secure AI: Together AI Achieves SOC 2 Type 2 Compliance · together.ai
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Modal GPU pricing fine-tuning Llama 3 8B A100 H100 2026 official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Together AI fine-tuning pricing Llama 3 8B managed fine tuning official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Together AI HIPAA BAA healthcare data fine tuning official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Modal HIPAA BAA healthcare PHI official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |