We are a bootstrapped startup trying to decide if fine tuning open source LLMs makes financial sense compared to paying for Claude 3.5 Sonnet API calls
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are a bootstrapped startup trying to decide if fine tuning open source LLMs makes financial sense compared to paying for Claude 3.5 Sonnet API calls
3 real searches · 1 real-search pass
Claude 3.5 Sonnet API pricing input output tokens official Anthropic pricing 2026Google ↗
OBSERVEDReason
open source LLM inference hosting pricing fine tuning GPU costs Together AI Fireworks pricing 2026Google ↗
OBSERVEDComparison
vLLM GPU cloud hourly pricing A100 H100 2026 RunPod pricingGoogle ↗
OBSERVEDComparison
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). 2 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
Claude 3.5 Sonnet API pricing input output tokens official Anthropic pricing 2026 Google ↗
open source LLM inference hosting pricing fine tuning GPU costs Together AI Fireworks pricing 2026 Google ↗
vLLM GPU cloud hourly pricing A100 H100 2026 RunPod pricing Google ↗
- Anthropic List Prices · www-cdn.anthropic.com
- GPU Models · runpod.io
- Cloud GPU Instances for AI Workloads · runpod.io
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Claude 3.5 Sonnet API pricing input output tokens official Anthropic pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
open source LLM inference hosting pricing fine tuning GPU costs Together AI Fireworks pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
vLLM GPU cloud hourly pricing A100 H100 2026 RunPod pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |