Real ChatGPT answer · index seeddL4HIzuY9KccompleteB2B software · AI and automation toolsinformational
What are the current hardware costs and cloud options for fine-tuning open-source LLMs compared to using proprietary APIs for student startups?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current hardware costs and cloud options for fine-tuning open-source LLMs compared to using proprietary APIs for student startups?
3 real searches · 1 real-search pass
2026 GPU cloud pricing H100 A100 L40S hourly RunPod Lambda Labs official pricingGoogle ↗
OBSERVED
2026 LLM API pricing GPT Claude Gemini input output per million tokens official pricingGoogle ↗
OBSERVED
2026 GPU hardware prices RTX 5090 RTX 4090 workstation official retail pricing fine tuningGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
2026 GPU cloud pricing H100 A100 L40S hourly RunPod Lambda Labs official pricing Google ↗
2026 LLM API pricing GPT Claude Gemini input output per million tokens official pricing Google ↗
2026 GPU hardware prices RTX 5090 RTX 4090 workstation official retail pricing fine tuning Google ↗
- GeForce RTX 5090 Graphics Cards · nvidia.com
- Workstations for Generative AI · pugetsystems.com
- Cloud GPU Instances for AI Workloads · runpod.io
- Rent NVIDIA GPUs on demand: H100, H200, and B200 · lambda.ai
- Gemini Developer API pricing | Gemini API | Google AI for Developers · ai.google.dev
- Anthropic List Prices · www-cdn.anthropic.com
- Pricing · developers.openai.com
- RunPod pricing · runpod.io
- Google Cloud GPU pricing · cloud.google.com
- AWS EC2 instance types · aws.amazon.com
- Hugging Face PEFT documentation · huggingface.co
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 GPU cloud pricing H100 A100 L40S hourly RunPod Lambda Labs official pricing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2026 LLM API pricing GPT Claude Gemini input output per million tokens official pricing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2026 GPU hardware prices RTX 5090 RTX 4090 workstation official retail pricing fine tuning OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |