BUYER PROMPT / PUBLISHED EVIDENCE
Which platforms are best for hosting open-weight models behind an API?
An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.
- Intent
- recommendation
- Model providers
- 3
- Categories
- 1
- Last observed
- Jul 27, 2026, 1:26 PM UTC
COMPETITIVE OUTCOME
Brands surfaced
Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.
| # | Brand | Category | Providers | Mentions | Owned citations | Provider evidence |
|---|---|---|---|---|---|---|
| 01 | Hugging Facehuggingface.co ↗ | Brands | 3 | 6 | 3 | Openai · Anthropic · Gemini |
| 02 | Together AItogether.ai ↗ | Brands | 3 | 4 | 1 | Openai · Anthropic · Gemini |
| 03 | Fireworks AIfireworks.ai ↗ | Brands | 3 | 3 | 0 | Openai · Anthropic · Gemini |
| 04 | Groqgroq.com ↗ | Brands | 2 | 2 | 0 | Anthropic · Gemini |
| 05 | DeepSeekdeepseek.com ↗ | Brands | 1 | 1 | 0 | Gemini |
| 06 | Mistral AImistral.ai ↗ | Brands | 1 | 1 | 0 | Gemini |
| 07 | OpenRouteropenrouter.ai ↗ | Brands | 1 | 1 | 0 | Gemini |
| 08 | Replicatereplicate.com ↗ | Brands | 1 | 1 | 0 | Anthropic |
MODEL COMPARISON
Answer matrix
One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.
| Provider | Model version | Category | Brands surfaced | Citations | Unique domains | Answer hash |
|---|---|---|---|---|---|---|
| Openai | openai/gpt-4o-mini | Brands | Together AI · Fireworks AI · Hugging Face | 4 | 4 | 68428f47…38111 |
| Anthropic | anthropic/claude-haiku-4-5 | Brands | Together AI · Groq · Fireworks AI · Hugging Face · Replicate | 5 | 3 | b1a24dc0…b31d5 |
| Gemini | google/gemini-2.5-flash | Brands | Mistral AI · DeepSeek · Together AI · Groq · Fireworks AI · OpenRouter · Hugging Face | 8 | 8 | f4f23541…a64d4 |
URL-DERIVED CITATIONS
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.