How AI answer engines name Fireworks
Data through October 19, 2026
Across 1,236 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Infrastructure between May 10, 2026 and October 19, 2026, Fireworks was named in 35 (2.8%).
By engine
Answers each engine gave to buyer questions about AI Infrastructure and Enterprise AI, and how many of them named Fireworks.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 7 | 391 | 1.8% |
| Claude | 0 | 398 | 0.0% |
| Gemini | 29 | 398 | 7.3% |
| Perplexity | 1 | 398 | 0.3% |
| Google AI Mode | 4 | 113 | 3.5% |
| Google AI Overviews | 0 | 39 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 9 | 183 | 4.9% |
| Ranked list | 1 | 212 | 0.5% |
| Head-to-head | 12 | 211 | 5.7% |
| Is it worth it | 0 | 210 | 0.0% |
| How to choose | 13 | 210 | 6.2% |
| Problem first | 0 | 210 | 0.0% |
| News | 6 | 501 | 1.2% |
Named first
When an answer named Fireworks alongside another brand in this record, it was named first in 7 of 34 (20.6%).
Named alongside
- Together AI: named together in 30 answers
- Databricks: named together in 4 answers
- Langfuse: named together in 2 answers
- Salesforce: named together in 2 answers
- Cyera: named together in 1 answers
- Glean: named together in 1 answers
- Guardrails AI: named together in 1 answers
- SiliconFlow: named together in 1 answers
Sources the engines cited when they named Fireworks
Domains cited in answers that named Fireworks, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| youtube.com | 5 |
| aicalculatorpro.com | 4 |
| deloitte.com | 4 |
| linkedin.com | 4 |
| wikipedia.org | 4 |
| bvp.com | 3 |
| deploybase.ai | 3 |
| landbase.com | 3 |
| loadforge.com | 3 |
| medium.com | 3 |
Fireworks's own site (fireworks.ai) was cited in 1 of 44 (2.3%).
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Infrastructure | 35 | 1,236 | 2.8% |
| Enterprise AI | 6 | 501 | 1.2% |
| Infrastructure & Dev Tools | 2 | 489 | 0.4% |
| Logistics & Freight | 1 | 604 | 0.2% |
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Fireworks?
ChatGPT named Fireworks in 7 of 391 answers (1.8%) to buyer questions about AI Infrastructure and Enterprise AI between May 10, 2026 and October 19, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Fireworks.
Which sources do AI engines cite when they mention Fireworks?
The domains cited most often in answers that named Fireworks were youtube.com (5 answers), aicalculatorpro.com (4 answers) and deloitte.com (4 answers).
Which AI engine names Fireworks most often?
Gemini, at 7.3%: it named Fireworks in 29 of 398 answers to buyer questions about AI Infrastructure and Enterprise AI.