Firecrawl vs Google Vertex AI Search: what AI actually recommends
The same buying questions, run after run, to ChatGPT, Claude, Gemini, and Perplexity: the record of which of these two they name first. No opinions, no scores we invented: what the models said.
AI currently favors Firecrawl. Ahead in 1 of 1 shared category on consensus rank.
That is the latest close, not a verdict for all time. The model-by-model board below shows where they agree, where they split, and how both brands moved.
At the latest close, Firecrawl leads 1 and Google Vertex AI Search leads 0 across the 1 category they both appear in.
Beyond this pairing, Firecrawl is ranked in 1 category; Google Vertex AI Search is ranked in 2 categories. The board below is the shared slice, where the four models place these two side by side.
The record, category by category.
Consensus rank · latest close- #11FirecrawlNew entry at the last closespread 10Claude#6
- #12Google Vertex AI SearchNew entry at the last closespread 10Gemini#6
On consensus rank, Firecrawl leads here, #11 to Google Vertex AI Search's #12. Every model that separates the two ranks Firecrawl ahead. Firecrawl is new to the board at this close.
What the models actually said.
The ranking is the answer; these are the words behind it. Every quote is from a recorded model answer — follow the category to read it whole.
Firecrawl
Firecrawl – A strong pick when search results need to become clean Markdown or structured data alongside citations, covering the full search-to-extraction pipeline.
Claude
Google Vertex AI Search
Google Vertex AI Search: An enterprise-focused solution that excels at grounding generative AI outputs in both public web data and private enterprise data with strong citation tracking.
Gemini
Where the models split.
Across the 1 category Firecrawl and Google Vertex AI Search share, the models line up cleanly in 0 and split in the 0 that remain.
Model by model, Claude is Firecrawl's strongest backer, placing it ahead in 1 of the 1; Gemini leans the other way, favoring Google Vertex AI Search in 1.
- ChatGPTsplit 0-0
- Claudefavors Firecrawl 1-0
- Geminifavors Google Vertex AI Search 1-0
- Perplexitysplit 0-0