Search and social advertising platforms · Named, not rankedFluency
Fluency is an advertising platform for search, social, and native and content advertising · fluency.inc ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Fluency has 3.
Why models recommend it
“Fluency (Agentic ad ops — new but well-reviewed)”DeepSeek V4 Flash · Negative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Fluency, over the 12 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 11 | 6 | View → | |
| 9 | 2 | View → | |
| 7 | 1 | View → | |
| 7 | 0 | View → | |
| 6 | 2 | View → | |
| 6 | 2 | View → | |
| 5 | 1 | View → | |
| 4 | 0 | View → | |
| 3 | 1 | View → | |
| 3 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 12 of the 12 answers that named Fluency and are not a share of its labels.
Domains cited
Fifty-four of the fifty-four domain citations in answers naming Fluency came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |