A product needs 10 labels in a category before a share is stated. Contra has 7.
“consider alternatives like Contra (lower fees, more creator-friendly per some reviews)”Grok 4.20 · Negative question · alternative
“Choose Contra for portfolio-led creative hiring and freelance project management.”GPT-6 Luna · Comparative question · alternative
“Popular with independent professionals who want to showcase their own portfolio”GPT-5.4 mini · Comparative question · alternative
“Fee-Free Invoicing & Direct Contracting: Contra or LinkedIn”Gemini 3.5 Flash · Negative question · alternative
No model argued against it.
The products named in the same answers as Contra, over the 19 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 18 | 7 | View → | |
| 18 | 0 | View → | |
| 16 | 4 | View → | |
| 12 | 0 | View → | |
| 8 | 0 | View → | |
| 8 | 0 | View → | |
| 6 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 0 | View → | |
| 3 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
Stated on Contra's own site, not checked by Gane.
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 →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 16 of the 19 answers that named Contra and are not a share of its labels.
Forty-six of the forty-six domain citations in answers naming Contra came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| News or press | 133 | undated | |||
| Glossary or explainer | 132 | 0 | 2025-12-09 | ||
| Blog | 77 | undated | |||
| Report or ebook | 54 | undated | |||
| Webinar or virtual event | 32 | 0 | 2026-06-18 | ||
| Podcast or video | 29 | 0 | 2025-12-09 | ||
| Comparison | 13 | 0 | 2026-05-06 | ||
| Conference or event | 11 | undated | |||
| Case study | 4 | 0 | 2025-10-21 | ||
| Template or tool | 3 | undated |
Every page contrastsecurity.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.