Singular is a marketing attribution and analytics platform that combines attribution with cost aggregation to measure return on marketing spend across channels, including mobile apps · singular.net ↗
Gane, the publisher, sells software in Attribution & MMM, where this product is measured. It is measured there by the same method as every other product. How the conflict is handled.
“consider mid-market platforms like Singular, Branch, or Telemetrik, which are generally more affordable”Qwen 3.7 Flash · Negative question · alternative
“AppsFlyer or Singular: Best if your priority is user acquisition and attribution.”Grok 4.20 · Direct question · alternative
“Often positioned around user-level data, ETL/warehouse delivery, and flexible reporting.”GPT-5.4 mini · Comparative question · alternative
“independent Mobile Measurement Partner (e.g., AppsFlyer, Adjust, Singular, Branch)”Gemini 3.5 Flash · Negative question · alternative
No model argued against it.
The products named in the same answers as Singular, over the 48 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 44 | 10 | View → | |
| 42 | 4 | View → | |
| 30 | 1 | View → | |
| 20 | 2 | View → | |
| 20 | 2 | View → | |
| 17 | 2 | View → | |
| 12 | 1 | View → | |
| 11 | 0 | View → | |
| 11 | 0 | View → | |
| 9 | 1 | View → |
What the models named instead of Singular →
A side-by-side page exists where both products are among a category's top eight.
Stated on Singular'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 36 of the 48 answers that named Singular and are not a share of its labels.
Ninety of the ninety domain citations in answers naming Singular 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 | 2 | 2 | 0 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 2 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 470 | 8 | 2026-09-23 | Mobile apps | |
| Glossary or explainer | 154 | 3 | 2026-08-17 | ||
| Podcast or video | 99 | 0 | 2025-10-21 | ||
| Case study | 64 | 1 | 2026-09-22 | ||
| Webinar or virtual event | 14 | 0 | 2026-03-24 | ||
| Report or ebook | 7 | 0 | 2025-01-11 | ||
| Conference or event | 6 | 0 | 2025-10-13 | ||
| Comparison | 6 | 1 | 2026-07-15 | SEO |
Every page singular.net 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.