# Singular: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 17 judge labels across 2 categories by 11 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/singular

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Mobile apps](https://www.gane.ai/index/gtm/marketing/mobile-apps/index.md) | 0% | 23 | 0% | 15 |
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 75 | 0% | 2 |

## What the models said for it

- "consider mid-market platforms like Singular, Branch, or Telemetrik, which are generally more affordable" (Qwen 3.7 Flash, Mobile apps)
- "AppsFlyer or Singular: Best if your priority is user acquisition and attribution." (Grok 4.20, Mobile apps)
- "Often positioned around user-level data, ETL/warehouse delivery, and flexible reporting." (GPT-5.4 mini, Mobile apps)
- "independent Mobile Measurement Partner (e.g., AppsFlyer, Adjust, Singular, Branch)" (Gemini 3.5 Flash, Mobile apps)

## By model

| 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 |

## Sources returned with these answers

The sites and pages cited by the answers that named Singular, from 36 of the 48 answers that named it (only the models that return a source list).

### Domains cited

- appsflyer.com: 15
- g2.com: 12
- splitmetrics.com: 10
- airbridge.io: 9
- businessofapps.com: 8
- getapp.com: 8
- wuzzon.com: 8
- adjust.com: 7
- branch.io: 7
- aboutmartech.com: 6

### Pages cited

- https://splitmetrics.com/blog/best-mobile-measurement-partners-mmps: 8
- https://adjust.com/resources/guides/mmp-buyers-guide: 6
- https://appsflyer.com/pricing: 5
- https://mobileappdaily.com/products/best-mobile-marketing-software: 5
- https://appsflyer.com/products/measurement/mobile-attribution: 4
- https://businessofapps.com/marketplace/marketing-automation/research/marketing-automation-costs: 4
- https://kurve.co.uk/blog/top-10-mobile-app-marketing-tools-unveiling-success-kurve: 4
- https://learn.g2.com/best-mobile-marketing-software: 4

## In its own words

What Singular's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Marketing Attribution & Analytics with AI Insights; AI-powered attribution and analytics platform (https://singular.net/)
- For: modern marketers (https://singular.net/)
- Price stated: Free, Growth, Enterprise (https://singular.net/)
- Starting price: 0 (https://singular.net/)
- Free plan or trial: Free; Free for 14 days. No credit card required. (https://singular.net/)
- Integrations claimed: 1200 (https://singular.net/)
- Certifications: GDPR, CCPA, COPPA, SOC 2, ePrivacy Directive
- Customers named: Lyft, Airbnb, DoorDash, Rovio

## What it publishes

Every page singular.net exposes, read 2026-09-29: 891 addresses. By kind, pages and the last 90 days:

- blog: 470 pages, 8 in the last 90 days, latest 2026-09-23
- case study: 64 pages, 1 in the last 90 days, latest 2026-09-22
- webinar or virtual event: 14 pages, 0 in the last 90 days, latest 2026-03-24
- conference or event: 6 pages, 0 in the last 90 days, latest 2025-10-13
- report or ebook: 7 pages, 0 in the last 90 days, latest 2025-01-11
- comparison: 6 pages, 1 in the last 90 days, latest 2026-07-15
- glossary or explainer: 154 pages, 3 in the last 90 days, latest 2026-08-17
- podcast or video: 99 pages, 0 in the last 90 days, latest 2025-10-21
- Recent: 2026-09-23 blog: Beyond last touch multi touch attribution https://www.singular.net/blog/beyond-last-touch-multi-touch-attribution
- Recent: 2026-09-22 case study: How gameloft made 90 of its pc and console ad spend measurable with singular https://www.singular.net/case-study/how-gameloft-made-90-of-its-pc-and-console-ad-spend-measurable-with-singular
- Recent: 2026-09-17 blog: Sync your singular audiences straight into chatgpt ads https://www.singular.net/blog/sync-your-singular-audiences-straight-into-chatgpt-ads
- Recent: 2026-08-20 blog: Independent measurement https://www.singular.net/blog/independent-measurement
- Recent: 2026-08-17 glossary or explainer: Monthly active users mau https://www.singular.net/glossary/monthly-active-users-mau
- Recent: 2026-08-06 glossary or explainer: Deep linking https://www.singular.net/glossary/deep-linking

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.