# Prospeo: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/prospeo

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 2% | 18 | 0% | 2 |

## What the models said for it

- "CRM/contact hygiene, email accuracy and enrichment → Prospeo for a low-cost start" (Muse Glimmer 30B, Data observability)

## 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 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Prospeo, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 5
- prospeo.io: 5 (its own site)
- softwareadvice.co.uk: 5
- capterra.com: 3
- toolradar.com: 3
- aitoolsforbusiness.ai: 2
- insycle.com: 2
- linkfinderai.com: 2
- mammoth.io: 2
- slashdot.org: 2

### Pages cited

- https://g2.com/categories/data-quality: 5
- https://g2.com/categories/data-quality/small-business: 5
- https://softwareadvice.co.uk/directory/4582/data-quality/software: 5
- https://prospeo.io/s/data-quality-tools: 4
- https://capterra.com/data-quality-software: 3
- https://toolradar.com/best/data-quality/for/small-businesses: 3
- https://aitoolsforbusiness.ai/tags/data-quality: 2
- https://g2.com/products/insycle/reviews: 2

## In its own words

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

- Positioning: Build leads list with verified emails & mobiles (https://prospeo.io/c/plansee)
- For: For Lead Generation agencies, For Sales Leader, For Founders, For RevOps (https://prospeo.io/c/plansee)
- Free plan or trial: Get Targeted Leads for free (https://prospeo.io/c/plansee)
- Integrations claimed: 25 (https://prospeo.io/c/platforme)

## What it publishes

Every page prospeo.io exposes, read 2026-09-29: 97505 addresses. By kind, pages and the last 90 days:

- blog: 2 pages, 0 in the last 90 days, latest undated
- case study: 16 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 6 pages, 0 in the last 90 days, latest undated
- conference or event: 16 pages, 0 in the last 90 days, latest undated
- report or ebook: 6 pages, 0 in the last 90 days, latest 2011-11-10
- comparison: 8003 pages, 0 in the last 90 days, latest undated
- template or tool: 35 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 278 pages, 0 in the last 90 days, latest undated
- podcast or video: 6 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2011-11-10 report or ebook: Challenger sale book https://prospeo.io/s/challenger-sale-book

## Record

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