2 categories · Named, not rankedRefiner
Refiner is a customer feedback and survey product for B2B SaaS companies · refiner.io ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Refiner has 6.
Why models recommend it
“Refiner focuses on in-app surveys and context-aware research prompts”Claude Haiku 4.5 · Comparative question · alternative
“Refiner: Best in-product surveys for SaaS”DeepSeek V4 Flash · Direct question · alternative
“For Qualitative Deep Dives: ... Refiner”MiniMax M2.5 · Negative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Refiner, over the 12 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 7 | 1 | View → | |
| 6 | 0 | View → | |
| 6 | 0 | View → | |
| 5 | 1 | View → | |
| 4 | 2 | View → | |
| 4 | 1 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Refiner's own site, not checked by Gane.
- For
- SaaS and digital product teams
- Price stated
- Unlimited responses, all plans
- Starting price
- 0
- Free plan or trial
- No credit card required; free trial is active for 30 days and is capped at 100 survey responses
- Integrations
- 10
- Certifications
- SOC 2 Type II, GDPR, CCPA, HIPAA
- Customers named
- Qonto, Razorpay, BPCE, Shine, Copy.ai, Moqups, AutoScout24, Resident Advisor
- Headquarters
- Paris, France
- Founded
- 2019
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 9 of the 12 answers that named Refiner and are not a share of its labels.
Domains cited
Twenty-one of the twenty-four domain citations in answers naming Refiner 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 76 | 0 | 2026-06-01 | ||
| Comparison | 23 | 0 | 2026-01-28 | Product analytics | |
| Case study | 5 | undated | |||
| Glossary or explainer | 1 | 0 | 2021-11-08 |
Most recent
- 2026-06-01Survey software for in app surveys blog
- 2026-01-28Survicate alternatives in app surveys comparison
- 2026-01-19Best in app nps software blog
- 2025-08-25In app survey timing blog
- 2025-08-19In app surveys vs email surveys comparison
- 2025-08-19Improve in app survey response rates blog
How it is countedHide how it is counted
Every page refiner.io 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. Read September 29, 2026.