Fact sheet · AI search visibility
Preferly
AI visibility audit for your business
See if AI recommends your business across 10 leading models, whether what it says is true, and get exact fixes to implement.
Overview

Preferly is an AI visibility audit that shows businesses what the leading AI models tell customers about them. It asks 10 AI models the questions a new customer would ask with web search enabled, then reports whether AI names your business, who it recommends instead, where AI contradicts your website, and whether AI crawlers can reach your site. The service provides a complete fix plan with ready-to-paste code prioritized by impact. A free check with 3 models is available immediately; the full report with 10 models costs $99 paid once, with no subscription.
Feature facts
- Checks 10 leading AI models: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM
- Asks 5+ customer questions per model with web search enabled
- Ranks competitors named by AI models
- Shows where AI contradicts your website with quoted evidence
- Tests whether 10+ AI crawlers can reach and read your site
- Includes one free re-scan within 30 days
Pricing
Pricing model: Paid
Free check: $0, covers 3 AI models with 5 customer questions, score out of 100, and top fix. Full report: $99 paid once, covers 10 AI models, 5+ questions each, competitor rankings, contradictions, and AI Fix Pack with paste-ready code. Includes one free re-scan within 30 days.
Follow Preferly: their milestones, new launches and awards come to you by email, once a day by default.
Preferly specifications
| Section | AI search visibility |
|---|---|
| Origin | San Juan, Puerto Rico |
| Website | preferly.ai |
| Votes2 | 0 |
Preferly metrics
| Metric | Value |
|---|---|
| Domain Rating | 4 no change since last check |
| Trust Flow | 4 no change since last check |
| Citation Flow | 18 no change since last check |
| Referring domains | 9 no change since last check |
| External backlinks | 30 no change since last check |
Fact: Ahrefs Domain Rating checked 12 Nov 2026, fact changed 7 Nov 2026. Fact: top topic Recreation/Pets (4). Fact: Majestic checked 7 Nov 2026, fact changed 7 Nov 2026. Link facts from Majestic. Trust Flow, Citation Flow and Topical Trust Flow are trademarks of Majestic-12 Ltd.
Preferly domain fact sheet
Open the fact sheet
| Domain age | 23 days |
|---|---|
| Registered | |
| Expires | |
| Registrar | Name.com, Inc. |
| DNSSEC | Not signed |
Preferly launch receipt sheet
What we have measured for Preferly since it went live on SaaS Directory Info on 7 November 2026.
- 4 Domain Rating (Ahrefs) no change since launch
at launch: 4 (7 Nov 2026); latest: 11 Nov 2026 - 4 Trust Flow (Majestic)
first measured 7 Nov 2026 - 9 Referring domains (Majestic)
first measured 7 Nov 2026
Day 5 since launch. Next receipt: day 30, 7 Dec 2026. The figures report a change; they do not say what caused it, and many things can. No figure here is a guess.
Got a launch coming up?
Step-by-step tips for before, during and after your launch, free to read on SaaS Directory Info.
- Prepare
- Launch day
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Frequently looked up
- Q1Is Preferly a subscription?
- No. You pay $99 once for the full report. Nothing renews. The report includes one free re-scan within 30 days, so you can see what changed after you make your fixes.
- Q2Is there a free trial?
- There's no trial of the full report because the free check is free. It asks 3 AI models 5 customer questions and shows your score, how often AI names you, how many competitors it names instead and your top fix, in about a minute. The full report is $99, paid once.
- Q3How is the score worked out?
- The score has four parts totaling 100 points: Visibility (40 points) measures how often AI recommends you when the question doesn't name you, weighted by rank. Accuracy (25 points) measures the share of checkable things AI said about you that match your website. Sources (15 points) measures how often AI cites your own site or profiles. Access (20 points) checks whether AI tools are allowed in, can load your site, and can read your key facts.
- Q4Can I see a full report before I pay?
- Yes. The example report is a full report based on a real run, with the business and every competitor renamed and some results changed. Yours has the same sections, built from your own answers.
- Q5What if the report isn't useful?
- If your report finds no fixes, email us within 7 days and we'll give you a full refund.
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Preferly has a free listing. The owner can unlock the full profile with a paid launch for $5:
- Founder story (locked)
- Milestones (locked)
- Demo video (locked)
- Dofollow website link (locked)
See also
| Product | Origin | DR1 | Votes2 |
|---|---|---|---|
| ModelRefsThe AI Reference Layer for Implementation Decisions | United States | 1 | 0 votes. Log in to vote for ModelRefs in the file |
| not stated | 2 | 0 votes. Log in to vote for AIPriceRank in the file | |
| not stated | 2 | 0 votes. Log in to vote for Redmagnet AI in the file | |
| United States | 40 | 0 votes. Log in to vote for Chatbeat in the file |