
Otterly.AI
Profound
Am I on AI
Ahrefs
Attensira
Diploria AI
Promptwatch
AI SEO Search Visibility & AI Rank Tracking Platform for LLM Search Engines like ChatGPT - GEO/AEO/LLMO

Waitlister.me
Viral Loops
Waitlist API
Prefinery
KickoffLabs
FreeWaitlists
MyWaitlist
Build a viral waitlist of early users before you launch.
Which is more popular?
Based on our record, LaunchList seems to be more popular. It has been mentioned 4 times since March 2021.
Website, pricing, platforms and company facts side by side.
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|---|---|---|
| Website | llmrefs.com | getlaunchlist.com |
| Pricing | ||
| Platforms | — | |
| Company | Startup from the United Kingdom · 1 - 9 employees · 2025 | 2022 |
| Listed in |
In their own words, as submitted to SaaSHub.


LLMrefs is an AI search analytics platform that tracks brand visibility across generative AI search engines. It shows whether AI assistants like ChatGPT, Perplexity, and Gemini mention your brand when users ask questions about your industry. Supported AI Search Engines LLMrefs monitors 11...
LaunchList is pre-launch waitlist software for founders. It is built for solo founders and early-stage teams who want people waiting for their product before launch day. Most founders stitch a launch together from four to six tools: a landing page builder, a form, a referral widget, an email tool...
What each product offers, as listed by its team.


An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
No analysis of LaunchList yet.
Walkthroughs and reviews on video.
LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines
cAPPtion: Launchlist Web App Review
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing LLMrefs and LaunchList.
LLMrefs's answer
Track keywords, not prompts Most AI SEO tools make you manage individual prompts. LLMrefs lets you add keywords and automatically generates prompt variations based on real conversations users have with AI chatbots. This saves time and produces more realistic results.
Statistical significance, not magic numbers Many competitors show vague "visibility scores" that are hard to interpret. LLMrefs uses transparent metrics like Share of Voice and Position. Results are aggregated and weighted across every prompt variation to ensure statistical significance.
Affordable with no hidden fees LLMrefs Pro is $79 per month and includes all 11 AI search engines. Competitors often charge extra per engine or have tiered pricing that gets expensive quickly.
Agency-friendly from day one One subscription covers unlimited projects and unlimited team members. Agencies do not need to buy separate accounts for each client.
Data quality focus LLMrefs emphasizes being the only platform that takes data quality seriously. They continuously check prompts and only report results when they have enough data to be statistically significant.
Comprehensive engine coverage Eleven AI search engines tracked in one dashboard. You do not need separate tools for ChatGPT, Perplexity, Google AI Overviews, and others.
Share your experience with using LLMrefs and LaunchList. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


On prompts: LLMrefs builds them from your keywords, GeoSuite generates them from your brand and market, and Profound's trial uses a fixed set. Everyone else lets you type the questions your customers actually ask.
We have no reviews of LaunchList yet. Be the first one to post
Recommendations tracked on public social media and blogs since March 2021.


Tracking LLMrefs since May 2025.
I run a pre launch waitlist software ( https://getlaunchlist.com ) and there is definitely a market for a landing page builder. Source: over 3 years ago
If you are curious about what’s possible there are subreddits where you can find people sharing or discussing a lot great examples of prompts. Or on Discord servers there is a lot of discussion. On the web there are so many, like:... Source: almost 4 years ago
I run a viral waitlist management tool, if you have a minute you can check out and it may help you generate few more users without extra marketing efforts. Https://getlaunchlist.com. Source: about 4 years ago
When comparing LLMrefs and LaunchList, you can also consider the following products.

Stay ahead by monitoring and your content & brand across major AI Search Platforms. With Otterly.AI, you can automatically track brand mentions and website citations on Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.
Compare Otterly.AI to LLMrefs or LaunchList:

A waitlist helps you validate your product idea and build hype — Waitlister helps you create an effective waitlist.
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Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.
Compare Profound to LLMrefs or LaunchList:

Viral Loops is a viral and referral marketing platform to launch ranking competitions, sweepstakes, pre-launch and referral programs.
Compare Viral Loops to LLMrefs or LaunchList:

Discover if your business is being recommended by AI platforms like ChatGPT. Track your AI visibility with brand monitoring, competitor analysis, and weekly insights.
Compare Am I on AI to LLMrefs or LaunchList:

Quick and easy waitlist with built in referral.
Compare Waitlist API to LLMrefs or LaunchList: