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Welcome to Medium, a place to read, write, and interact with the stories that matter most to you.

Otterly.AI
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AI SEO Search Visibility & AI Rank Tracking Platform for LLM Search Engines like ChatGPT - GEO/AEO/LLMO

Which is more popular?
Based on our record, Medium seems to be more popular. It has been mentioned 3157 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | medium.com | llmrefs.com |
| Pricing | ||
| Company | Startup from the United States | Startup from the United Kingdom · 1 - 9 employees · 2025 |
| Listed in |
In their own words, as submitted to SaaSHub.


No description of Medium yet.
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...
What each product offers, as listed by its team.


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


Overall verdict
Why this product is good
Recommended for
Medium is recommended for avid readers seeking a variety of topics ranging from personal development to technology. It's also ideal for writers looking to publish their work to a broad audience and potentially earn revenue through the platform's Partner Program.
Overall verdict
Why this product is good
Recommended for
Walkthroughs and reviews on video.
Medium Review - with Tom Vasel
More videos
LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Medium and LLMrefs.
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 Medium and LLMrefs. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


Medium focuses on thoughtful content and community engagement. It offers a user-friendly interface, a large readership base, and various features for writers and readers.
Medium is an online platform that was created in 2012 by Evan Williams. It is a place for people to share their thoughts and ideas on various topics. Medium has about 100 million monthly visitors, which makes it one...
From thе simplicity of Ghost to thе vеrsatility of Substack, thеrе’s a homе for еvеryonе seeking great Medium alternatives. Thеsе altеrnativеs offеr a world of possibilitiеs for rеadеrs and authors alikе. Whеthеr...
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.
Recommendations tracked on public social media and blogs since March 2021.


That's almost a compliment because my comments are giant stream of consciousness rants that absolutely don't follow best writing practices and are all just massive run on sentences :) I do use - hyphens a lot, but not em-dashes because... - Source: Hacker News / 2 days ago
Thanks for your comment by the way. I still won't open source the code just yet, but I have written a Medium article about it (https://medium.com/@stevef1uk/managing-ai-agents-and-your-claws-0bdc598c3b84) which provides more explanation... - Source: Hacker News / 8 days ago
This is bribery 101. All these kids will feel indebted to Musk forever. And sign his praises to everyone. Simple trick covered in Influence — The Psychology of Persuasion.... - Source: Hacker News / 5 days ago
Tracking LLMrefs since May 2025.
When comparing Medium and LLMrefs, you can also consider the following products.

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WordPress is web software you can use to create a beautiful website or blog. We like to say that WordPress is both free and priceless at the same time.
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Where software engineers connect, build their resumes, and grow.
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