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LLMrefs VS Modius

Compare LLMrefs VS Modius and see what are their differences

LLMrefs

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

Rating
0 reviews
Pricing
Freemium Free trial $79 / Monthly
Alternatives Is it good?
Modius

Modius, Inc. is the developer of OpenData, provides an edge-ready asset performance management platform enabling real-time visibility and decision support for managing distributed equipment data centers, networks, and telecommunications.

Rating
0 reviews
Alternatives Is it good?
9Proxy
Clean. Fast. Premium Residential Proxies, Starting from $0.015/IP and $0.68/GB. sponsored
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Base details

Website, pricing, platforms and company facts side by side.

LLMrefs
Modius
Website llmrefs.com modius.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
Official pricing
Company Startup from the United Kingdom · 1 - 9 employees · 2025 —
Listed in
SEO Tools SEO AI Reputation Management +1
Data Center DCIM Software IoT

About LLMrefs and Modius

In their own words, as submitted to SaaSHub.

LLMrefs
Modius

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...

Read more about LLMrefs

No description of Modius yet.

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Modius 5 features
  • AI SEO tracking
    Track Share of Voice and Position metrics to see how you rank against competitors.
  • AEO brand visibility
    Monitor how 11 AI search engines respond to your keywords and whether your brand gets cited.
  • GEO data for marketing teams
    View which URLs AI assistants use as sources when they mention your brand.
  • Non-invasive neurostimulation
    Modius offers a non-invasive approach to health and wellness through neurostimulation technology, which targets the vestibular nerve to potentially influence metabolism, appetite, and body composition without surgery or medication.
  • Easy to use
    The Modius headset is designed for home use with simple operation. Users typically wear the device for a short session each day, making it convenient to integrate into daily routines without requiring clinical visits.
  • Drug-free approach
    For individuals seeking alternatives to pharmaceutical weight management or wellness solutions, Modius provides a drug-free option that works through electrical stimulation of neural pathways.
  • Companion app
    Modius comes with a companion smartphone app that helps users track their sessions, monitor progress, and adjust settings, providing a guided and connected user experience.
  • Backed by neuroscience research
    The technology is rooted in neuroscience principles related to vestibular nerve stimulation and its connection to the hypothalamus, which plays a role in regulating appetite, metabolism, and fat storage.

Possible disadvantages

  • Mixed user results
    Results vary significantly among users, with some reporting noticeable benefits while others experience little to no change. The inconsistency in outcomes makes it difficult to guarantee effectiveness for every individual.
  • Limited clinical evidence
    While the underlying neuroscience concepts are established, the specific claims made by Modius regarding weight loss and body composition changes have limited large-scale, peer-reviewed clinical trial data to fully support them.
  • Relatively expensive
    The Modius device comes at a premium price point, which may be a barrier for many consumers, especially given the uncertainty around individual results and the availability of other wellness options.
  • Potential side effects
    Some users report mild side effects such as dizziness, nausea, or discomfort during or after sessions due to the vestibular nerve stimulation, which can be unpleasant and may discourage continued use.
  • Requires consistent long-term use
    To see any potential results, users typically need to commit to regular daily sessions over weeks or months. This long-term commitment may be difficult to maintain, and discontinuing use may reverse any benefits gained.

Analysis

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

LLMrefs
Modius

Overall verdict

  • LLMrefs is a solid, purpose-built tool for tracking how your brand and content appear across AI-powered search and large language models, making it a useful choice for teams focused on the emerging field of generative engine optimization (GEO).

Why this product is good

  • Specializes in monitoring brand visibility and citations across AI platforms like ChatGPT, Perplexity, and Google's AI features
  • Helps businesses adapt their SEO strategy to the shift toward AI-driven search and answer engines
  • Provides insights into which prompts and queries surface your brand, aiding content optimization
  • Addresses a growing need as more users rely on LLMs instead of traditional search engines

Recommended for

  • Marketing teams and SEO professionals wanting to track brand presence in AI search results
  • Businesses investing in generative engine optimization (GEO) strategies
  • Content creators aiming to understand how LLMs cite and reference their material
  • Agencies managing multiple clients' visibility across AI platforms

Overall verdict

  • Modius offers AI-powered wearable devices marketed for weight management through neuromodulation technology, but the product operates in a scientifically contested space with limited robust clinical validation compared to traditional weight loss methods.

Why this product is good

  • Non-invasive, drug-free approach appeals to those wary of medications or surgery
  • Wearable format offers convenience compared to more invasive weight management options
  • Company provides some clinical research to support their technology claims
  • No major systemic side effects reported compared to pharmaceutical alternatives

Recommended for

  • Individuals seeking non-pharmaceutical weight management options who understand the technology is still considered experimental by mainstream medicine
  • People who have tried conventional diet and exercise approaches without success and want to explore alternative methods
  • Consumers who are comfortable doing independent research and consulting healthcare providers before relying on wearable tech for health outcomes
  • Those NOT looking for a clinically proven, FDA-approved primary weight loss solution

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Modius 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No Modius videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
LLMrefs
Modius
100% 100%
SEO Tools
0% 0%
0% 0%
Data Center
100% 100%
100% 100%
SEO
0% 0%
0% 0%
IoT
100% 100%

Questions & Answers

As answered by people managing LLMrefs and Modius.

Why should a person choose your product over its competitors?

LLMrefs's answer

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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.

User comments

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

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