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LLMrefs VS Gumstack

Compare LLMrefs VS Gumstack 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?
Gumstack

Integrate video calling on your website in under 5 minutes. Have face-to-face conversations with your customers, directly on your website or app.

Rating
0 reviews
Pricing
Freemium Free trial $14.99 / Monthly (Beta pricing)
Alternatives Is it good?
Preferred Patron
Preferred Patron is the top Customer Loyalty Software Program for businesses in any industry of any size. 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.

Which is more popular?

Based on our record, Gumstack seems to be more popular. It has been mentioned 1 time since March 2021.

social mentions
0 vs 1
SEO Tools popularity
100% vs 0%
alternatives listed
240+ vs 1

Base details

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

LLMrefs
Gumstack
Website llmrefs.com gumstack.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
Freemium Free trial $14.99 / Monthly (Beta pricing) Official pricing
Platforms —
Browser Android iOS Google Chrome Windows Mac OSX Firefox Safari Cross Platform +6
Company Startup from the United Kingdom · 1 - 9 employees · 2025 2021
Listed in
SEO Tools SEO AI Reputation Management +1
Sales Marketing Platform Video Calls Video Internet Calls +2

About LLMrefs and Gumstack

In their own words, as submitted to SaaSHub.

LLMrefs
Gumstack

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

Gumstack makes it easy to have Face-to-face conversations with customers on your website. No coding required, you can integrate Gumstack in under 5 minutes on any website or part of the website. It is built to seamlessly work across browsers and devices. There’s more - you can invite your team...

Read more about Gumstack

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Gumstack 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.
  • Routing calls
  • Easy Scheduling
  • Presence and Office Hours
  • Live Video Calls
  • CRM Integration

Analysis

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

LLMrefs
Gumstack

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

  • Gumstack appears to be a useful digital product platform, though as with any service you should verify its current features, pricing, and reviews directly before committing.

Why this product is good

  • It offers tools designed to simplify online business operations and product management
  • Digital platforms like this typically save time through automation and streamlined workflows
  • May provide integrations with common tools and payment systems used by online sellers

Recommended for

  • Small business owners looking to manage or sell products online
  • Entrepreneurs and creators seeking to streamline digital operations
  • Users who want an all-in-one solution rather than juggling multiple tools

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Gumstack 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No Gumstack 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
Gumstack
100% 100%
SEO Tools
0% 0%
0% 0%
Video Calls
100% 100%
100% 100%
SEO
0% 0%
0% 0%
Marketing Platform
100% 100%

Questions & Answers

As answered by people managing LLMrefs and Gumstack.

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

Share your experience with using LLMrefs and Gumstack. For example, how are they different and which one is better?

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Reviews and articles

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

LLMrefs no reviews yet
Gumstack no reviews yet

We have no reviews of Gumstack yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

LLMrefs 0 mentions
Gumstack 1 mention

Tracking LLMrefs since May 2025.

  • 1-Click video calling on your website in under 5 minutes
    Hey...I am posting regarding my startup Gumstack. Many a time, we have website visitors, even repeat visitors who come to our site, but drop off, since some of their questions are never answered. And in a world of digital overload,... Source: over 5 years ago

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