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LLMrefs VS StackrApp

Compare LLMrefs VS StackrApp 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?
StackrApp

StackrApp is a collaboration tool that helps teams build and manage their marketing technology inventory.

Rating
0 reviews
Alternatives Is it good?
Grapple
Do-It-Yourself Data Analytics & Business Intelligence, Powered by AI 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?

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

Base details

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

LLMrefs
StackrApp
Website llmrefs.com stackrapp.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
Official pricing
Platforms —
Laravel
Company Startup from the United Kingdom · 1 - 9 employees · 2025 2018
Listed in
SEO Tools SEO AI Reputation Management +1
Digital Marketing Stack Productivity Business & Commerce +1

About LLMrefs and StackrApp

In their own words, as submitted to SaaSHub.

LLMrefs
StackrApp

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 StackrApp yet.

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
StackrApp 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.
  • Visual Stack Tracking
    StackrApp provides a visual and organized way to track and manage your technology stacks, making it easy to see all the tools and technologies you or your team are using at a glance.
  • Discovery of New Tools
    The platform can help users discover new technologies and tools by browsing what others in the community are using in their stacks, facilitating learning and exploration.
  • Simple and Clean Interface
    StackrApp offers a straightforward and user-friendly interface that makes it easy to create, edit, and share your technology stacks without a steep learning curve.
  • Community Sharing
    Users can share their stacks with others, enabling collaboration and knowledge sharing among developers, teams, and the broader tech community.
  • Free to Use
    StackrApp appears to be accessible without significant cost barriers, allowing individuals and small teams to use the platform without a major financial commitment.

Possible disadvantages

  • Limited Popularity and Community Size
    StackrApp has a relatively small user base compared to more established platforms, which limits the breadth of community content and shared stacks available for discovery.
  • Limited Integrations
    The platform may lack deep integrations with other popular developer tools, project management systems, or IDEs, reducing its utility within existing workflows.
  • Sparse Documentation and Resources
    As a smaller platform, StackrApp may have limited documentation, tutorials, or support resources, making it harder for new users to get the most out of the tool.
  • Uncertain Long-term Viability
    Being a lesser-known product, there may be concerns about its long-term maintenance, updates, and whether the platform will continue to be supported in the future.
  • Limited Advanced Features
    The platform may lack more advanced features such as detailed analytics, team management capabilities, or robust comparison tools that power users and larger organizations might need.

Analysis

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

LLMrefs
StackrApp

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

  • I don't have verified, up-to-date information about StackrApp (stackrapp.com) to make a reliable assessment. I'm not able to confirm this product's features, reputation, or quality with confidence, and I don't want to provide potentially inaccurate information about a specific commercial service.

Why this product is good

  • I lack verified data on this specific product's actual performance and user reviews
  • Providing fabricated details about features or quality would be misleading
  • Product offerings and quality can change over time, making unverified claims risky
  • I cannot browse the internet in real-time to check the current state of this website or app

Recommended for

  • Anyone considering this app should check recent user reviews on independent platforms like Trustpilot, G2, or app stores
  • Research the company's reputation through the Better Business Bureau or similar consumer protection resources
  • Look for recent, dated articles or reviews rather than relying on AI-generated assessments for specific commercial products
  • Try a free trial or demo if available before committing, and verify claims directly with the company

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
StackrApp 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No StackrApp 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
StackrApp
100% 100%
SEO Tools
0% 0%
0% 0%
Stack
100% 100%
100% 100%
SEO
0% 0%
0% 0%
Business & Commerce
100% 100%

Questions & Answers

As answered by people managing LLMrefs and StackrApp.

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.

LLMrefs no reviews yet
StackrApp no reviews yet

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

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