Software Alternatives & Startups

LLMrefs VS #IWriteBecause

Compare LLMrefs VS #IWriteBecause 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
#IWriteBecause

Every author has a story to tell, what's yours?

Rating
0 reviews

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
#IWriteBecause
Website llmrefs.com reedsy.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
—
Company Startup from the United Kingdom · 1 - 9 employees · 2025 —
Listed in

About LLMrefs and #IWriteBecause

In their own words, as submitted to SaaSHub.

LLMrefs
#IWriteBecause

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 #IWriteBecause yet.

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
#IWriteBecause 4 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.
  • Creative Expression
    Writing provides a platform for individuals to express their thoughts, feelings, and ideas creatively, offering a therapeutic outlet and helping to understand oneself better.
  • Communication Skills
    Regular writing practice enhances communication skills, enabling clearer and more effective transmission of ideas and arguments.
  • Empowerment
    Writing empowers individuals by giving them a voice to share their unique perspectives and stories with the world, potentially influencing and inspiring others.
  • Professional Opportunities
    Writing can open doors to various professional opportunities, such as publishing books, writing for online platforms, or developing content for media.

Possible disadvantages

  • Time-Consuming
    Writing often requires a significant time investment, which can be challenging for those with busy schedules or multiple commitments.
  • Self-Doubt
    Writers might experience self-doubt and fear of criticism, which can hinder creativity and motivation to share their work.
  • Isolation
    The solitary nature of writing can create feelings of isolation, especially if the writer does not actively engage in communities or collaborate with others.
  • Monetary Uncertainty
    Pursuing writing as a career can be financially uncertain, with income often reliant on unpredictable factors like publication, readership, and market trends.

Analysis

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

LLMrefs
#IWriteBecause

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

  • Reedsy is a reputable, well-regarded platform for authors, and its #IWriteBecause campaign is a positive, low-risk community initiative that connects with a legitimate and trusted service used by writers worldwide.

Why this product is good

  • Reedsy is a well-established marketplace connecting authors with vetted publishing professionals (editors, designers, marketers)
  • The #IWriteBecause campaign fosters community engagement and encourages writers to share their motivations, building a supportive network
  • It's a free, low-pressure way to engage with the writing community and Reedsy's resources without financial commitment
  • Reedsy itself offers valuable free tools (like their blog, courses, and marketplace) that back up the credibility of their campaigns
  • The hashtag campaign helps new and aspiring writers feel part of a larger creative community, which can boost motivation and accountability

Recommended for

  • Aspiring and established authors looking for community connection and inspiration
  • Writers curious about Reedsy's broader publishing services and professional network
  • Self-published authors wanting to explore editing, design, or marketing professionals through a trusted platform
  • Anyone seeking motivation or a sense of belonging within a global writing community
  • Writers interested in engaging with social media campaigns that promote reflection on their craft

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
#IWriteBecause 3 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

Why Do I Write? #IWriteBecause

More videos

  • - Nina Berry - #IWriteBecause
  • - Andrea Heckler - #IWriteBecause

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
#IWriteBecause
100% 100%
0% 0%
0% 0%
100% 100%
0% 0%
100% 100%

Questions & Answers

As answered by people managing LLMrefs and #IWriteBecause.

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
#IWriteBecause no reviews yet

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