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LLMrefs VS Scribble Network

Compare LLMrefs VS Scribble Network and see what are their differences

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LLMrefs logo LLMrefs

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

Scribble Network logo Scribble Network

Scribble helps brands measure and improve their visibility in AI search. We analyze AEO/GEO scores, identify content gaps, and run creator campaigns that increase citability across platforms.
  • LLMrefs LLMrefs AI SEO product screenshot
    LLMrefs AI SEO product screenshot //
    2025-12-08

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 platforms: OpenAI ChatGPT, ChatGPT Search, Google AI Overviews, Google AI Mode, Google Gemini, Perplexity AI, Anthropic Claude, xAI Grok, Microsoft Copilot, Meta AI, and DeepSeek AI. Geo-targeting covers 20+ countries and 10+ languages.

Track Keywords, Not Prompts

You add keywords and LLMrefs handles the rest. The platform automatically generates prompts based on real conversations users have with AI chatbots. Results are aggregated across every prompt variation to ensure statistical significance.

Features

  • Multi-engine keyword tracking. Monitor how each AI engine responds to your keywords and whether your brand gets cited.
  • AI search volume data. See estimated monthly search volumes to prioritize keywords.
  • Brand citations and sources. View which URLs AI assistants use when mentioning your brand.
  • Competitor benchmarking. Track Share of Voice and Position metrics against competitors.
  • Weekly reports. Keywords update at least once per week with statistically significant results.
  • Exports and API. CSV exports and API access for custom integrations.
  • Unlimited projects and team members. One subscription covers all your domains.

Additional Tools

AI Crawlability Checker, Reddit Threads Finder, A/B Content Tester, and LLMs.txt Generator.

Pricing

LLMrefs Pro is $79 per month for 50 keywords, all 11 AI search engines, and 500 prompts per month. Start free with no credit card required.

LLMrefs helps brands succeed in both traditional SEO and Answer Engine Optimization (AEO).

  • Scribble Network Scribble Network
    Scribble Network //
    2026-05-07
  • Scribble Network Scribble Network 2
    Scribble Network 2 //
    2026-05-07
  • Scribble Network Scribble Clients
    Scribble Clients //
    2026-05-07

Scribble is an AI visibility platform that helps brands understand and improve how they show up in AI search.

We analyze a brand's AEO (Answer Engine Optimization) and GEO (Generative Engine Optimization) score to show where they are visible across AI tools like ChatGPT, Perplexity, and Gemini.

We then identify content gaps that impact citability and turn them into creator-led campaigns designed to improve real AI discoverability across platforms like X, Instagram, Medium, Substack, YouTube, and Reddit.

So far, Scribble has worked with 100+ brands and a global network of creators to drive measurable AI visibility.

LLMrefs

Website
llmrefs.com
Pricing URL
Official LLMrefs Pricing
$ Details
freemium $79 / Monthly
Release Date
2025 May
Startup details
Country
United Kingdom
State
England
City
London
Founder(s)
James Berry
Employees
1 - 9
Edit details

Scribble Network

Website
scribble.network
Pricing URL
Official Scribble Network Pricing
$ Details
paid $99 / Monthly ("2 engines tracked", "50 queries")
Release Date
2026 March
Startup details
Country
Singapore
Founder(s)
Raghu Mohan, Kaavya Prasad, Amruth Chundi
Employees
10 - 19
Edit details

LLMrefs features and specs

  • 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.

Scribble Network features and specs

  • Decentralized Publishing
    Scribble Network offers a decentralized platform for content creators and writers, allowing them to publish and manage their work without relying on centralized intermediaries, giving authors more control over their content.
  • Blockchain-Based Ownership
    By leveraging blockchain technology, Scribble Network provides transparent and verifiable proof of content ownership and authorship, helping protect intellectual property rights for writers and creators.
  • Creator-Centric Monetization
    The platform aims to provide fairer monetization models for content creators, potentially allowing them to earn more directly from their work compared to traditional publishing platforms that take significant cuts.
  • Community-Driven Ecosystem
    Scribble Network fosters a community of writers, readers, and contributors who can interact directly, providing feedback, support, and collaboration opportunities within the ecosystem.
  • Censorship Resistance
    The decentralized nature of the network means content is less susceptible to arbitrary censorship or removal by a single authority, giving creators more freedom in what they publish.

Possible disadvantages of Scribble Network

  • Limited Mainstream Adoption
    As a niche blockchain-based platform, Scribble Network may struggle to attract a large mainstream audience compared to established publishing and content platforms like Medium or Substack.
  • Complexity for Non-Technical Users
    The blockchain and Web3 elements of the platform may present a steep learning curve for writers and readers who are not familiar with cryptocurrency wallets, tokens, and decentralized applications.
  • Uncertain Token Value
    If the platform relies on a native token for its economy, the value can be volatile and unpredictable, making it difficult for creators to rely on it as a stable source of income.
  • Smaller Reader Base
    With fewer users compared to mainstream content platforms, creators may find it harder to build an audience and gain visibility for their work on Scribble Network.
  • Early-Stage Platform Risks
    As a relatively new or emerging project, Scribble Network may face risks related to incomplete features, potential bugs, shifting roadmaps, or even the possibility of the project being discontinued if it fails to gain traction.

Analysis of LLMrefs

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

Analysis of Scribble Network

Overall verdict

  • Scribble Network appears to be a niche collaborative/creative platform, but as a lesser-known service its long-term reliability, security, and feature depth are difficult to fully verify. Users should evaluate it carefully against their specific needs before committing.

Why this product is good

  • Offers a focused, purpose-built environment for collaboration or creative work that may suit specialized workflows
  • Potentially lightweight and easy to onboard compared to larger, more complex platforms
  • May provide unique features or a community not found in mainstream alternatives

Recommended for

  • Users looking for a specialized or niche collaboration tool
  • Small teams or individuals who prefer simpler, focused platforms over feature-heavy suites
  • Early adopters comfortable trying newer or less-established services
  • Anyone who has verified the platform's security and reliability meets their requirements

LLMrefs videos

+ Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

Scribble Network videos

+ Add

Weekly Paid Opportunities for Creators | Scribble Network

More videos:

  • Demo - Get Your Brand Discovered By AI Search | Scribble Network

Category Popularity

0-100% (relative to LLMrefs and Scribble Network)

LLMrefs

Scribble Network

SEO Tools
92 92%
SEO Tools
8% 8
SEO
83 83%
SEO
17% 17
AI
83 83%
AI
17% 17
Generative Engine Optimization (GEO)
90 90%
Generative Engine Optimization (GEO)
10% 10

Questions & Answers

As answered by people managing LLMrefs and Scribble Network.

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.

Who are some of the biggest customers of your product?

Scribble Network's answer:

Some of our biggest customers include RocketX, BOB, Base, Fuel, Mantle

What makes your product unique?

Scribble Network's answer:

Scribble is not just an analytics tool. It’s an AI visibility + execution platform.

Most GEO tools can tell you whether you’re visible. Scribble tells you why you’re not and also helps fix it.

We:

  • measure AEO/GEO visibility across AI tools

  • identify content gaps that impact citability

  • activate creator-led campaigns to fill those gaps

How would you describe the primary audience of your product?

Scribble Network's answer:

Scribble is built for people who are both navigating the same shift from traditional search to AI-generated answers.

  • For brands and teams:Tech companies who want to show up in AI answers, not just Google results.

  • Marketing and growth teams getting ahead of AI search before competitors do

  • Founders who want to know exactly how and whether their brand is being cited by AI

Which are the primary technologies used for building your product?

Scribble Network's answer:

ScribbleAI is built on a modern and scalable tech stack designed for performance, reliability, and seamless web3 integrations.

  • Frontend: Next.js, React, and Tailwind CSS for a fast, responsive, and polished user experience.

  • Backend: NestJS and TypeScript powering a scalable and maintainable backend architecture.

  • Database & Infrastructure: Supabase (Postgres) for database management and backend infrastructure, with Redis for caching and performance optimization.

  • Web3 Infrastructure: Integrated multichain wallet support powered by Alchemy and Web3Auth, enabling seamless blockchain interactions and secure wallet recovery.

  • Authentication & External Services: Google and Twitter social logins, along with Resend for transactional email delivery.

  • Payments: Stripe for secure global payment processing and subscription management.

  • Analytics & Product Insights: PostHog for product analytics and user behavior tracking.

User comments

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What are some alternatives?

When comparing LLMrefs and Scribble Network, you can also consider the following products

Otterly.AI - Stay ahead by monitoring and your content & brand across major AI Search Platforms. With Otterly.AI, you can automatically track brand mentions and website citations on Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.

Writesonic - If you’ve ever been stuck for words or experienced writer’s block when it comes to coming up with copy, you know how frustrating it is.

Profound - Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.

Gauge - Gauge is a free and open source test automation framework that takes the pain out of acceptance...

Am I on AI - Discover if your business is being recommended by AI platforms like ChatGPT. Track your AI visibility with brand monitoring, competitor analysis, and weekly insights.

SEMRush - All-in-one Marketing Toolkit for digital marketing professionals.

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