Two leading ai seo tools, scored head to head so you can see which one wins on the metrics that matter to you.
Shopify app for product feed management and optimization across multiple channels.
AdNabu is a Shopify app that provides product feed management software for Shopify and Shopify Plus stores. It helps merchants optimize their product data feeds to sell more on various channels, including Google Shopping, Facebook, Instagram, Bing, TikTok, and more. AdNabu offers AI-powered features, bulk editing, multi-currency feeds, and integrations with product review apps to enhance product listings and improve advertising performance.
SEO platform for tracking and optimizing AI search engine performance.
LLMrefs is an SEO platform designed for AI search engines. It helps users track keyword rankings and optimize their brand's AI SEO performance across platforms like ChatGPT, Gemini, and Perplexity. It provides insights into how AI models reference websites and sources, enabling users to improve their chances of being cited in AI search results.
LLMrefs leads 4 of 8 rounds
LLMrefs leads on monthly traffic, traffic growth and domain rating. AdNabu is stronger on reviews and integrations.
The details
AdNabu
Worldwide, desktop only
LLMrefs
Worldwide, desktop only
Top regions
AdNabu
LLMrefs
Which plan do you suggest I choose?
If you have up to 400 orders then we recommend the Basic plan. If you have up to 1.5k orders then we recommend the Advanced plan. If you have up to 6k orders then we recommend the Plus plan.
What is included in the free trial?
Our 14 day free trial is inclusive of all our exclusive features: Unlimited products & variants, automatic syncing, Shopify markets, Shopify product taxonomy, bulk edit, keyword suggestions and AI feed optimization.
Do I need to enter my credit card information to sign up? What about when signing up for a free trial?
You do not have to enter your credit card information directly with us. You need to set up your payments on Shopify, and it does require credit card information. Our app's charges will be included as part of your regular Shopify invoices or bills.
Is my data be secure and encrypted?
We understand the importance of data privacy, and we take every precaution to protect your product-related data. Our app can only copy product-related data from your Shopify Admin panel, and we store this data securely in an encrypted database that is accessible only to you.
Can I change or cancel my subscription at any time?
Yes, you can. If you have opted for a free trial and choose to cancel it you will not be charged. You can switch between plans and add-ons at any point you wish to, even during the trial period.
How do I get started with LLMrefs?
Sign up for a free account and setup a project with your brand name and domain. Create your core SEO keywords to start tracking. Within 5 minutes, your dashboard will show LLM visibility insights.
How is AI search different from traditional search?
AI search engines use large language models to understand context, intent, and natural language in ways traditional search engines can't. They can interpret nuanced queries, understand semantic relationships, and provide more contextual results, making traditional SEO strategies less effective.
Which AI search engines do you track?
We track all major AI models including ChatGPT GPT-5, Google AI Overviews, AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta, DeepSeek. The platform automatically includes updates for each AI model and search engines as they are available.
Can I segment visibility by AI search engines or country?
Yes. You can filter results by answer engines and country, allowing you to compare performance across models and markets.
How frequently is the data refreshed?
We check AI search results in real-time. Prompts are continuously checked to ensure statistical significance. Every keyword is updated in the dashboard at least once per week.
Stronger on reviews and integrations.
Stronger on monthly traffic, traffic growth and domain rating.
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