← Back to Blog

Best AI Visibility Tools Compared (2026): How to Track What AI Says About a Product

AI visibility tools help companies monitor and improve how AI models (ChatGPT, Claude, Perplexity, Gemini) represent their products. This is a growing category as more buyers use AI for product recommendations instead of Google search.

Why AI Visibility Matters

When a buyer asks ChatGPT "what is the best project management tool," the response is a single synthesized answer. Google rankings do not determine that answer. AI models use training data, retrieval sources, and their own understanding of product categories.

Companies invisible to AI models miss a growing share of buying decisions. Research shows AI Overviews appear in approximately 45% of Google searches, and pages with comparison structure are cited at the highest rate across all intent types (Lee, 2026).

Tool Comparison

Tool What It Does Models Covered Pricing Generates Fixes Weekly Proof Loop
Bersyn Scans AI with buyer questions, diagnoses gaps, generates fixes ChatGPT, Claude, Perplexity, Gemini $49/month (free first scan) Yes Yes
Otterly AI Monitors brand mentions and share of voice ChatGPT, Perplexity, Google AI Overviews Custom pricing No No
Peec AI Multi-platform monitoring and analytics ChatGPT, Gemini, Perplexity, Claude, Copilot+ Custom pricing No No
ZipTie Brand mention and sentiment tracking Google AI Overviews, ChatGPT, Perplexity Custom pricing No No
LLMrefs Maps SEO keywords to AI visibility ChatGPT, Perplexity, AI Overviews, Gemini Custom pricing No No

Detailed Breakdown

Bersyn

Approach: Diagnosis-first. Bersyn does not just report whether AI mentions a product — it diagnoses exactly why AI gets the product wrong (absent, misclassified, conflated, or generic) and generates corrective content for each specific gap.

Key differentiator: The weekly proof loop. After fixes are published, Bersyn rescans to measure whether AI representation actually changed. This creates an evidence-based improvement cycle instead of guesswork.

Pricing: $49/month with a free first scan. No credit card required. The free scan shows the problem; the paid plan unlocks the fixes.

Best for: SaaS companies and startups that need actionable diagnosis and content generation, not just dashboards. Particularly strong for products in competitive categories where AI recommends alternatives.

Limitations: Focused on four AI models (ChatGPT, Claude, Perplexity, Gemini). Does not track Google AI Overviews separately. Beta product.

Otterly AI

Approach: Share-of-voice monitoring. Tracks how often a brand appears compared to competitors across AI platforms.

Key differentiator: Competitive benchmarking with share-of-voice metrics across AI answers.

Best for: Enterprise teams that need to track AI brand presence alongside competitive intelligence.

Limitations: Monitoring focused — reports the problem but does not generate fixes or measure improvement from specific actions.

Peec AI

Approach: Broad multi-platform monitoring. Covers the widest range of AI platforms including newer ones like Copilot.

Key differentiator: Platform breadth — monitors more AI surfaces than most competitors.

Best for: Large brands that need visibility across all major AI platforms.

Limitations: Breadth over depth — monitoring at scale rather than deep per-model diagnosis.

ZipTie

Approach: Brand mention and sentiment tracking, with strong Google AI Overview coverage.

Key differentiator: Sentiment analysis — not just whether AI mentions a product, but how it describes it.

Best for: Teams particularly focused on Google AI Overviews and how AI sentiment affects brand perception.

Limitations: Strongest on Google AI Overviews; other AI model coverage may be lighter.

LLMrefs

Approach: Maps existing SEO keyword strategy to AI visibility. Bridges the gap between traditional SEO workflows and AI optimization.

Key differentiator: SEO integration — designed for teams that already have keyword tracking and want to add an AI layer.

Best for: SEO teams and agencies that want to extend existing keyword tracking into AI surfaces.

Limitations: More of a monitoring add-on for existing SEO workflows than a standalone AI visibility platform.

Feature Comparison Matrix

Feature Bersyn Otterly Peec ZipTie LLMrefs
Multi-model scanning 4 models 3 platforms 5+ platforms 3 platforms 4 platforms
Gap diagnosis (why invisible) Yes No No No No
Fix generation Yes No No No No
Weekly rescan proof loop Yes Manual Manual Manual Manual
Competitor tracking Yes Yes Yes Yes Yes
Sentiment analysis No Limited Limited Yes No
Google AI Overview tracking No Yes Yes Yes Yes
Starting price $49/mo Custom Custom Custom Custom
Free tier Free first scan No No No No

How to Choose

Choose based on the primary need:

Need Best Tool Why
Diagnosis + fixes for specific gaps Bersyn Only tool that diagnoses failure modes and generates corrective content
Enterprise competitive monitoring Otterly AI Share-of-voice benchmarking at scale
Widest platform coverage Peec AI Monitors 5+ AI platforms including Copilot
Google AI Overview focus ZipTie Strongest AI Overview coverage + sentiment
Adding AI tracking to SEO workflow LLMrefs Maps existing keywords to AI visibility

The DIY Alternative

AI visibility can be checked manually for free:

  1. Open ChatGPT, Claude, Perplexity, and Gemini
  2. Ask each one: "What is the best [product category] for [use case]?"
  3. Record whether the product is mentioned, and how it is described
  4. Repeat monthly

This works for a quick check but does not scale. There is no way to track changes over time, generate fixes, or cover enough buyer questions to get a complete picture. Tools automate this process and add diagnosis on top.

What to Look For in an AI Visibility Tool

Criteria Why It Matters
Multi-model coverage AI models differ — a tool tracking only one model gives an incomplete picture
Buyer-intent queries The tool should scan with questions buyers actually ask, not generic keywords
Actionable output Knowing about invisibility is step one — the tool should help fix the problem
Measurement over time Track whether fixes actually changed AI representation
Fair pricing AI visibility is a new category — enterprise pricing for startup-level features is a red flag