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:
- Open ChatGPT, Claude, Perplexity, and Gemini
- Ask each one: "What is the best [product category] for [use case]?"
- Record whether the product is mentioned, and how it is described
- 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 |