Research & Intelligence
AI Visibility Blog: Guides, Research and Tools
Research and playbooks on AI visibility, GEO, and how AI chatbots recommend brands.
Playbook
Your Competitors Are in Every AI Answer. You’re Not.
The 90-day AI visibility playbook. Two retrieval engines, two optimization strategies. Entity resolution, passage restructuring, PR reallocation, and four metrics that replace the analytics gap. No new budget required.
Metricus Research · March 2026 · 25 min read
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Knowledge Bases
Knowledge Base
AI Visibility & GEO Knowledge Base
81 research clusters covering AI visibility, brand monitoring, platform strategies, and GEO agency playbooks.
Knowledge Base
AI Brand Accuracy Guide
48 research clusters on how AI platforms represent brands, covering accuracy patterns, hallucination rates, and correction strategies.
Knowledge Base
AI Recommendation Alignment Framework
69 research clusters on optimizing brand visibility in AI recommendations, covering GEO strategies, content formats, and platform tactics.
Knowledge Base
AI Platform Intelligence Guide
63 research clusters on AI platform mechanics, covering retrieval pipelines, ranking signals, crawler behavior, and advertising.
Knowledge Base
AI Buyer Behavior Research
50 research clusters on how AI reshapes purchase decisions, covering adoption rates, trust psychology, and agentic commerce trends.
Tool
Free AI Visibility Audit with Claude Code
A free Claude Code skill that checks your AI visibility foundations: robots.txt, schema, llms.txt, citability. Install in 10 seconds, see what free tools find and what they miss.
Guide
What Is AI Visibility? A Complete Guide for 2026
AI visibility is how often AI chatbots mention your brand. Covers GEO, AEO, how AI decides what to recommend, how to measure it, and how to improve.
Buyer's Guide
AI Visibility Tools Without a Monthly Subscription
A breakdown of AI visibility tools that offer one-time reports or pay-per-use pricing, so you can get insights without committing to a recurring plan.
Buyer's Guide
AI Visibility Tools Compared: $99 vs $300/Month
We compared the leading AI visibility platforms side by side -- features, pricing, depth of analysis, and what you actually get for the money.
Research
AI Is Getting Facts Wrong About Your Brand
AI chatbots confidently serve wrong information about brands every day. Here's how hallucinations happen, why they persist, and what you can do about it.
Playbook
You Got Your Report. Now What? The 5-Step Action Plan
Your AI visibility report is only valuable if you act on it. Here are the five steps every brand should take after receiving their first report.
Methodology
How AI Visibility Scores Actually Work
What goes into an AI visibility score? We explain the methodology behind Metricus reports -- the queries, the models, the scoring, and why it matters.
Strategy
AI Visibility for B2B SaaS
B2B buyers are increasingly asking AI for software recommendations. Here's how SaaS companies can ensure they show up in those conversations.
Research
We Audited AI Visibility for a Subset of Top B2B SaaS Companies
We randomly sampled B2B SaaS companies and asked AI the questions real buyers ask. Visibility ranged from 50% to 83%. The biggest predictor was vocabulary alignment.
Strategy
Your SEO Strategy Is Ignoring a Growing Share of Buyers
A growing share of product research now starts in an AI chatbot, not a search engine. If your strategy is SEO-only, you’re leaving revenue on the table.
Alternative
Otterly AI Alternative: Pay Per Report, Not Per Month
Otterly starts at $29/mo with 15 prompts. Here's why teams choose pay-per-report AI visibility audits with real UI data and source attribution instead.
Alternative
Scrunch AI Alternative: Full Reports From $99
Scrunch AI starts at $300/mo. Compare pricing, source attribution, and action steps vs Metricus pay-per-report AI visibility audits.
Diagnostic
Why Is My Brand Invisible in ChatGPT?
You rank on Google but ChatGPT doesn't mention you. A diagnostic guide: symptoms, causes, how to check, and how to fix it.
Agencies
AI Visibility Reporting for Agencies
Your clients are asking "why aren't we in ChatGPT?" Deliver AI visibility reports without building infrastructure or subscribing per client.
Buyer's Guide
AI Visibility Monitoring vs One-Time Audits: Which Should You Buy?
Monitoring tools cost $100+/mo but most brands need an audit first. Compare AI visibility monitoring vs one-time audits to find the right starting point.
Alternative
Best Peec AI Alternative for AI Visibility Audits
Compare Peec AI vs Metricus for AI visibility. Get a full multi-platform audit for $99 one-time instead of EUR 89/mo. No subscription required.
Alternative
Best Profound Alternative for AI Visibility Audits
Compare Profound vs Metricus for AI visibility. Get a multi-platform audit for $99 instead of $499/mo. No sales call, no implementation wait.
Research
What 182 LLM Prompt Tests Reveal About How AI Recommends B2B SaaS
We tested 182 prompts to see how AI platforms recommend B2B SaaS products. 79% of answers came from training data, not search.
Problem
AI Is Getting Your Pricing Wrong
When AI chatbots quote outdated or inaccurate pricing for your product, it erodes trust before a prospect even reaches your site. Here's how to fix it.