Open Research & Tools
Free resources for understanding and improving your brand's AI visibility. All our research is open-access and our core algorithms are MIT licensed.
Strategic Intelligence
Original research backed by real data. These studies shape how brands approach AI visibility.
The State of AI Visibility: Why Brands Are Losing Control Inside AI Answers
Search didn't disappear. It stopped being the place where decisions happen. This defines the four dimensions of AI visibility and why it matters now.
We Asked 5 AI Models About 24 Brands. They Could Not Agree on Anything.
1,311 responses. 3,041 source attributions. 70% of AI brand knowledge is untraceable. Company-owned content (14.7%) is the #1 identifiable source. Published in Springer.
June GEO: Ship the 6 New Google Merchant Center Attributes
Google made product content conversational this June. Six new Q&A attributes, three delivery tracks, and the acceptance checklist that makes your products quotable by AI.
Request a Strategic AI Visibility Audit
Find out exactly how AI talks about your brand, where you are invisible, and what your competitors are doing better. We analyze your AI presence across ChatGPT, Gemini, and Grok with data-driven methodology.
- Cross-model brand visibility analysis (ChatGPT, Gemini, Grok)
- Competitor positioning and recommendation share mapping
- Content gap identification with actionable priorities
- 6-month AI visibility roadmap with quarterly checkpoints
The Rankfor® Index 2026
112 brands · 2 editionsWe measure how AI sees Europe's brands: 66 Nordic-Baltic-CEE brands across 12 languages, plus the Polska 2026 edition with 46 Polish brands and 5 global benchmarks. Repeated grounded runs, tens of thousands of citations analyzed, and a full profile for every brand.
More Resources
AI Visibility Benchmark
5 quick questions to see how your content strategy compares to your industry average.
The State of AI Visibility
Understand the shift from SEO to AI Visibility. Learn why traditional rankings are losing relevance and how brands compete inside AI-generated answers.
Dice Roller
Understand what AI really believes about your brand. Run the same question multiple times and see what AI consistently says versus what varies.
Agency Playbook Library
Step-by-step playbooks for agency marketers. Learn to measure, analyze, and improve AI visibility for your clients with practical guides.
Become a Tech Partner
Implement AI visibility work for referred clients. Restructure, migrate, and rewire digital assets for AI-first discovery.
How It Works
From first scan to a repeatable habit: roll the baseline, read the diagnosis, repair pages and sources, then measure again. Our approach page walks through the whole method, step by step.
Events
June 2026The Discovery Shift · Venture Café Warsaw
Live poll: Poland is a Google-first country. First public demo of our voice AI consultant, the Dice Roll Method on Polish ice cream brands, and the Polska 2026 index. 11 June 2026 at CIC Warsaw.
Get in Touch
Have an idea? Want to contribute to our research? Exploring a partnership? We are always open to conversation.
Your AI Visibility Team
Or write us at open@rankfor.ai
Open Science, Open Source
We believe in transparency and community-driven innovation. Our research is published openly, and our core algorithms are available under the MIT license on GitHub.