RefineaWe continuously measure how often AI models cite the vendors of each sector. An independent observatory, updated daily, on the new discovery channel reshaping how marketing reaches customers.
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Mapping the SaaS Gestionali Italia market's influence on AI-Decision Makers
A four-stage protocol applied identically to every industry we track.
We continuously aggregate real-world search demand from premium data providers — the queries users actually type when looking for products in a given industry. Machine learning, semantic embeddings, and clustering then refine this signal into a curated panel of high-intent prompts.
Every prompt is submitted to the target AI model ten times per day, in independent runs. The result: thousands of responses weekly, with a precision level publishable in peer-reviewed research.
A two-stage system combining deterministic matching and machine learning. Alias graphs collapse sub-brands into single canonical entities, while a curated blocklist eliminates false positives at the source.
A brand's AVI is the share of AI responses in which it is cited. A standard statistical estimator — comparable across time, independent of panel composition.
Refinea Analysis is the first European AI ranking — an independent, daily-updated observatory that measures how often AI models cite the vendors of each industry we track. For every industry, we build a curated panel of high-intent prompts from real search demand, run them ten times a day against the target AI models, extract brand citations from each response, and aggregate the results into the AI Visibility Index (AVI). Built by Refinea, it gives marketers and brand teams a public benchmark for visibility on the new discovery channel reshaping modern marketing.
Every 24 hours. A nightly job runs the full prompt panel against the target AI models at 03:00 UTC; the leaderboard you see is always the most recent run. The "Last run" date next to each chart tells you exactly when the snapshot was generated.
Two possible reasons. First, brands surface organically: if the AI doesn't cite you for any of the prompts in the panel, you simply don't appear. Second, we use a curated blocklist to filter out non-brand entities (institutions, common nouns, infrastructure) which can also cap certain matches. If you believe your brand should be tracked, contact us at [email protected] — we add new vendors to the reference panel on request.
Yes. We add new industries based on demand and feasibility (sufficient query volume + a viable prompt panel). The "Coming soon" pills in the toggle are placeholders for industries already in our roadmap; reach out at [email protected] to propose yours.
Yes, it's completely free and public — no signup, no paywall. The methodology, prompt panels, and extraction pipelines that power it are proprietary, but the leaderboards themselves are open data. If you want to track your own brand in real time across all major AI engines (not just the public industries we publish), that's what the Refinea platform is for.
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