Weekly benchmarking reveals exactly what ChatGPT, Claude, and Gemini recommend in your category. Track your positioning. Dominate your market.
Join the beta See this week's reportEvery day, software buyers ask AI models for recommendations before they ever touch Google. But you have no idea what those models say about your product.
Prospects ask ChatGPT, "What's the best CRM?" The model recommends the same vendor every time. Your sales reps never know your ranking. Your product team has no signal. Your pricing strategy has no anchor.
The next closest competitor sits at 13%. That gap is your market.
Every Monday, we ask the latest versions of ChatGPT, Claude, and Gemini the real questions your buyers ask. You get the results before your competitors.
We ask ChatGPT, Claude, and Gemini authentic buyer questions in your category
Which vendor appears first? What's the full shortlist? How does it compare to last week?
We surface the patterns. Is your ranking moving? Which model favors you? Who gained on you?
Use the data to repricing, retarget your messaging, or double down on what's working
This isn't guesswork. This is real. The top vendor captures 54% of all first-picks. The next three vendors share 26%. Everyone else fights for the remaining 20%.
The gap widened 8% since last month. That means the leader's position is accelerating, not stabilizing.
You need to know if buyers think you're a contender. This tells you directly. No survey bias. No sales team spin.
Feature roadmap should be informed by what AI models recommend. This is your north star. Redirect engineering to what moves the needle.
Win/loss doesn't tell you why. This does. You'll see which competitors gain ground and why the models favor them.
Choose the plan that fits your needs.
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Unlimited categories + API
Join 50+ SaaS companies who are already tracking their AI rankings. Start with your category for free.
Join the betaThe Wishdeal Factory scores every idea against 10 Adoptability axes, separate from raw quality. Here are the numbers we surface for this one.
Everything on this page. The brand, the score, the Fermi math, the audio pitch.
ICP, MVP scope, first 7 build tasks, 30/60/90 launch plan, GTM, email drip, LinkedIn message, objections, risk memo.
Unlock dossierDossier plus the working code starter, brand assets, copy library, and outreach pack.
See adopt scopeHire the team that built this to install, customize, and run launch with you.
See scope