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ModelRank
How it works Pricing Customers Blog

Where does your software rank in AI recommendations?

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 report

The problem vendors don't see

Every 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.

The blind spot

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.

54%
ChatGPT first-pick rate for category leader

The next closest competitor sits at 13%. That gap is your market.

Why this matters

  • Pricing strategy: Know where you sit vs. competitors
  • Feature roadmap: Build what AI models recommend
  • Sales positioning: Counter the model's recommendation with proof
  • Marketing spend: Double down on what moves AI needles

How ModelRank works

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.

1

Ask the models

We ask ChatGPT, Claude, and Gemini authentic buyer questions in your category

2

Record results

Which vendor appears first? What's the full shortlist? How does it compare to last week?

3

Analyze trends

We surface the patterns. Is your ranking moving? Which model favors you? Who gained on you?

4

You act

Use the data to repricing, retarget your messaging, or double down on what's working

What the data reveals

CRM category: first-pick rate by vendor
HubSpot
54%
Salesforce
13%
Pipedrive
8%
Close
5%
Others
20%

The insight

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.

What this means for you

  • If you're the leader: defend this position or watch it compress
  • If you're #2-#4: find the one feature that moves the needle for AI
  • If you're in the long tail: repositioning is urgent

Who needs this

SaaS Founder / CEO

You need to know if buyers think you're a contender. This tells you directly. No survey bias. No sales team spin.

Product Leader

Feature roadmap should be informed by what AI models recommend. This is your north star. Redirect engineering to what moves the needle.

Competitive Intel / Marketing

Win/loss doesn't tell you why. This does. You'll see which competitors gain ground and why the models favor them.

Pricing

Choose the plan that fits your needs.

Founder

$149

/month, billed yearly

  • One software category
  • Weekly benchmark reports
  • Email updates
  • 3 months history
Start free trial

Growth

$449

/month, billed yearly

  • 3 software categories
  • Weekly benchmark reports
  • Slack notifications
  • 12 months history
  • API access
  • Priority support
Start free trial

Enterprise

Custom

Unlimited categories + API

  • Unlimited categories
  • Real-time benchmark API
  • Custom models
  • Dedicated analyst
  • Integration support
  • SLA guarantee
Talk to sales

Get started now

Join 50+ SaaS companies who are already tracking their AI rankings. Start with your category for free.

Join the beta

How honest is this idea, really?

The Wishdeal Factory scores every idea against 10 Adoptability axes, separate from raw quality. Here are the numbers we surface for this one.

70/100Adoptability
$-17,776Year-1 take-home (Fermi)
1 in 9Meaningful-success odds (Fermi)
Honest disclosure: we don't have live customers on this idea yet. We shipped the strategy package; you ship the customer conversations. The dossier maps a realistic path; whether it works is up to you, your taste, and your distribution. More on honest expectations →
Strongest axes
• pain intensity: 10/10
• buyer clarity: 10/10
• credibility: 9/10
Concerns to know about
• financial upside: 1/10
• market openness: 5/10
Last refreshed 2026-07-01 · How scoring works

ModelRank. Data on where your software ranks in AI recommendations.

Built by Wishdeal Studio. All rights reserved 2026.

Resources for this product
  • FAQ
  • Email drip
  • Outreach pack
  • Skeptic memos (2)

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Estimates only · no live customer revenue claimed · read our honest page