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How do AI models rank Prototyping Tools?

The public record of what ChatGPT, Claude, Gemini, and Perplexity recommend. Ranked across 18 brands, dated at every close.

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Figma holds #1 on consensus, at 46.

  • ChatGPT
  • Claude
  • GeminiFigma
  • PerplexityUXPilot AI
Prototyping Tools: how 4 AI models rank the top brands. Each model column is ranked independently.
Consensus rankAPI + Search: measured on the official model API with web search enabledChatGPT#1 FigmaClaude#1 FigmaGemini#1 FigmaPerplexity#1 UXPilot AI
1
FigmaNo change from the last close
46
Not named by ChatGPTNot named by Claude
#1100No change from the last close
#285Down 1 from the last close
2
UXPilot AINew entry at the last close
25
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#1100New entry at the last close
3
ProtoPieDown 1 from the last close
21
Not named by ChatGPTNot named by Claude
#285No change from the last close
Not named by Perplexity
4
FramerNew entry at the last close
18
Not named by ChatGPTNot named by Claude
#372New entry at the last close
Not named by Perplexity
5
LovableNew entry at the last close
18
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#372New entry at the last close
6
Axure RPNew entry at the last close
15
Not named by ChatGPTNot named by Claude
#461New entry at the last close
Not named by Perplexity
7
UX PilotNew entry at the last close
15
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#461New entry at the last close
8
SketchNew entry at the last close
15
Not named by ChatGPTNot named by Claude
#738New entry at the last close
#1023New entry at the last close
9
Framer AINew entry at the last close
13
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#552New entry at the last close
10
Origami StudioNew entry at the last close
13
Not named by ChatGPTNot named by Claude
#552New entry at the last close
Not named by Perplexity
11
PrincipleNew entry at the last close
11
Not named by ChatGPTNot named by Claude
#644New entry at the last close
Not named by Perplexity
12
RelumeNew entry at the last close
11
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#644New entry at the last close
13
Google StitchNew entry at the last close
10
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#738New entry at the last close
14
Figma AINew entry at the last close
8
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#832New entry at the last close
15
WebflowNew entry at the last close
8
Not named by ChatGPTNot named by Claude
#832New entry at the last close
Not named by Perplexity
16
AlloyNew entry at the last close
7
Not named by ChatGPTNot named by ClaudeNot named by Gemini
#927New entry at the last close
17
MarvelNew entry at the last close
7
Not named by ChatGPTNot named by Claude
#927New entry at the last close
Not named by Perplexity
18
BalsamiqNew entry at the last close
6
Not named by ChatGPTNot named by Claude
#1023New entry at the last close
Not named by Perplexity
Swipe4 models

Understand the chart.

Full glossary

The record so far.

Consensus rank · top 5
12345Jul 6, 2026Aug 10, 2026
FigmaUXPilot AIProtoPieFramerLovable
Consensus rank by close for the top 5 brands, oldest close first
BrandJul 6, 2026Aug 10, 2026
Figma#1#1
UXPilot AInot ranked#2
ProtoPie#2#3
Framernot ranked#4
Lovablenot ranked#5

The receipts.

Recorded 2026-08-10 · 4 model answers

The unedited answers this ranking is scored from. We record what each model said, word for word. Nothing summarized, nothing editorialized.

ChatGPT9 sources

ChatGPT · Recorded 2026-08-10

My genuine recommendation: make Figma your default, then add ProtoPie only when the interaction fidelity materially affects a usability test, stakeholder decision, or engineering outcome. Don’t buy a specialized tool merely to make prettier click-throughs.

1. Figma — Best overall for most product designers because it keeps UI design, collaboration, shareable prototypes, variables/conditional logic, and developer handoff in one workflow.

2. ProtoPie — The strongest companion to Figma when you need convincing, testable high-fidelity behavior—complex motion, input validation, variables/formulas, device capabilities, or multi-device experiences—without writing an app.

3. Framer — Best for responsive web-product and marketing-site concepts that you may actually want to publish, because its canvas, interactions, CMS, hosting, and SEO workflow bridge prototype and live site.

4. Axure RP — Choose it for complicated enterprise flows, dense tables, permissions, forms, and logic-heavy UX where functional behavior matters more than visual-design speed; it is powerful but has a notably steeper learning curve.

5. UXPin Merge — Best for organizations with a mature React design system, since designers can prototype with code-backed components synchronized from Git or Storybook rather than recreating a parallel visual library.

6. Rive — Best as a motion-prototyping companion when a product’s value depends on polished, implementable interactive animation, using visual state machines that can run in the shipped product.

7. Origami Studio — A strong specialist option for unusually expressive mobile interactions and hardware-aware prototypes, using a visual patch system for behavior, animation, and native-device capabilities.

8. Principle — Worth learning if your primary gap is communicating micro-interactions, transitions, and motion behavior quickly on a Mac, rather than modeling an entire product with rich logic.

9. Proto.io — A credible standalone, low-code choice for teams that want to assemble mobile prototypes rapidly from ready-made native UI components and templates, though I would generally choose Figma or ProtoPie first.

10. Play — Historically excellent for native iOS/SwiftUI-flavored prototyping with real controls, but I would not adopt it now because its own site says support for its iOS and macOS apps ended on April 20, 2026.

Buying shortcut: choose Figma alone for normal product work; Figma + ProtoPie for serious usability research or interaction-heavy products; Framer for real web experiences; Axure for enterprise workflow simulation; and UXPin Merge only when your code-component system is mature enough to justify its setup overhead.

Clauderaw answer

Claude · Recorded 2026-08-10

Here’s my honest, ranked take on prototyping tools for product designers today:

1. Figma – The default choice for most teams: it unifies design, prototyping, real-time collaboration, and developer handoff in one browser-based tool, and it’s where the industry has consolidated. 2. Framer – The best pick when you need a prototype that feels and behaves like a real, responsive website, since it blends design with actual web code under the hood. 3. ProtoPie – Ideal when click-through prototypes aren’t enough and you need rich micro-interactions, sensor input, or hardware-triggered behavior. 4. Axure RP – Still unmatched for complex, enterprise-grade prototypes that require conditional logic, dynamic content, and built-in spec documentation for handoff. 5. Sketch – A strong, mature option for Mac-native teams with existing design systems, though it has lost significant ground to Figma in collaboration features. 6. Principle – A great lightweight tool for designers who want polished, timeline-based animations and transitions without a steep learning curve. 7. Marvel – A simple, fast option for early-stage founders or small teams who just need quick click-through prototypes without much overhead. 8. InVision – Once the category leader for prototyping and handoff, it’s still usable but has faded as most teams have migrated to Figma. 9. Balsamiq – Best for early-stage, low-fidelity wireframing when you want to validate flows and structure before investing in visual polish. 10. AI-native prototyping tools (Uizard, Banani, v0, Lovable) – Worth trying if you want to go from text prompt to interactive or even code-based prototype in minutes, especially useful for rapid concept validation or non-designers on the team.

One note: Adobe XD is effectively discontinued (Adobe has stopped active development and pushed users toward Figma), so I would not recommend it for new adoption despite it still technically running for existing users.

If I had to buy just one tool today, it would be Figma for 90% of product design work, with Framer or ProtoPie as a specialized add-on when you need higher-fidelity or more complex interactions.

Geminiraw answer

Gemini · Recorded 2026-08-10

Here is the ranked recommendation of prototyping tools for product designers, from strongest to weakest: 1. Figma: The undeniable industry standard that combines powerful UI design with seamless, collaborative prototyping in one unified platform. 2. ProtoPie: The top choice for high-fidelity, advanced interactive prototyping that leverages device sensors and complex variables without coding. 3. Framer: Ideal for designers wanting hyper-realistic web and app prototypes powered by production-ready code and seamless CMS integration. 4. Axure RP: The powerhouse for UX architects needing complex conditional logic, dynamic content, and enterprise-grade prototyping capabilities. 5. Origami Studio: A free, patch-based tool built by Meta that excels at designing complex mobile micro-interactions and native-feeling animations. 6. Principle: A beloved, Mac-only tool that makes creating timeline-based animations and fluid multi-screen interactions incredibly intuitive. 7. Sketch: A steadfast native Mac UI design tool with solid built-in prototyping that remains deeply integrated into many established design workflows. 8. Webflow: While primarily a visual website builder, it serves as the ultimate prototyping tool for web designers who want to design directly with production-ready code. 9. Marvel: Perfect for rapid, low-barrier, click-through prototyping and user testing directly from static screens or quick sketches. 10. Balsamiq: The best tool for rapid, low-fidelity wireframing that forces designers to focus on structure and user flow rather than visual polish.

Perplexity10 sources

Perplexity · Recorded 2026-08-10

1. UXPilot AI — The strongest overall recommendation from the most direct product-design roundup is that it is the best overall product design/prototyping tool for 2026. [1] 2. Figma — The safest mainstream choice for product designers because it is recommended for collaboration and prototyping, which maps closely to day-to-day design team workflows. [1] 3. Lovable — A strong pick if the goal is to turn prompts into working app prototypes quickly; one review even named it the overall winner in testing. [1][3] 4. UX Pilot — Another top-ranked AI prototyping option, listed as best overall in a separate AI-focused roundup, which suggests strong broad utility for designers. [4] 5. Framer AI — Best when the prototype needs to look and feel like a polished website experience, especially for landing pages and marketing-heavy product surfaces. [4] 6. Relume — Best for AI website sitemaps and wireframing, so it is especially useful early in the product discovery and structure phase. [4] 7. Google Stitch — Best for early-stage design validation, making it a good choice when you need fast concept testing before investing in full-fidelity design. [4] 8. Figma AI — Best for speeding up interaction setup inside an already familiar design environment, so it is a practical upgrade rather than a separate workflow. [4] 9. Alloy — Best if you already have an existing product design and want to prototype from that foundation rather than starting from scratch. [4][10] 10. Sketch — A solid secondary recommendation, especially if you value offline access, but it is less broadly recommended than the top AI-first and collaboration-first tools. [1]

How this ranking is measured1,370 queries · 4 models · updated aug 10, 2026Live data

This is the public record for Prototyping Tools: the same questions, every model, every close. We ask each model the real questions buyers ask in this category and record which brands it recommends and in what order. A brand recommended at position i scores 100 × 0.85^(i−1) for that model (#1 = 100, #2 = 85, #3 = 72, …); unmentioned brands score 0.

Each model is ranked independently, so the columns disagree when the models disagree. The consensus score is the mean across the 4 models recorded at this close, and movement compares against the previous close.

We report what the models say. We don’t editorialize, and brands can’t pay to change their position.

This ranking is live: the numbers come from recorded model answers captured through the official model APIs, scored with the published formula above. The raw answers are on this page under “The receipts.”

What we measure
We measure on the official model APIs: the same question, the same settings, the same week, for every brand. Web search is on, so the models can draw on what is live on the web. Nothing is personalized to a user, which is what makes the columns comparable.
What we don’t
The consumer apps are a different surface. What a person sees inside a chat app can carry memory, personalization, and live experiments on top of the same model, so its answers can differ from the API’s. We do not measure that surface yet. True browser listings, recorded from the consumer apps, arrive with WDIR Ranked, the Pro product. WDIR Ranked · Coming soon

Updated Aug 10, 2026 · week of 2026-08-10

The written record

Read the Best Prototyping Tools guide.

The same record as an editorial answer, with the reasoning spelled out: who leads, who is climbing, and where the models disagree.

Read the guide

Head to head.

Two brands from this ranking, compared model by model across every category they share.

Narrow the record.

The same question, tighter. Each refinement is measured the first time someone opens it.

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