Figr

Figr occupies a unique slot: it's for teams that want AI-assisted design without sacrificing rigor. The Visual Context Graph is the standout—most AI tools treat your product as a flat prompt, but Figr builds a graph of flows, edge cases, and components. This means the outputs actually fit your existing design system, which is a godsend if you've ever had an AI generate a screen that looks nothing like your product. When to pick this: You're a product team building B2B SaaS or any software with multiple user flows, states, and edge cases. You already have a design system (or are building one) and you want AI that respects it. PMs will love the ability to go from PRD to prototype with UX reasoning baked in. When to pass: You need a quick landing page mockup or a throwaway concept. Figr's upfront context capture is a time investment—it pays off for real products, but it's overkill for one-off designs. Also not for tools without a structured product to capture; the Context Pod needs something to work with. Closest alternative: Lovable is faster and more prompt-driven, but it hallucinates and doesn't understand your product. Figr is the deliberate choice for teams that value accuracy over speed. The tradeoff is that Figr requires more setup: you need to capture your live product, import docs, and define your design system. But once that's done, it compounds—the Context Pod remembers everything. Real-world caveats: The credit system can feel limiting on the Free tier (only 10 credits/month). A single design review costs 2-3 credits, so you'll burn through the free allowance quickly. The Starter plan at $19/mo (billed monthly) gives 100 credits, which is reasonable for an individual. The Max plan's $149/mo might be steep for small teams, but the shared credits and