Context.dev

I tested it live on my own project, Panframe, to show how it can enrich a SaaS onboarding flow.

1. what it does

The brand endpoint returns: logo URL, primary colors, social links, and detected product category. The screenshot endpoint captures the page. An AI query endpoint lets you ask questions about the page content; useful for extracting pricing tiers or feature lists.

SDKs are available in JavaScript, Python, and Ruby.

2. what worked

Response times are fast. The brand data returned is rich and immediately usable. I pulled logo, colors, and social handles in a single call.

The screenshot capability is a strong feature. You can show users a preview of their own product or their competitor inside your app.

The AI query endpoint is clever: you can ask "what is the pricing?" and get a structured answer extracted from the page. No custom scraper needed.

Integration is minimal: one API key, one endpoint, done.

3. what did not work

The screenshot feature occasionally has latency depending on the target site. Not a blocker; just something to account for in your UX.

4. verdict

Context.dev removes a whole category of manual work from B2B SaaS onboarding. Instead of asking users to type their company name, logo URL, and brand colors; you ask for their website and fill everything in automatically.

Best for: B2B SaaS products that want to personalize the onboarding experience from the first sign-up step.