Similarweb teams use AI to make digital intelligence workflows faster for the people inside the company. For Raz, that work comes down to giving agents the right datapoint at the right moment, without asking his team to build and maintain every scraper, parser, and brand lookup themselves.
Context.dev gave Raz a single place to pull the web context his agents need. Instead of treating web scraping, company understanding, and brand identity as separate internal projects, his workflow can lean on multiple Context.dev APIs in one stack.
Here is how Raz put it:
"My agent understood it perfectly. Setup was very easy."
The use case
Raz is building AI workflows that help "10x Similarwebbers." Those agents need clean, dependable datapoints from the web. Some jobs need page content or markdown. Others need company identity, brand metadata, and logos. Building that whole data layer internally would mean maintaining brittle site-specific code and constantly handling edge cases.
Context.dev keeps that complexity out of the agent workflow. Raz can use the Scrape API when an agent needs live page context, and the Brand API when it needs company identity, logos, and brand data from a domain. The result is a cleaner implementation path for agents that need both content and identity.
Why Context.dev?
Raz was looking for a datapoint source that would be painful to develop from scratch. The product fit because it gave his agents a direct way to ask for the web and brand context they needed, without turning the agent project into an infrastructure project.
That mattered for three reasons:
- Multiple APIs in one layer: scrape and brand endpoints can sit behind the same agent workflow.
- Agent-friendly setup: Raz's agent understood the integration quickly and could work with the API shape.
- Less custom maintenance: Similarweb workflows can use Context.dev for the datapoints instead of rebuilding scrapers and brand lookup paths.
The outcome
Raz described the outcome simply: "amazing." His team gets a stronger data layer for AI agents, and the agents can focus on helping Similarwebbers move faster instead of wrestling with one-off web data tasks.
Building agents that need live web context and company identity? Context.dev gives you scrape, crawl, brand, and extraction APIs from one developer-friendly platform.