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Client
Redpanda
Release Date
November 1, 2026
Project Link
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Redpanda: AI Spotlight and Analyze with AI, Built Into the Site

I designed and built two AI features for redpanda.com. AI Spotlight explains any passage a reader highlights, right on the page. Analyze with AI hands the page to the reader's own AI assistant with a Redpanda-written brief, so the answer uses the right framing and cites redpanda.com.

the Problem:

Readers were leaving to get answers somewhere else

Redpanda's guides and blog posts are long, technical and written for several audiences at once. When readers hit a term they didn't follow, they opened a new tab and searched. When they wanted a summary, they pasted the URL into an AI assistant.

Both paths cost Redpanda the reader. A search often lands on a competitor. A bare URL gives an assistant no idea how the page fits Redpanda's product story, so it reaches for whatever sources it finds.

the Process:

Answer the question where it comes up

Two features, each meeting readers at a moment they were already acting on.

AI Spotlight

  • Readers turn it on, highlight any passage, and get a plain-language explanation in a small panel right under the selection.
  • The answer is grounded in the page: the headings above the selection, and whether it sits in a table, a code block or a list.
  • Every answer ends with a next step that fits the content: try Redpanda Cloud, or book a demo for enterprise and BYOC topics, each tagged so conversions trace back to the feature.
  • Built on a Cloudflare Worker calling Claude, with selection filtering and browser caching to keep API spend low.
  • Readers can also listen to the answer, open live chat, or share the passage.
AI Spotlight: a highlighted passage on a guide with an explanation panel, and how a highlight becomes an answer

Analyze with AI

  • One click opens ChatGPT, Perplexity, Claude, Google AI Mode or Grok with a prompt already written.
  • The prompt is built from the page itself: it asks the assistant to act as a Redpanda solutions architect, explain the page in terms of Redpanda's two products, use the right terminology and cite a curated set of redpanda.com sources.
  • Every link in the prompt carries a provider tag, so visits that come back from each assistant can be tracked by provider and by page.
  • No API and no backend: a small script builds each prompt when the page loads.
Analyze with AI: provider buttons, the prompt built from the page, and what one click does
the Solution:

Readers stay, and AI answers point back to Redpanda

Redpanda: AI Spotlight and Analyze with AI, Built Into the Site

Readers who used AI Spotlight bounced at 27%, about half the 54% rate for those who didn't. Analyze with AI lifted sign-ups 43% in an early read.

The Spotlight gap is a correlation, since engaged readers choose to use it, but halving the bounce rate on the site's biggest educational pages is a strong signal. Readers who clicked Analyze with AI were 5.4x more likely to reach sign-up from a blog and 13.5x from a guide.

There's an AEO angle too. Every click puts well-structured, first-party Redpanda sources into a real conversation with an assistant. The buttons are built so a reader's own AI history starts to include Redpanda, which should make their future answers more likely to mention it.

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