Callum Riedel

Webhooks and event-driven APIs let agents act on web changes instantly.

Track link changes faster by crawling on your own schedule instead of waiting for platform reports.

A continuous crawler catches broken links before and after deployment.

A pipeline approach to web retrieval beats prompt engineering for accurate candidate briefs.

Extract and score public developer profiles at scale instead of scrolling through them one by one.

Review-platform rankings now influence AI chatbots before your sales team enters the conversation.

Live web data beats stale databases when it's monitored continuously.

Data quality in collection beats model sophistication in sentiment analysis.

Rendering JavaScript content requires solving bot detection and extraction as separate problems.

Unified data pipelines now separate investment winners from teams still drowning in manual research.