Desmond Achterberg

How to give autonomous agents fresh, structured data from the web.

Automated extraction turns live websites into machine-readable brand tokens for AI generation.

Reliable logo retrieval requires resolving company identity before choosing assets.

Classify failures at the fetch layer before they reach your model or UI.

Match your pricing model to usage volatility, not just the per-request rate.

Stripping HTML bloat helps language models process web content faster and cheaper at scale.

Consolidating five vendors into one API cuts maintenance overhead and prevents cascading failures.

Web-ingestion pipelines need acceptance criteria beyond model quality alone.

Web data AI features hide costs across scraping, maintenance, tokens, and reliability layers.

Clean HTML output cuts AI scraping costs far beyond the extraction layer itself.

Fetching reliable company data at runtime beats relying on stale language model knowledge.

Autofill powered by work email domains eliminates the marketing-sales tradeoff on form length.

Delegating web crawling to an API frees a weekend for the retrieval logic that actually matters.