Patterns that name their own failure modes.

Research / On demand

Answer open questions from current public sources, with every claim linked to the passage that supports it.

Knowledge base / Weekly

Crawl a documentation set, clean it, chunk it on structure, and keep it current without rebuilding from scratch.

Monitoring / Daily

Watch a defined set of public pages and alert only when a change could plausibly change a decision.

Research / On demand

Start from a single homepage and assemble a structured profile from the company's own public pages.

Extraction / Daily

Turn listing and detail pages into validated records with units, currencies, and source links intact.

Briefing / Daily

Assemble a short, source-linked daily brief from a defined set of public sources on a defined topic.

Research / On demand

Compare vendors on declared criteria using each vendor's own public pages, with disagreement preserved.

Competitive intelligence / Weekly

Assemble a map of who exists in a category and how they describe themselves, using only their own public pages.

Monitoring / Daily

Track a narrow set of high-consequence pages where a single sentence can change a decision.

Competitive intelligence / Weekly

Understand how a topic is being covered publicly, where the gaps are, and which formats recur.

Extraction / Weekly

Convert public job postings into a structured dataset about declared skills, roles, and locations.

Extraction / Weekly

Build a bounded dataset of public business information for a defined geography and category.

Extraction / Daily

Track publicly listed properties as structured records with explicit units, currencies, and listing history.

Research / On demand

Support a purchase decision with documented, source-linked evidence against written requirements.

Knowledge base / Continuous

A general ingest pipeline that turns an approved source list into a maintained, queryable knowledge base.