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Case studies

Worked examples, end to end

Each walkthrough starts from public material anyone can fetch, runs it through the toolkit step by step, and states what it cost in quota units. They are reproducible examples, not customer testimonials; we will add customer stories only with written permission.

Walkthroughs

Independent podcaster · Media and creator economy

From a one-hour podcast episode to a newsletter, captions and three clips

One public episode on YouTube becomes a transcript, a chaptered summary, a newsletter draft, SRT captions and three short clips, all from one upload.

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Independent consultant · Professional services

From a 120-page annual report to a cited two-page brief

A public annual report PDF becomes page-anchored Markdown, a set of extracted tables, answers with page citations, and an executive brief a client can verify.

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Graduate student · Education and research

From a twelve-lecture playlist and two textbooks to a searchable study corpus

A public lecture playlist and two public-domain textbooks become one set of transcripts, summaries and chunked JSON, ready for revision or a personal AI index.

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How to read the numbers

Every metric on these pages is derived from published unit prices and documented limits. There are no outcome figures such as time saved or revenue, because we have not measured them with customers and will not invent them.

Reproduce one on your own source

The free plan covers the extraction steps; Pro is needed for the AI and media steps.