Real AI systems we have built and run in production. Each one below shows what it replaced, what it moved, and what it runs on.
Outreach maxed out at 600 placements a month and depended entirely on operator hours. The pipeline now runs discovery, contact enrichment, geo inference, first-touch messaging, and stats verification on its own, with operators approving each message. Every creator record stays in a CRM the agency owns.
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Every individual development plan was written by hand and took up to six hours, with quality that varied from specialist to specialist, and each new language market meant a fresh rebuild. UNOWA's methodology now lives inside the product: the platform profiles a learner and generates a consistent plan in minutes, in any language.
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A single complex needs around 1,000 apartment renders. Through a CGI studio each one cost about $100 and took up to seven days, and output could only grow by hiring. The engine — fine-tuned on 10,000+ of the developer's own renders, with the floor plan geometry locked — now turns a plan into a finished render in 15 minutes.
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Outset PR verified each story's spread by hand — about an hour per article, surfacing only ~40% of republications. Tailsearch now follows every story across six search engines, tells a real republication from a coincidence, and screenshots the proof before the page disappears.
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Growth ran on ad creatives built by hand, and output hit a ceiling around 200 a month — every new video meant more manual hours across script, motion design, and editing. The engine now takes a brief to a finished, voiced, animated reel for $4–6, with platform and market compliance applied automatically.
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A sales team handled more than 3,000 conversations a day across WhatsApp, Telegram, and web. Quality slipped as volume grew — outdated pricing quoted, script steps skipped, requirements lost mid-thread. The copilot classifies each client, picks the corporate scenario, and helps the manager draft the reply.
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An active community produces 300 to 500 messages a day, and most of the value sinks out of reach within hours. The system gates spam at the door, publishes a two-minute daily digest linked back to every source thread, and turns the whole history into a knowledge base one question away.
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