SELECTED WORK
A direct-sales team needed to reuse leadership and top-seller experience, improve team efficiency, and keep pace with AI. A manufacturer began with biographical video to establish brand awareness, then moved that content method into an automated video generation system. They did not need the same template.
Both cases are anonymized. We state only confirmed project facts; estimates are labeled and are not presented as independently audited results.
CASE 01 / TEAM KNOWLEDGE
This was not a document upload followed by a request that the team search for itself. It brings proven product knowledge, operating methods, and scenario judgment from leaders and top sellers into everyday work so the team gets faster support, improves together, and builds an AI-ready way of working.
Product knowledge, operating methods, and sales judgment were spread across training, files, leaders, and a small number of top sellers. Questions still returned to the frontline, fragmenting core-team time and making it difficult for newer sellers to reuse methods that had already been proven.
CASE 01 / TEAM KNOWLEDGE
Use real team inquiries to define the first knowledge set, scenarios, and boundaries for questions that cannot be automated.
Organize product material, recurring questions, leadership judgment, and proven sales methods into maintainable answer patterns.
Keep the team in a familiar communication channel instead of adding a new system for every question.
Review new questions, human edits, and misses, then extend the knowledge and answer loops.
The assistant is in active use. It handles recurring questions first, while complex issues and important operating judgment still go to leaders. New and frontline sellers apply mature methods in the flow of work, while real questions and feedback keep improving both team efficiency and AI working capability.
CASE 02 / VIDEO AGENT
Biographical video established brand awareness and a baseline for founder voice and company material, but it was not the final deliverable. The core project is an automated video generation system connecting source review, content decisions, scripts, video generation, and final delivery.
We first produced biographical video so real founder experience, company stories, and personal voice could become the first work through which the market recognized the brand. The interviews and production process also captured verifiable business facts, language patterns, and reusable assets as trusted inputs for the system.
CASE 02 / VIDEO AGENT
Use biographical video as the first publishable work through which the market begins to recognize the founder and company.
Capture operating history, turning points, language patterns, point-of-view boundaries, and a suitable content rhythm.
Organize company, brand, product, customer-question, story, and media sources with human review.
Use the first real content to calibrate account positioning, audience, topic direction, and system-generation standards.
CASE 02 / VIDEO AGENT
Manage approved business facts and assets, account positioning, audience profiles, comparable accounts, topic clusters, and keywords.
Generate candidate directions and shot-by-shot scripts from approved facts, then move human-approved work into storyboards.
Generate or upload clips by shot, then arrange, subtitle, voice, score, preview, and download the final video.
Analyze a popular-video link or local video, extract and rewrite the copy, then produce digital-presenter video and publishing assets.
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Should proven experience become reusable team capability, or should a brand's content method move into an automated video generation system? We begin with the work and define the capability that should be delivered.
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