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Lokal / Company & AI operations
The invisible hand behind the business.
A family of AI operating products connecting creative work, recruitment, safety and day-to-day operations.
Lokal’s app connects travellers with people who know the city. This case looks at the operating architecture behind that experience: how AI supports creative work, recruitment, safety, content and day-to-day operations, and where people retain responsibility for decisions.
Creative Studio, Recruitment, Safety Engine, Ops, Local Success and Guide Studio are designed as operating products in their own right. Each gives a business responsibility a defined workflow: the context AI needs, the work it can support, the person who owns the decision and the review that follows. Together they form the company architecture around the app.
AI operating products
Operating signals → AI-assisted work → human review → learning across the company.
The company is the product. Lokal makes it visible.
A product’s promise depends on how the company works. Work has an entry point, decisions have owners, AI has a defined role and review has a place. Learning from the experience returns to the company’s next decisions.
Creative Studio is a certified reference implementation with documented limitations. The case describes the company architecture and the responsibilities of its operating products.
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