AI by industry
The same tool, four very different jobs.
The technology is the same. The use cases and ROI (Return on Investment) are completely different. That's why we always start with the vertical, not the model.

In short
Vertical-specific AI is not a generic product. For clinics, it means fewer no-shows and automated appointment triage. For lawyers, contract review and legal research that's 70–80% faster. For e-commerce, personalized recommendations and sales through AI assistants (Universal Commerce Protocol — UCP, a standard protocol allowing AI assistants to search for and purchase products directly, without the user visiting the website). For car dealers, lead scoring and automated follow-up with a +20–30% conversion impact.
- Clinics: -35% no-shows, automated appointment triage
- Lawyers: 70–80% faster contract review and research
- E-commerce: +200% sales with AI recommendation engine + UCP
- Car Dealers: +28% conversion with AI lead scoring
Medical Clinics — appointments, intake, no-shows
The typical case: a medical CRM (Customer Relationship Management — system for managing customer interactions) with AI intake that collects patient history via chat or form, intelligent scheduling that reduces open slots in doctors' calendars, plus automated reminders and reconfirmations. Real results in a group of EU clinics: -35% no-shows and call centers almost entirely freed from routine scheduling.
Lawyers — contract review and legal research
A private AI portal over the firm's jurisprudence and applicable legislation, plus a review engine that automatically flags problematic clauses in new contracts. For firms with 50+ lawyers, we reduced review time by 80% and case preparation by 70%. Crucial: answers with mandatory source citations (RAG — Retrieval-Augmented Generation, generation augmented by searching proprietary sources, strictly), not "invented" by the model.
E-commerce — recommendations, conversion, Universal Commerce Protocol
Personalized recommendations that consider behavior + context + real-time stock, plus migration to Universal Commerce Protocol (UCP) to be visible in new purchasing interfaces via AI assistants. Real cases: +200% sales in 90 days for one retailer, 3× sales through AI channels after UCP migration for a European D2C (Direct-to-Consumer — direct sales to consumers, without intermediaries) brand.
Car Dealers — lead scoring and follow-up
An AI layer over the existing CRM of the dealer group: automatically scores leads based on purchase probability, prioritizes follow-up, drafts personalized emails/SMS messages based on history. Two 30-day sprints increased conversion by 28% for a group of EU dealers.