STEMD AI · Business OS
Eight layers.
Built in this order, for a reason.
STEMD AI does not sell isolated tools. Each layer of the system depends on the one below it producing reliable data — which is why an agent is never the first thing we build.
The principle
Understand the system first. Then change it.
A chatbot on top of a broken pipeline produces confident nonsense faster than a human could. Every STEMD engagement starts with an audit and ends with a system that management can actually read.
System order
The order is part of the system.
Each layer depends on the one below. We stabilise the foundation before adding the next level.
View the layersThe layers
What each layer contains.
AI CheckUp
Audit of sales, CRM, marketing, service, operations and management. Output: a Transformation Map with priorities and expected KPIs.
CRM Core
A single place where every lead has a source, an owner, a status, a next step and a value. Bitrix24 where it fits, your existing CRM where it does not.
Omnichannel
WhatsApp, Instagram, Messenger, Telegram, email, web chat, phone and SMS feeding one communication layer with one history.
AI Agents
Sales, service and voice agents that qualify, book, quote, follow up and hand a hot client to a human — writing everything back to the CRM.
AI Operations
Documents, contracts, proposals, invoices, internal requests, SOPs and knowledge bases handled by internal agents.
AI Marketing
Content, campaigns, segmentation, nurturing and reactivation — measured in revenue, not in likes.
AI Analytics
One management dashboard, plus an executive agent that answers questions about the business in plain language.
Continuous optimization
The system is measured, corrected and extended every month. Automation that is never revisited decays.
Implementation
Ten phases, each one paying for the next.
No phase begins without a defined economic effect. If a layer cannot justify itself, it does not get built.
- AI CheckUp — audit of sales, CRM, marketing, service, operations and management
- Process and data mapping
- CRM foundation
- Communication integration
- AI sales and customer service
- Voice AI
- Operations automation
- Marketing automation
- Analytics and executive layer
- Continuous optimization
Deliverable
The Transformation Map
The AI CheckUp does not end in a slide deck. It ends in a table where every line is actionable.
- The problem, stated concretely
- Its financial or operational effect
- The automation opportunity
- The proposed AI tool
- The integration required
- Implementation priority
- The KPI that proves it worked