AI solutions mean applying artificial intelligence to sales, support, analytics, and internal processes: from Telegram bots and assistants to LLM integration in CRM/ERP and routine automation. VivaCoding designs the pilot, data-safety contour, and effect metrics — not chat for chat’s sake.

Key takeaways
- Repeating scenarios: FAQ, lead qualification, document parsing, reports.
- Data and system access can be limited and audited.
- Ready for a 1–2 process pilot with KPIs before scaling.
What are AI solutions
Business AI solutions combine models (LLMs and specialized ones), your data, and working systems (site, CRM, messengers, storage). The goal is faster replies, less manual work, and decisions on facts. Architecturally you often need a shared model access layer (gateway, logs, policies), not API keys embedded in every app.
Directions
Related services
- services catalog
- AI Telegram bots
- smart assistants
- AI integration into enterprise systems
- CRM integration
- web applications
- AI business process automation
FAQ
Where should we start with AI?
With one narrow process and a measurable KPI (response time, auto-reply share, field-extraction accuracy). In parallel, lock knowledge sources and human escalation rules.