Customers ask ChatGPT instead of Google
AI-visibility baseline with Semrush and Peec AI, prompt research per landing page with an open model, then structured data, citable pages and listings in order of impact.
Found where buyers ask now
See exampleOfficial guide: Google Search Central: AI features and your website
Your AI-built prototype has to go live
Your Lovable, Bolt or v0 app gets staging, tests, row-level security, backups and a release pipeline, without a rewrite from scratch.
Production-grade and safe to change
See exampleOfficial guide: AWS Well-Architected: Generative AI Lens
Your team answers the same guest questions all day
A WhatsApp AI agent answers from a knowledge base that grows with every staff reply. New knowledge goes live only after manager approval, and unanswered messages escalate.
Fast replies, your team stays in control
See exampleOfficial guide: OWASP Top 10 for LLM applications
You want to ship with AI coding agents, safely
An AI-assisted delivery lifecycle: written guardrails, every change through staging and a real-browser check, an impact analysis before production. Auth, payments and data deletion always need a human.
3,025 merged pull requests in ten months
See exampleOfficial guide: DORA: software delivery research
You want Claude or ChatGPT to work with your data
MCP servers and APIs for AI assistants: read-only where possible, keys hashed, personal data left out, and each user's own permissions when they act.
AI tools that respect your access rules
See exampleOfficial guide: OWASP Top 10 for LLM applications
Your phone rings while the team is busy
A voice AI agent takes the call, books appointments, answers the usual questions from your knowledge base and hands over to a person when needed.
No missed calls, no missed bookings
Your data is too sensitive for cloud AI
Local open models on your own hardware, personal data anonymized, retrieval on your own documents. At most an aggregate ever leaves the building.
The benefits of AI without the data risk
Official guide: Azure Well-Architected: AI workloads