Symptom
Gains can be quick, but AI remains detachable from the core business system.
AI is added to existing processes through agents, automations, copilots and workflows.
Gains can be quick, but AI remains detachable from the core business system.
Targeted automations, specialized agents and integration of AI tools.
Measurable gains and a base for deeper intelligence integration.

AI is a visible and separable accessory: a chatbot, a summarization button or an isolated intelligent feature.
If AI is removed, the product works exactly as before, with only one feature missing.
A traditional CRM with an AI email-writing button, or note software with a summarize action.