Notes on AI that actually helps.

What we learn building AI tools for real businesses — written in plain language, with real examples. No hype, no names.

Chatbots & assistants

1 August 2026·5 min read

AI chatbot for a training organization: what to build before you deploy one

“AI chatbot for a training organization” is a query more and more CFA, school and Qualiopi-certified center owners are typing: an assistant that answers learners on courses, sessions and paperwork without burying the pedagogical secretariat. What to build before you deploy one — architecture, Qualiopi evidence, GDPR.

Read →

AI agents & automation

1 August 2026·5 min read

OpenAI Presence: even OpenAI won’t sell its AI agents self-service — what it means for your SME

On July 22, 2026, OpenAI launched Presence, its platform for enterprise voice and chat AI agents — but not as a self-service product: every deployment is run by OpenAI’s own engineers or selected integrators. What that choice reveals about what it actually takes for an AI agent to hold up in production, and how to apply it at SME scale.

Read →

Chatbots & assistants

31 July 2026·5 min read

AI voice agent for phone reception: what it actually does for an SMB — and where it still falls short

An AI voice agent can now pick up a call, understand a request in natural language, and book an appointment — without a human receptionist during off-peak hours. What research shows about its real limits, and how to roll one out without pushing frustrated callers straight to a human.

Read →

AI agents & automation

30 July 2026·5 min read

Perplexity’s Personal Computer lands on Windows: what an AI agent that touches your files means for your SMB

On July 28, 2026, Perplexity opened its “Personal Computer” agent — which reads local files and can act inside Excel, Outlook or email on its own — to the 1.4 billion users of Windows. What its arrival on any employee’s laptop changes for your SMB’s AI governance.

Read →

Strategy, costs & ROI

29 July 2026·5 min read

AI at work: OpenAI study finds 43% of skilled use crosses job boundaries — what it means for your SMB

A July 27, 2026 OpenAI study of over 800,000 business messages found that 43.5% of occupation-specific ChatGPT use involves tasks belonging to another profession — up to 77% among customer service teams. What this AI-driven role-blending means for how a small business organizes its team.

Read →

Chatbots & assistants

28 July 2026·5 min read

WhatsApp AI CRM: capture and score every lead before a rival replies first

A WhatsApp AI CRM turns every voice note, business card and late-night message into a scored, searchable lead — before a competitor gets there first. Here is what it actually does, and where to start.

Read →