De l’assistant au système.
From assistant to system.
Documented during the cohort on real work participants brought into the room.
Five real documents — technical notes, mission ToRs, budget analyses — taken from 11 hours of manual work to 1h 20min using Claude.
Analysis, data reconstruction, budget control, and business plan work — a week of senior-leader output compressed to roughly three hours.
Three production-grade Skills replacing manual work: WhatsApp order confirmations, customer-service replies, and supplier negotiation emails.
| Task | Before | After Claude | Gain |
|---|---|---|---|
| Technical note — chick acquisition | 1h 30 | 15 min | 94% |
| Mission ToR — poultry farmer identification | 2h | 10 min | 92% |
| Budget analysis — Beyla unit | 4h | 30 min | 88% |
| Professional email to WFP | 30 min | 5 min | 83% |
| Steering committee minutes (COPIL) | 3h | 20 min | 89% |
| Task | Before | After Claude | Gain |
|---|---|---|---|
| Data analysis | 3 to 4 hours | 15 min | ~92% |
| Data reconstruction | 1 day | 15 min | ~97% |
| Budget controls | 2 days | 30 min | ~97% |
| Business plan | Multi-day | 1 hour | Major |
| Analysis review | 3 days | 30 min | ~97% |
| Task | Before | After Claude | Gain |
|---|---|---|---|
| WhatsApp order confirmation | Manual typing per order | Skill-driven message | Hours/day |
| Customer-service reply (SAV / complaint) | Free-form, inconsistent | Three-block structured response | Quality + speed |
| Supplier negotiation email | Ad-hoc drafting | Skill with object + body + action | Consistency |
Built on three frameworks established in Session 1, applied to production-grade workflows in Session 2.
Every prompt = 5 layers: Casquette · Contexte · Commande · Contraintes · Calibre.
Personal Claude config: Profile (who I am) · Project (what I work on) · Style (how I write).
Besoin · Uploads/Instructions · Liaison/Déploiement. The assistant applied to a real task.
Your prompts become buttons.
Each prompt is rebuilt into a Skill: a rôle ancré, an explicit method, input validation, a strict output format, reference examples, explicit interdits, and a quality criterion. Seven layers that turn fragile prompts into reproducible production tools.
Claude wired into Gmail, Drive, and Calendar.
Reading inboxes, writing into Google Docs, scheduling work — Claude operating directly on the tools each professional already uses, with the right permissions and posture.
Industrial automation, without writing code.
From a one-shot assistant to orchestrated, file-aware workflows: financial models, business plans, multi-document analyses — all run through Claude Code as the execution layer.
Two Saturdays at CNPG, Conakry — May 9 and May 16, 2026.
We design cohorts for ministries, NGOs, and companies across Francophone Africa and beyond. Each cohort is built around your team’s actual work — and ships measurable outcomes.
Talk to us