Transparency of data
Goumies Creative publishes aggregated data. No personal data, no company data. Transparency is a commitment, not a sales pitch.
Perseverance
The journey behind the expertise. Not a storytime, facts.
MansA Lab · Alumni
8-month incubation program (November 2025 · June 2026). Mentor: Garry Yankson. Sponsor: Fif Tobossi. Workshops for the next cohort currently being discussed.
Entrepreneurship
Sole proprietorship registered March 2025. Micro-entrepreneur VAT exempt.
Training delivered
Hands-on interventions, not theory.
SCAP · Paris Adult Education Service
Ongoing training from the City of Paris, for professional and individual enrollees, no prerequisites. 45 hours of AI training delivered:
- ChatGPT, prompt engineering and AI tools · 30 hours (10 sessions of 3 hours)
- Learning to use ChatGPT in daily life · 15 hours (5 sessions of 3 hours)
CAP'Entreprendre · Sankofa Academy
Masterclass on structuring a business with AI assistance, for already-registered entrepreneurs. 12 hours of training (2 days of 6 hours each). Content: prompt engineering, personalized AI assistants, entrepreneurial research across 4 axes (competitive, technological, regulatory, market trends), OKRs and KPIs assisted by AI.
AI system
Aggregated metrics from the AI assistive system. No names, no infrastructure details. Numbers only.
Updated: July 2026
| Metric | Value |
|---|---|
| Documented methodological skills | 81 skills |
| Compounding learnings (documented solutions) | 41 solutions |
| Recorded work sessions | 52 sessions |
| Skills by category | Scoping & Strategy · Development · Refinement · Product Management · Version Control · Interface · Orchestration |
The system evolves. Every session enriches the knowledge base. AI learns from each mission, humans keep control.
Research
Research is not a hobby. It's a system.
| Source | Volume | Type |
|---|---|---|
| YouTube · curated playlist | 5100+ videos | AI, web dev, entrepreneurship |
| Analysis briefs | 31 briefs | Structured analyses in my AI system · quartet, consortium, partner context · action plan |
| Automated research emails | 39 categories | Tags: AI, design, business, ethics, education |
| Notion · bibliography and resources | 7 Notion pages | Bibliography, mini-essays, how-to, resources |
No blind automated curation. Every entry is read, tagged, archived. The research system feeds missions, not social media.
Benchmarks
Comparison data to position the Goumies Creative approach.
Average cost of a tech diagnosis
On the French market, a tech audit by a consulting firm costs between EUR 3000 and EUR 8000. The Decoder offers a complete strategic diagnosis at EUR 950, with a usable deliverable within 5 days.
Sources: France Business · Audit fees 2026, Instinct Business · Audit benchmark 2025
AI adoption rate in SMEs
In 2026, about 35% of French SMEs have tried an AI tool. Less than 10% have integrated it sustainably into their processes. The gap between trial and sustainable adoption is Goumies Creative's playing field.
Sources: BPI France Le Lab · 31% SMEs, McKinsey · State of AI 2025, Salesforce · State of Sales 2026
User feedback
Currently being collected. No fake testimonials, no invented cases. The first client feedback will be published here once collected and validated.
Client satisfaction
Currently being collected. Satisfaction metrics will be published here once the first missions completed via the site are delivered.
Methodological note
The published data are averages aggregated across completed missions. They contain no data that could identify a client, project, or service provider.
If you have a question about a specific data point, contact me. Transparency is total.