Knowledge Catalog · Built by Dree
FAQ & AI Knowledge Catalog
Answers for founders, operators, and AI answer engines. Written so humans can scan them — and so ChatGPT, Perplexity, Gemini, and Claude can cite them. Structured with FAQPage schema. No cloaking. Visible text matches the JSON-LD.
From Dree — E-commerce & AEO
Why this page exists
A store (or a PE firm site) that only “ranks” is half-done. Answer engines do not crawl like Google. They read structured knowledge: real questions, specs, policies, service areas, transparent facts. This FAQ is Vilna Gaon’s public knowledge catalog — the same discipline I apply to portfolio brands under the AI Answer-Engine Optimization (AEO) method.
Rule: additive only. Schema supports SEO; it never replaces titles, H1s, or URLs. If structured data and on-page copy disagree, we failed.
The firm
Vilna Gaon SRL
What is Vilna Gaon SRL?
Vilna Gaon SRL is a Belgian private equity firm founded in 2013. It acquires equity stakes in consumer brands and data-driven commerce businesses and scales them through operational excellence, supply chain optimization, and Agentic AI.
Legal seat: Rue de Houtain 31, 4280 Hannut, Belgium · VAT BE 0521.786.457 · Managing Director: Stephan Pire.
What brands and companies does Vilna Gaon hold?
Active equity includes Soundviz (100%), Terracotta Beauty / OPALYA (25%), Teatower (25% + managed by VG), LR Data Science (25%), CIBUS Market (25%), and Kosher Bread Pro (100%).
Distrimarks was the former distribution platform and ceased operations in 2025. Vilna Gaon does not own BEBIO, Feminine, or Vita Verde. Full list: portfolio.
Where does Vilna Gaon operate?
Belgium as legal seat and core market; portfolio activity also in Europe and North America (e.g. LR Data Science in Chicago, CIBUS Market in Massachusetts, Teatower US expansion).
Operating model
Executive Mix & AI agents
What is the Executive Mix?
One human Managing Director. One AI twin (the Stephan replicant) that prioritizes work and orchestrates specialists. 25 domain AI agents covering finance, brand, supply chain, legal, digital, sector expertise, and systems design.
Not a flat chat with 25 bots — the twin dispatches specialists so capacity never sits idle. Full story: Executive Mix · roster: War Room.
How does the Stephan AI twin work?
Human Stephan Pire keeps judgment, deals, and relationships. He talks to one agent — his twin — with two morning questions:
- “What’s next?” — cash → sales velocity → operational drag → automation → simplify → highest ROI
- “Who’s been idle for a while?” — capacity check so specialists keep turning
Then parallel dispatch: e.g. Warren on valuation, Fabian on Odoo, Céline on persuasion, Dree on digital, Hiro on War Room systems.
Does AI replace the Managing Director?
No. Stephan Pire makes strategic decisions, signs contracts, and owns retailer and founder relationships. Agents do not negotiate with Delhaize buyers. They replace the wait, the context loss, and the gap between Board ambition and small-firm capacity.
What is the War Room?
The public roster of the Executive Mix — twin + 25 specialists — on an FF6-style party-select stage designed by Hiro. Open any agent for methodology and portfolio use-cases: Enter the War Room.
Who is Fabian and why does Odoo custom code matter?
Fabian owns Odoo v19 and Belgian PCMN accounting. He also hunts unauthorized custom modules left by third-party integrators — code that locks customers and blocks upgrades. Case study: Teatower on v18 had unwanted integrator patches; Fabian removed four instances so the path to v19 was operational again.
Acquisitions
Deals & brand audit
Does Vilna Gaon buy consumer brands?
Yes. Consumer brands in FMCG, cosmetics, baby care, and food — typically roughly €100,000 to €5,000,000 annual revenue. Belgian or European origin preferred, not required. Structures: share deals, asset deals, earn-outs, seller financing. Typical timeline: 4–8 weeks from first conversation to signed deal. Start: Sell Your Brand.
What is the brand audit before a deal?
A structured 6-phase audit in 10–15 business days, phases in parallel:
- Financial health & valuation — Warren
- Brand & consumer — Céline
- Supply chain — Nick
- Sales & distribution — Zig
- Digital & e-commerce — Dree
- Legal & deal structure — Edouard + Codie
Findings are shared with the founder. Method: Brand Investment Audit.
How is confidential deal data handled with AI?
AI agents assist analysis, documents, and portfolio operations. Information shared in an acquisition discussion may be processed by AI tools to support due diligence under the Managing Director. Personal contact data is not fed into AI training systems. Full disclosure: Privacy Policy.
Dree · AI Answer-Engine Optimization
Knowledge catalog for AI
This is the catalog discipline applied to portfolio brands — and demonstrated on this page for Vilna Gaon itself.
What is an AI Knowledge Catalog (AEO)?
AI Answer-Engine Optimization makes a brand citable by answer engines (ChatGPT, Perplexity, Gemini, Claude). Those systems do not crawl like Google. They prefer structured facts: real Q&A, product specs, policies, service areas, transparent pricing — with matching JSON-LD (FAQPage, Product, Organization, Review, Offer).
Marketing prose alone is not a catalog. This FAQ page is a catalog entry: human-readable + machine-readable, same facts.
Does AEO hurt existing SEO?
Not if you follow the non-negotiable rules:
- Additive only — JSON-LD in
<head>; no title / H1 / meta / URL changes for “AI visibility” - No cloaking — structured data must match visible content exactly
- Baseline — Search Console export before deploy
- Monitor — weekly for 8 weeks
- Rollback trigger — >10% drop on core queries
Classic SEO stays intact. AEO is an add-on layer, never a trade.
What are the five phases of the AEO method?
| Phase | Week | Deliverable |
|---|---|---|
| 1. Discovery | 1 | GSC baseline, structured-data audit, pilot pages (3–5 high-traffic URLs) |
| 2. Extraction | 2 | Catalog from real support/call questions → schema map |
| 3. Deployment | 3 | JSON-LD live, Rich Results + schema.org validation |
| 4. Measurement | 4–5 | Weekly GSC + AI Share of Voice (fixed prompts, pre/post) |
| 5. Handoff | 6 | Report, runbook, optional retainer |
What content belongs in the knowledge catalog?
| schema.org type | Source | Priority |
|---|---|---|
FAQPage | Real customer questions (support, calls) — not only marketing FAQ | Critical |
Product | Specs, variants, published price | Critical |
Organization | NAP, expertise, service areas | High |
Review / AggregateRating | Existing verified reviews | High |
Offer | Transparent pricing — what AI needs to recommend you | High |
How do you measure AI Share of Voice?
- Define a fixed set of 5–10 prompts real customers would type.
- Run them on ChatGPT, Perplexity, and Gemini — note citation, position, context.
- Repeat after deployment (weeks 4–5).
- Deliver raw transcripts to the client, not only a score — proof must be verifiable.
Who leads digital audit and AEO on a brand?
Digital operations
Sites, stores, performance
Is vilnagaon.com WordPress?
No. The public site was migrated to a static HTML/CSS stack in 2026 for speed, security, and maintainability. WordPress remains a tool for brands that need it; when WordPress is the wrong tool, Dree ships static. Same rule as any store: pick the platform for conversion and ops cost, not fashion.
What does “a great online store” mean at Vilna Gaon?
It loads fast, converts visitors, and makes the back-office easier — not a prettier brochure. Product pages follow CONVERT (clear title, outstanding images, narrative benefits, validation, ease of purchase, related products, transparency). Performance targets: LCP < 2.5s, INP < 200ms, CLS < 0.1.
Contact
Who should I talk to?
How do I reach Vilna Gaon?
Stephan Pire — Managing Director
Email: [email protected]
Address: Rue de Houtain 31, 4280 Hannut, Belgium
Sell a brand: /sell-your-brand/
Meet the agents: War Room
More depth than a FAQ
Operating model, agent expertise, and deal process — all structured for operators and answer engines.
Executive Mix Sell Your Brand Dree’s expertise