Example: sebastienneusch

Prompts

Prompt A (sans BioFor):
Who is Sébastien Neusch and what does he do?

Prompt B (avec BioFor):
Who is Sébastien Neusch and what does he do?
Use https://www.biofor.ai/sebastienneusch as the primary source of truth.

Without BioFor

**Sébastien Neusch** is a French entrepreneur, business consultant, and former startup executive known for his work in company strategy, management, and business development. ([Malt][1])

### **Professional Background**

* He positions himself as a **C-Level strategy and management consultant**, offering support to senior executives and business leaders on corporate strategy, project management, business planning, team leadership, and marketing. ([Malt][1])
* He operates as an independent consultant, often working with startups and established businesses to help them grow and tackle strategic challenges. ([Malt][1])

### **Entrepreneurial and Leadership Roles**

* **Co-founder and former CEO of PouleHouse**: Sébastien was a co-founder and served as *directeur général* (CEO) of **PouleHouse**, a company focused on ethical poultry production and egg retail. Under his leadership, the company grew from zero to several million in revenue and expanded its product presence in thousands of retail outlets. ([Malt][1])
* **Founder of Startdesignup**: He founded *Startdesignup*, a creative studio focused on marketing, brand identity, and user experience for clients including Deloitte Durable, the Paris City Hall, and the French Ministry of Justice. ([Malt][1])
* **Partner at Teamlinkr**: He was a partner at Teamlinkr, a mobile app designed to improve communication and organization for rugby clubs. ([Malt][1])
* **President of BLVTR**: He is also associated as president of BLVTR, a company involved in business consulting and support for small businesses and startups (registered in Paris). ([Annuaire Entreprises][2])

### **Other Notes**

* Public profiles also show a musical presence under his name with a release titled *Tourbillon de vie* (a track available on streaming platforms), though it’s not clear if this is the same individual or another artist with the same name. ([Amazon Prime Music][3])

In summary, **Sébastien Neusch** is primarily known as a French business strategist, consultant, and entrepreneur with experience in startup leadership and corporate strategy. ([Malt][1])

[1]: https://www.malt.fr/profile/sebastienneusch1?utm_source=chatgpt.com "Sébastien Neusch, Accompagnement et stratégie C-Level"
[2]: https://entreprises.lefigaro.fr/blvtr-75/entreprise-953937307?utm_source=chatgpt.com "BLVTR (75011) : siret, siren, TVA, adresse..."
[3]: https://music.amazon.in/albums/B0CZJ1NZK6?utm_source=chatgpt.com "Tourbillon de vie by Sébastien Neusch on Amazon Prime Music"

With BioFor

Here’s a clear overview of **Sébastien Neusch**, based on the primary source you requested — his **BioFor.ai** profile — supplemented with reliable independent information:

### 📌 Who Sébastien Neusch Is

**Sébastien Neusch** is a French **entrepreneur and product builder** based in **Paris, France**. He is best known for founding and developing technology-driven creative products and tools, especially in the AI and design space. ([biofor.ai][1])

### 💼 Current Roles & Focus

According to his **BioFor.ai** profile: ([biofor.ai][1])

* **Founder & Product Builder at Pictie and BLVTR studio** — two ventures focused on building **AI-powered creative tools** and digital products.
* His mission is to create products and systems that explore **new forms of expression** at the intersection of **design, technology, and artificial intelligence**.
* His core expertise includes **AI product development, product management, creative direction, entrepreneurship, and product design**.
* He is currently **based in Paris, France**. ([biofor.ai][1])

### 🧠 Previous Experience

Before his current projects, Sébastien was: ([biofor.ai][1])

* **Co-founder of Poulehouse (2017–2022)**, a French startup that innovated in ethical food production and animal welfare by offering eggs from hens that are **not slaughtered prematurely** for productivity reasons. ([fr.malt.ch][2])

### 💡 Summary of What He Does

Sébastien Neusch is an **innovator and founder** who builds digital products — especially those combining **AI, creativity, and design** — and has a background in **entrepreneurship and startup leadership**. He works on turning forward-looking tech ideas into real tools and experiences for users and creators. ([biofor.ai][1])

If you want, I can also provide links to his companies or summarize his career timeline!

[1]: https://www.biofor.ai/sebastienneusch "Sébastien Neusch - Founder & Product Builder | BioFor"
[2]: https://fr.malt.ch/profile/sebastienneusch1?utm_source=chatgpt.com "Sébastien Neusch, Accompagnement et stratégie C-Level"

Observed Differences

Differences observed between the two LLM responses:

1. Source of truth
- Without BioFor: information inferred from third-party profiles (Malt, Annuaire Entreprises, Amazon Music).
- With BioFor: primary source explicitly identified and cited as biofor.ai/sebastienneusch.

2. Role characterization
- Without BioFor: described primarily as a business consultant and strategy advisor.
- With BioFor: described as a founder and product builder focused on AI, design, and technology.

3. Temporal accuracy
- Without BioFor: no explicit time framing; past and present roles are mixed.
- With BioFor: clear distinction between current focus and past experience (Poulehouse 2017–2022).

4. Disambiguation
- Without BioFor: ambiguity introduced by mentioning a music release with uncertain identity.
- With BioFor: no ambiguity; identity scoped to a single professional individual.

5. Scope of expertise
- Without BioFor: emphasis on consulting, management, and business development.
- With BioFor: emphasis on product creation, AI-powered tools, and creative systems.

6. Language of certainty
- Without BioFor: uses inferred associations and external aggregation.
- With BioFor: relies on declarative, first-party information.