# delos-intelligence-fact-check-levee-2026-07-20

## Veille

Fact-checking synthesis on **Delos Intelligence** (delos.so), a French B2B generative AI startup, comparing a prior tech-watch note against **primary sources** (Alexandre Dewez's "Overlooked" post / 20VC, April 15, 2025, the delos.so website, official registries) and specialized press (Le Monde Informatique, L'Usine Nouvelle, FrenchWeb, Le JDD). **Overall verdict: reliable factual backbone.** The **€2.5M seed round** (≈$2.74–2.83M) led by **20VC** (Harry Stebbings) in **April 2025**, with Inovia Capital, Kima Ventures (Xavier Niel) and Plug and Play, is confirmed; so are the founders (brothers **Pierre** and **Thibaut de la Grand'rive**) and the clients **TotalEnergies, Shiseido, Groupe Casino**. **Strong methodological point**: the list of business angels — often suspected of hallucinatory "padding" — is **CONFIRMED word for word** by the lead investor's press release (Pigment, Dataiku, Hexa plus Ramp and Kerala to add): this is therefore NOT a hallucination. **To correct**: the "50 people" headcount is **not sourceable** (~20 in April 2025, about forty by late 2025); the actual pricing grid is richer (a **Student tier at €10** plus Enterprise on request, in addition to €25/45/80); user figures (10,000 → 50,000 → "100,000+") and ARR are **self-reported and unaudited**. **To flag as speculative**: **no Series A has closed** (only announced as an intention targeting March 2026); **no overall ARR published** (the only mention is a self-promotional "$1M ARR in a few days" for the new **Workers** product, referring to that product alone). "100% Scaleway" sovereignty was **still being finalized** at the end of 2025 (compute still partly running on Azure France). The note's interest is as much methodological — **how to distinguish, within an AI-generated synthesis, what is confirmed, partially accurate, speculative, and self-reported** — as it is documentary.

## Titre Article

Fact-checking : synthèse sur Delos (Delos Intelligence / delos.so)

## Date

2026-07-20

## URL

https://www.delos.so/

## Keywords

Delos Intelligence, delos.so, fact-checking, source verification, hallucination, primary source, secondary source, seed funding round, Seed, 2, 5 M€, 20VC, Harry Stebbings, Alexandre Dewez, Overlooked, Inovia Capital, Kima Ventures, Xavier Niel, Plug and Play, business angels, Éléonore Crespo, Romain Niccoli, Pigment, Florian Douetteau, Dataiku, Thibaud Elzière, Hexa, Mark Goldberger, Ramp, Antoine Freysz, Kerala, Pierre de la Grand'rive, Thibaut de la Grand'rive, Dupuy de la Grand'rive, École Polytechnique, IÉSEG, SAS, RCS Paris, Cosmos, credit-based SaaS, pricing grid, Student plan €10, Explore €25, Advanced €45, Premium €80, Enterprise on request, credits, tokens, B2C, B2B, individual plan, multi-model orchestration, GPT, ChatGPT, Claude, Mistral, Gemini, Cohere, Llama, sovereignty, sovereign cloud, Scaleway, Azure France, Microsoft, TLS, AES-256, sovereign hosting, TotalEnergies, Shiseido, Groupe Casino, Best Western, Allianz, Schmidt Groupe, BPCE, Grant Thornton, French Ministry of the Armed Forces, 200 client companies, 100,000 users, ARR, revenue, profitability, Workers, self-promotion, unaudited, Series A, headcount, INSEE, trade registry, Crunchbase, PitchBook, Preqin, Vestbee, CFNEWS, FrenchWeb, Le Monde Informatique, L'Usine Nouvelle, Le JDD, Delos namesakes

## Authors

Synthèse de veille (fact-checking) — sources primaires : blog 20VC (Alexandre Dewez), delos.so, registres officiels ; presse : Le Monde Informatique, L'Usine Nouvelle, FrenchWeb, Le JDD

## Ton

**Profile**: a rigorous fact-checking note, addressed to a tech-watch reader who needs to know *what can be stated safely*. Explicit structure by evidence level — TL;DR, Key Findings, point-by-point review, corrected version, recommendations, caveats — with a **graduated verdict system**: "CONFIRMED", "PARTIALLY ACCURATE", "UNCONFIRMED / speculative", "INACCURATE / NOT SOURCEABLE", "self-reported". Each claim is backed by its source (primary vs. secondary) and dated.

**Style**: sober, traceable, non-promotional — the opposite of a press release. The note **actively resists over-claiming**: it refuses to validate "50 employees" for lack of a source, requalifies "$1M ARR" as unaudited product-level self-promotion, and distinguishes a Series A *announced as an intention* from a Series A *closed*. It includes a notable methodological reflex: flagging that the angels list **is not a hallucination** (confirmed word for word by the lead investor) — i.e., validating a plausible piece of information rather than defaulting to suspicion. It is alert to namesakes (several unrelated "Delos" entities) and distinguishes the legal name ("Dupuy de la Grand'rive") from the trade name.

## Pense-betes

- **Methodological core idea: a fact-check grades claims, it does not issue a binary verdict.** Five evidentiary regimes must be kept separate — **CONFIRMED** (primary source), **PARTIALLY ACCURATE** (true but incomplete/imprecise), **UNCONFIRMED / speculative** (an intention, not a fact), **NOT SOURCEABLE** (an unverifiable figure), **SELF-REPORTED** (stated by the company, unaudited). The cardinal sin of tech-watch is reclassifying a "self-reported" or "announced" claim as "confirmed."
- **The anti-hallucination lesson (counter-intuitive).** A precise list of business angels — exactly the kind of information an LLM can invent — turned out here to be **accurate to the word** — the 20VC post names Mark Goldberger (Ramp), Éléonore Crespo & Romain Niccoli (Pigment), Florian Douetteau (Dataiku), Thibaud Elzière (Hexa), Antoine Freysz (Kerala). **The correct reflex is to verify, not to default to suspicion**: the initial synthesis was in fact *below* the truth (2 missing angels).
- **FUNDING — CONFIRMED.** Seed round of **€2.5M** (≈$2.74M PitchBook / $2.83M Crunchbase), led by **20VC** (Harry Stebbings), plus **Inovia Capital, Kima Ventures (Xavier Niel), Plug and Play**. Announced **mid-April 2025** (event at Place Vendôme on the 14th; Crunchbase on the 15th; Preqin on the 16th). 20VC operates out of a $400M fund (seed tickets of $100K–3M).
- **SERIES A — NOT CLOSED.** Only an **intention**: in Dec. 2025, Thibaut de la Grand'rive said he wanted to raise "several tens of millions of euros by March [2026]." No press release or database entry (Crunchbase/PitchBook/Preqin/Maddyness). **Present this as an announced goal, not a fact.** Re-evaluation threshold: an official press release plus a database entry.
- **BUSINESS MODEL — credit-based SaaS, confirmed.** 1 credit ≈ a simple GPT query; several dozen for a document summary (credits ∝ input + output tokens). All apps are included regardless of plan; only the credit volume varies.
- **PRICING GRID — the initial synthesis was incomplete.** Actual grid (delos.so/pricing, monthly): **Student €10** (10K credits), **Explore €25** (10K), **Advanced €45** (20K), **Premium €80** (50K), **Enterprise on request**. The "€25–80" range omitted **the €10 Student tier** and Enterprise. Free trial, no commitment.
- **B2C OFFERING — REAL.** Individual plans that a single user can subscribe to ("from solo entrepreneurs to CAC 40 companies"), but the **core target is B2B**.
- **MULTI-MODEL — broader than "GPT-4/Claude/Mistral."** Actual list: **ChatGPT/GPT, Claude, Mistral, Gemini, Cohere** (plus Llama per FrenchWeb). "Orchestration" across models (picking the best of each) is the claimed core of the product.
- **SOVEREIGNTY — needs nuance.** Hosted on **Scaleway** (French sovereign cloud), TLS + AES-256 encryption, data not used for training. **BUT** at the end of 2025 the founder acknowledged that **compute still partly runs on Microsoft Azure datacenters in France**, with a **100% Scaleway** switch targeted for early 2026. "100% sovereign" was therefore *in progress*.
- **HEADCOUNT "50" — NOT SOURCEABLE.** Dated, attested figures: **~20 in April 2025** (20VC: "20 employees, all under 30"), **about forty by late 2025** (L'Usine Nouvelle, Le Monde Informatique). INSEE shows "6 to 9" (self-declared 2023, outdated). Keep the dated range, not "50."
- **CLIENTS & USERS.** **200 client companies** confirmed (constant since April 2025). Confirmed clients: **TotalEnergies, Shiseido, Groupe Casino** (plus Best Western, Allianz — first landmark contract, 5 countries —, Schmidt Groupe, BPCE, Grant Thornton, French Ministry of the Armed Forces). User counts are **self-reported**: 10,000 (Apr. 2025) → "50,000+" (mid-2025) → "100,000+" (2026).
- **ARR — NOT PUBLISHED.** Revenue "not disclosed" at the trade registry (confidentiality). Delos describes itself as "profitable" at the seed stage. Only data point: "**$1M ARR in a few days**" claimed by Pierre de la Grand'rive on X (~June 2026) for the **Workers product alone** — **self-reported, unaudited, ≠ the company's total ARR**.
- **FOUNDING.** SAS registered on **July 2, 2023** (RCS Paris 977 575 612). Brothers Pierre (École Polytechnique '16, executive director) and Thibaut (IÉSEG, business director/Chairman) **de la Grand'rive** (legal name: Dupuy de la Grand'rive), plus 3 co-founders (Max Dupont de Dinechin, CTO/ENS, Pierre Fontaine, Julien Rivière). Initially a generative AI consulting agency, then a platform ("Cosmos") launched Sept. 2024. Headquartered in Paris.
- **Pitfalls to remember.** (1) **Namesakes**: Delos Insurance Solutions, Delos Living, Delos Data, DELOS aquatech — their fundraises ("$9M Series A") **do NOT concern** the French startup. (2) Secondary sources (pyncoh, mon-agent-ia) that recopy the same figures ≠ primary sources. (3) Legal name ≠ trade name.

## RésuméDe400mots

This note verifies a tech-watch synthesis on **Delos Intelligence** (delos.so), a French B2B generative AI startup, by comparing it against primary sources (Alexandre Dewez's "Overlooked" post / 20VC, April 15, 2025, the official website, official registries) and specialized press. The backbone is **reliable**, but several figures need requalification.

**Funding — confirmed.** Delos raised **€2.5M in a seed round** — ≈$2.74 to $2.83M depending on the conversion — a round **announced mid-April 2025**, led by **20VC** (Harry Stebbings), with **Inovia Capital, Kima Ventures (Xavier Niel) and Plug and Play**. Notably, the list of **business angels**, exactly the kind of information an LLM can hallucinate, is **confirmed word for word** by the lead investor's press release — Éléonore Crespo & Romain Niccoli (Pigment), Florian Douetteau (Dataiku), Thibaud Elzière (Hexa), plus Mark Goldberger (Ramp) and Antoine Freysz (Kerala), the latter two *missing* from the initial synthesis. However, **no Series A has closed**: it is only **announced as an intention** ("several tens of millions of euros by March 2026"), with no press release or database entry.

**Business model — partially accurate.** **Credit-based** SaaS (1 credit ≈ a simple query). The actual pricing grid is richer than "€25–80": **Student €10, Explore €25, Advanced €45, Premium €80** (increasing credit volumes), plus **Enterprise on request**. The **individual/B2C offering is indeed real**, but the core target remains **B2B**. Orchestrated models: ChatGPT, Claude, Mistral, Gemini, Cohere, Llama. **Sovereignty** (Scaleway hosting) was **still being finalized** at the end of 2025, with compute still partly running on Azure (France), with a full switch to Scaleway targeted for early 2026.

**Team and clients — partially accurate.** Founded on **July 2, 2023** by brothers **Pierre** and **Thibaut de la Grand'rive**. The "**50**" headcount figure is **not sourceable**: ~20 in April 2025, about forty by late 2025. **200 client companies** confirmed; clients **TotalEnergies, Shiseido, Groupe Casino** confirmed (plus Allianz, Best Western, BPCE, the French Ministry of the Armed Forces…). User numbers (10,000 → 100,000+) and **ARR** are **self-reported**: no overall ARR has been published, and the only mention ("$1M ARR in a few days") refers to the **Workers product alone** and is unaudited.

**Cross-cutting lesson**: a fact-check grades levels of evidence (confirmed / partial / speculative / not sourceable / self-reported) rather than issuing a binary verdict — and verifies a plausible piece of information before suspecting it of being a hallucination.

## GrapheDeConnaissance

- Delos Intelligence —est_instance_de→ startup française d'IA générative B2B (CONCEPT, 0.95)
- Pierre de la Grand'rive —a_créé→ Delos Intelligence (ORGANISATION, 0.95)
- Thibaut de la Grand'rive —a_créé→ Delos Intelligence (ORGANISATION, 0.95)
- Delos Intelligence —mesure→ levée d'amorçage (Seed) de 2,5 M€ (≈2,74–2,83 M$) menée par 20VC, annoncée mi-avril 2025 (MESURE, 0.95)
- 20VC —collabore_avec→ Delos Intelligence (ORGANISATION, 0.92)
- Harry Stebbings —dirige→ 20VC (ORGANISATION, 0.95)
- synthèse fact-check Delos —affirme_que→ la liste des business angels est confirmée mot pour mot par le communiqué de 20VC (pas une hallucination) (AFFIRMATION, 0.95)
- synthèse fact-check Delos —affirme_que→ aucune Série A n'a été bouclée à ce jour, seulement annoncée comme intention visant mars 2026 (AFFIRMATION, 0.9)
- synthèse fact-check Delos —affirme_que→ l'effectif de 50 personnes n'est pas sourçable ; chiffres attestés ~20 (avril 2025) puis ~40 (fin 2025) (AFFIRMATION, 0.9)
- Delos Intelligence —utilise→ modèle SaaS à crédits (1 crédit ≈ une requête simple) (METHODOLOGIE, 0.9)
- Delos Intelligence —utilise→ orchestration multi-modèles (GPT, Claude, Mistral, Gemini, Cohere, Llama) (TECHNOLOGIE, 0.9)
- Delos Intelligence —utilise→ Scaleway (TECHNOLOGIE, 0.85)
- Delos Intelligence —affirme_que→ souveraineté 100 % Scaleway en cours de finalisation, calcul encore partiellement sur Azure France fin 2025 (AFFIRMATION, 0.85)
- TotalEnergies —utilise→ Delos Intelligence (TECHNOLOGIE, 0.9)
- Shiseido —utilise→ Delos Intelligence (TECHNOLOGIE, 0.9)
- Groupe Casino —utilise→ Delos Intelligence (TECHNOLOGIE, 0.9)
- Pierre de la Grand'rive —affirme_que→ 1 M$ d'ARR en quelques jours pour le produit Workers (auto-déclaré, non audité, ≠ ARR total) (AFFIRMATION, 0.85)
- Delos Intelligence —publie→ Workers (TECHNOLOGIE, 0.85)

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Canonical: https://www.thekb.eu/en/fiches/delos-intelligence-fact-check-levee-2026-07-20/