Semantic Audit Report — Confidential
Cherico
French chicory brand · Founded 2023 · Paris & Bretagne · Shopify merchant
DateMarch 2026
LLMs tested4 models
Questions5 questions
Integrity score71 / 100

Why this matters now: Shopify launched Agentic Storefronts this week — Cherico's products are now discoverable in ChatGPT, Gemini and Copilot by default. When an agent searches for Cherico, it currently returns a character from The Godfather (Gemini) or no result (ChatGPT). The UCP transaction layer is live. The brand truth layer is missing. This is precisely what 2A Agency certifies.

Key findings — 2 critical drifts
Young brand, invisible to 2 of 4 LLMs
Product data and founder data are well captured by models that know Cherico. The critical problem: Gemini confuses Cherico with a character from The Godfather before self-correcting, and ChatGPT does not recognise the brand at all — too recent for its training data. As Shopify pushes Cherico into AI commerce channels, agents will return wrong or empty brand data.
71
/ 100
Section 01
Methodology

2A Agency conducted a structured semantic scan of Cherico across four large language models — Perplexity Pro, Gemini Pro, ChatGPT (free tier), and Grok — using a standardised protocol of 5 questions covering brand identity, product range, founding team, market positioning, and geographic footprint.

Each response was evaluated against verified public data from cherico.fr, official press coverage (Le Figaro, Maddyness, LSA), and public company records. The Semantic Integrity Score of 71/100 reflects strong product data coverage offset by critical entity recognition failures in two major models.

Section 02
Scan results — 5 questions · 4 LLMs
Question Perplexity Pro Gemini Pro ChatGPT Free Grok Verdict
Q1 — Qu'est-ce que Cherico?
Brand identity test
Correct. French chicory brand, launched 2023, bio, founded by Gallia team. Confuses with The Godfather character before self-correcting. Entity recognition failure. Does not recognise the brand. Returns possible confusions — typo, Japanese textile brand, Italian surname. Correct. French chicory brand 2023, modern alternative to coffee, bio, Made in France. Partial
Q2 — Signature products
Product accuracy test
Correct. Nature, Guarana, Mochaccino, Chai Latte, Caramel Macchiato, functional range. Correct after self-correction. Full product range including functional line (Focus, Glow). Correct once brand identified. Full range including capsules and lifestyle accessories. Correct. All signature products named accurately. Exact
Q3 — Founders
Leadership accuracy test
Exact. Jacques Ferté, Guillaume Roy, Doriane Le Leu. Gallia connection confirmed. Ploeuc-L'Hermitage production. Exact. All three founders named. Investors (Michel & Augustin, Back Market) correctly cited. Exact. All three founders named. Gallia → Heineken journey confirmed. Exact. All three founders named with correct roles. Exact
Q4 — Luxury positioning
Segment classification
Correct. Premium-bio-lifestyle, not luxury. "Chicorée de spécialité" positioning. Correct. "Mass-Premium". "Nespresso de la chicorée" framing — accurate and useful. Correct. Premium accessible. Cites 7.50–9.50€/pot pricing range. Correct. Premium / lifestyle, not luxury. Accessible price point confirmed. Exact
Q5 — Fabrication / distribution
Geographic footprint
Partial. Bretagne production confirmed (Ploeuc-L'Hermitage). Paris HQ. 300+ coffee shops, Monoprix. Belgium mentioned. Correct. Bretagne + Paris. Monoprix (200 stores), La Grande Épicerie, Holybelly, international mentions. Correct. Bretagne production. Monoprix, coffee shops, B2B via FAIRE/Ankorstore. E-commerce. Exact. Most complete: Ploeuc-L'Hermitage confirmed, Paris HQ, Leroux collaboration noted. Exact
Section 03
Critical drifts — entity recognition failures
Gemini confuses Cherico with The Godfather

When asked "Qu'est-ce que Cherico?", Gemini Pro's first response identifies the brand as a minor character in Francis Ford Coppola's 1972 film — a funeral home assistant who appears when Sonny Corleone's body is prepared for the funeral.

Gemini self-corrects in the same response, but the initial mismatch reveals a fundamental entity recognition problem: Cherico has not yet established sufficient semantic authority in Gemini's index to override a phonetically similar cultural reference. As Shopify pushes Cherico products into Gemini's commerce surfaces, this entity confusion is a live commercial risk.

ChatGPT does not recognise Cherico

ChatGPT free tier returns no brand recognition on Q1 — suggesting the brand post-dates its training cutoff or has insufficient web presence to have been indexed. It offers alternative interpretations (typo, Japanese textile brand, Italian surname).

This is critical in the context of Shopify Agentic Storefronts. ChatGPT is the primary AI commerce surface Shopify has integrated with. When a ChatGPT user asks about a product they discovered and requests brand information, the model returns confusion. The transaction layer is live — the truth layer is absent.

Perplexity Pro
88
Best overall performer. Complete brand knowledge. Minor location discrepancy (Paris/Lyon vs Bretagne).
Gemini Pro
65
Entity confusion on Q1 (Godfather character). Self-corrects but initial failure is critical for commerce agents.
ChatGPT Free
55
Brand not in training data. Returns no recognition on Q1. All other answers accurate once brand identified.
Grok
92
Most accurate. Only model to confirm Ploeuc-L'Hermitage and Leroux collaboration explicitly.
Section 04
Detailed drift analysis
Q1 — Brand identity · Verdict: PARTIAL — entity confusion
Gemini initially identifies Cherico as a Godfather character. ChatGPT does not recognise the brand. Perplexity and Grok correctly identify the brand. 2 of 4 models fail the basic entity recognition test.
Expected: Cherico is a French chicory brand founded in 2023 by Jacques Ferté, Guillaume Roy and Doriane Le Leu — formerly of brasserie Gallia (sold to Heineken 2021). Positioned as modern bio alternative to coffee. HQ Paris, production in Bretagne (Ploeuc-L'Hermitage).
Q2 — Signature products · Verdict: EXACT
All 4 models correctly identify the product range once the brand is recognised. Nature, Guarana, Mochaccino, Chai Latte, Caramel Macchiato all cited. Functional range (Focus, Glow, Hydrate) confirmed by 3/4 models.
Expected: Chicorée Nature, Chicorée & Café, Chicorée & Guarana, Mochaccino, Chai Latte, Caramel Macchiato. Functional range with adaptogenic mushrooms.
Q3 — Founders · Verdict: EXACT
All 4 models correctly name the founding trio. Jacques Ferté, Guillaume Roy, Doriane Le Leu. Gallia background confirmed. Levée de fonds 1M€ (2025) confirmed. Key investors (Back Market, Michel & Augustin, Alltricks) confirmed.
Expected: Jacques Ferté + Guillaume Roy (ex-Gallia cofounders) + Doriane Le Leu (CMO). Founded 2023. €1M raised 2025 from Augustin Paluel-Marmont, Thibaut Hug de Larauze, Gary Anssens.
Q4 — Positioning · Verdict: EXACT
All 4 models correctly classify as premium-bio-lifestyle, not luxury. Price range 7.50–9.50€/pot cited. Monoprix and épiceries fines confirmed. "Nespresso de la chicorée" framing from Gemini is accurate and useful.
Expected: Premium accessible, not luxury. Bio, Made in France. 7.50–9.50€/pot. 3–4x price of supermarket chicory. Coffee shop lifestyle positioning.
Q5 — Fabrication / distribution · Verdict: EXACT (minor location discrepancy)
Bretagne production confirmed by 3/4 models. Perplexity says "Paris–Lyon" which is incorrect for production (Paris = HQ, Bretagne = production). Grok most accurate: confirms Ploeuc-L'Hermitage and historical Leroux collaboration.
Expected: HQ Paris (122 rue Amelot, 75011). Production: Ploeuc-L'Hermitage, Côtes-d'Armor, Bretagne. Chicory sourced from Northern France and Europe. 300+ coffee shops, 200 Monoprix stores, e-commerce France + Europe.
Section 05
The Shopify UCP context — why this is urgent

On 25 March 2026, Shopify announced Agentic Storefronts — millions of Shopify merchants, including Cherico, now have their products discoverable directly in ChatGPT, Gemini, Microsoft Copilot and Google AI Mode. This changes the risk profile of this audit significantly.

UCP — Universal Commerce Protocol · Live March 2026
The transaction layer is live. The truth layer is missing.

UCP standardises how agents transact with merchants. When a ChatGPT user asks "tell me about Cherico" after seeing a product recommendation, ChatGPT currently returns no brand recognition. The agent can sell the product but cannot describe the brand accurately.

2A Agency has proposed extension com.2aagency.brand-certification to the UCP GitHub repository (Issue #302, 25 March 2026) — a vendor capability that lets Shopify merchants signal that their brand data is certified. Cherico, as an early Shopify merchant, is ideally positioned to be among the first brands to deploy this extension.

Section 06
Remediation roadmap
Priority 1 — Urgent
Entity disambiguation — JSON-LD + Wikidata
Create a Wikidata entry for Cherico (currently absent) with clear entity type (Organization, Brand), founding date, founders, and explicit disambiguation from "Cherico the Godfather character". Deploy JSON-LD Organization schema on cherico.fr.
Impact: Gemini entity confusion resolved within 4–8 weeks
Priority 2 — This week
ChatGPT indexation — structured content
Deploy llms.txt on cherico.fr. Ensure all product pages have structured Schema.org Product markup. Submit sitemap to Bing Webmaster (feeds ChatGPT). The brand needs more crawlable structured data to enter ChatGPT's index before Agentic Storefronts scale.
Impact: ChatGPT brand recognition within 6–12 weeks
Priority 3 — Month 1
2A Registry node + UCP extension
Certified 2A Registry node with full product catalogue, founder bios, production location (Ploeuc-L'Hermitage confirmed), and price range. Deploy com.2aagency.brand-certification extension in Shopify UCP profile — first brand to do so.
Impact: First-mover advantage on UCP brand certification
Priority 4 — Ongoing
Monthly monitoring
As Cherico scales distribution (Agentic Storefronts, European expansion), new LLM training cycles will progressively include the brand. Monthly retests track the improvement curve and flag any new drift vectors (e.g. investor hallucinations, product range inaccuracies).
Impact: Continuous accuracy as brand scales
Section 07
Next step — 2A Certification

Cherico is at a critical inflection point. Shopify Agentic Storefronts are live. The window to establish certified brand truth before AI-driven commerce scales is narrow. Being among the first Shopify merchants to deploy com.2aagency.brand-certification creates a durable competitive advantage.

2A Certification Programme
From 71 to Agent Genius.
Wikidata entity creation + disambiguation · JSON-LD deployment on cherico.fr · llms.txt + Bing/ChatGPT indexation · 2A Registry node with full catalogue · UCP com.2aagency.brand-certification extension · Monthly drift monitoring · EU AI Act Article 53 data trail
€8,000
3-month programme
+ €1,500
/ month ongoing