FAQ
Frequently Asked Questions — AI Brand Governance- What is Technical Brand Engineering (TBE)?
- Technical Brand Engineering is the discipline that transforms brand identity into semantic data and technical systems interpretable by LLMs. Unlike traditional branding, TBE architects a vectorized Brand Knowledge Base, System Prompts and RAG pipelines to ensure ChatGPT, Claude and Perplexity faithfully render your brand — without hallucinations, without generalization.
- What is Generative Engine Optimization (GEO)?
- Generative Engine Optimization (GEO) is the set of techniques that optimize a brand's presence and perception in AI-generated answers. Unlike SEO which targets traditional search engines, GEO acts on LLMs (ChatGPT, Claude, Gemini) and answer engines (Perplexity, Google AI Overviews, SearchGPT) to ensure your brand is cited, correctly described and favorably positioned in generative synthesis.
- How does the Voktix Brand AI Audit work?
- The Brand AI Audit analyzes your brand's semantic persistence across major LLMs: Brand Knowledge Base structure, System Prompt coverage, RAG maturity and Global Brand AI Coherence™ Score. The diagnostic produces a dashboard with 4 sub-scores (GEO Readiness, LLM Brand Visibility, Persona Coherence, Agentic Navigation Readiness) and a prioritized action plan delivered within 24 hours.
- Why is a professional email required for the audit?
- The Voktix Brand AI Audit is exclusively intended for marketing, brand and digital decision-makers at companies. Consumer email domains (gmail.com, yahoo.com, hotmail.com, outlook.com) are automatically filtered to guarantee B2B support, brand score confidentiality and GDPR compliance of processed data.
- How do I prevent LLMs from inventing information about my brand?
- Brand hallucinations occur when LLMs lack structured data. The solution is Technical Brand Engineering: (1) build a vectorized Brand Knowledge Base of your guidelines, (2) engineer System Prompts that constrain AI behavior, (3) deploy a Brand RAG System that injects your brand DNA into every response. Without this architecture, LLMs fill gaps with generalizations.
- What is the difference between SEO and GEO?
- SEO (Search Engine Optimization) optimizes your ranking in search engine results pages (Google, Bing). GEO (Generative Engine Optimization) optimizes your presence in synthetic answers generated by LLMs. The fundamental difference: SEO manages links, GEO manages meaning. A B2B prospect reads a Perplexity synthesis, not a SERP. If you are not in that synthesis, you do not exist to them.
- What is a Brand Knowledge Base (BKB)?
- A Brand Knowledge Base (BKB) is a vectorized semantic graph that structures all brand assets: positioning, tone of voice, values, visual guidelines, messaging. Designed to be ingested by LLMs via retrieval augmented generation, the BKB ensures every autonomous agent or chatbot faithfully renders your brand. It is your brand's machine brain.
- How long does the online Brand AI Audit take?
- The interactive Brand AI Audit Voktix journey includes 4 steps and takes approximately 3 to 5 minutes. Results are immediate: a dashboard with the overall GEO maturity score and 4 detailed sub-scores. Full strategic recommendations and the prioritized action plan are sent by professional email within 24 hours.
- Who is Voktix for?
- Voktix works with marketing, brand, digital and innovation leaders at large organizations (CAC40, Fortune 500, FTSE 100, DAX) and scale-ups anticipating the shift to an AI-driven customer journey. Our clients are decision-makers actively preparing their brand governance strategy for LLMs and autonomous agents.
- What is Agentic Navigation and why is it critical for my brand?
- Agentic Navigation is the search mode where users delegate their query to an AI agent that synthesizes, compares and recommends. Your brand is no longer a link in a list: it is cited — or ignored — in a generated answer. If your brand data is not structured for Agentic Navigation, you are invisible. GEO and the Brand Knowledge Base are the keys to this new discoverability.