D2C Brands & Artisanal Makers
Instagram, Etsy, local studios
- Failure mode
- Entity omission in conversational shopping assistants.
- Grounding response
- Structured craft guild and product lineage registry.
Many brands operate successfully through social channels, marketplaces, and physical presence without an official website. We help AI systems detect, verify, and accurately describe you.
Not through fake reviews or artificial hype. We provide the verifiable, structured ground truth that modern retrieval engines and language models look for.
Different operating models create different discovery failures. We map the evidence your category already produces into a durable, verifiable signal for language models.
Instagram, Etsy, local studios
Contract and referral-based operators
Messaging channels, Substack, Discord
Test real-world scenarios to see how LLMs respond when a brand lacks an official website, versus after establishing a distributed verification network.
We run live entity disambiguation tests against Claude, ChatGPT, and Perplexity.
Unlike traditional agencies that sell black-box SEO promises, we believe the AI internet demands rigorous, honest ground truth. We never manufacture popularity or promise artificial endorsements.
Stop losing potential customers to competitor hallucinations. Request an initial AI Detection Audit for your brand today.