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.
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
Not through fake reviews or artificial hype. We provide the verifiable, structured ground truth that modern retrieval engines and language models look for.
Evaluate Grounding & Hallucination Risk
We systematically query leading frontier models (ChatGPT, Claude, Perplexity, Gemini) with natural language customer queries to test whether your brand is accurately recognized, confused with competitors, or omitted entirely.
Authoritative Third-Party Ground Truth
Because AI crawlers and RAG systems rely heavily on independent, verified web citations, we construct structured, Schema-compliant brand dossiers and publish useful, factual content across reputable sector registries and independent media.
Continuous Verification & Citation Tracking
AI model weights and search retrieval indexes update continually. We run automated recurring prompt sweeps to measure how citations propagate, how factual accuracy improves, and when your brand surfaces in buyer queries.
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.
We strictly separate what was published across the network from what AI models actually detected and verified. Paid placements are never presented as independent editorial endorsements.
Every publication within the Distributed Brand Visibility Network clearly distinguishes between independent editorial reporting, sponsored profiles, and client-commissioned data points.
AI models ingest and cross-reference facts across multiple vectors. We verify business registrations, craft certifications, and real-world specs before drafting entity records.
If an AI model misidentifies your products or confuses your brand with a competitor, we report that finding objectively with the exact prompt trace and evidence.
Modern AI search engines (like ChatGPT Search, Perplexity, and Gemini) and frontier LLMs use Retrieval-Augmented Generation (RAG). When answering "Who makes handcrafted leather goods in Austin?", they crawl and cross-reference structured web citations. Businesses living only on Instagram or physical stores lack indexed, machine-readable facts and are frequently excluded or hallucinated.
No. Our entire model is designed for brands that operate through social media, physical storefronts, trade markets, or messaging channels. We build the verified, decentralized third-party web presence so AI engines can confirm your facts without needing your own domain.
No, and any service claiming to guarantee AI placement is misleading you. Large language models operate probabilistically. What we do guarantee is accurate entity recognition, elimination of competitor confusion, Schema-compliant ground truth, and rigorous reporting on verified citations.
It is our network of independent, topic-focused publishing hubs and trade directories. We publish verifiable, educational, and profile content across these independent domains to give AI crawlers the authoritative third-party consensus they require.
Search-grounded models (Perplexity, ChatGPT Search) index new third-party citations within days to weeks. Base frontier models reflect verified knowledge graphs on their subsequent training and fine-tuning cycles.
Stop losing potential customers to competitor hallucinations. Request an initial AI Detection Audit for your brand today.