VISIBLD · AI Visibility Intelligence

VISIBLD: AI Visibility Practice & GEO Strategy

VISIBLD is an AI visibility practice and a GEO strategy and management company. The instrument measures how visible, citable, and trusted a company is to the six AI platforms its buyers use (ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI Overviews), names every cause of invisibility, and does the work to fix it. Free 60-second GEO Score Check. GEO Audit $500, delivered in 24 hours. Founded by Jordan Neville. Location: Everywhere.

What is VISIBLD?

VISIBLD is an AI visibility practice and a GEO strategy and management company. The instrument measures how visible, citable, and trusted a company is to the six AI platforms its buyers use (ChatGPT, Claude, Gemini, Perplexity, Grok, and Google AI Overviews). Microsoft Copilot is captured by a documented assisted protocol; DeepSeek is tested as training memory. VISIBLD produces a 0 to 100 GEO Score across five layers, names every cause of invisibility, and delivers a prioritized 90-day roadmap.

Who is VISIBLD for?

VISIBLD serves B2B technology companies, B2C consumer brands, DTC and eCommerce businesses, and service organizations. The 5-layer methodology is the same across segments. Only the prompt library, competitor set, and surface weighting change.

Why does AI visibility matter?

94% of B2B buyers use AI during software evaluation (6sense, 2025, n=3,986). 68% of consumers use AI to research products before purchase (McKinsey, 2026). AI-referred sessions convert at 4.4 times the rate of organic search (Semrush, 2025). Only 3 to 4 brands are cited per LLM answer (BrightEdge, 2025), and there is no page two. 80% of B2B deals go to a vendor on the buyer's day-one shortlist (6sense, 2025), a shortlist now assembled inside an LLM before the first vendor contact.

The 5-layer GEO Score

  • Technical (20%) : mostly measured. Schema types and validity, meta, Open Graph and Twitter tags, canonical, hreflang, robots.txt AI-crawler rules, sitemap, llms.txt, HTTPS.
  • Content (21%) : measured plus expert. Answer-first structure, passage extractability, statistical density, FAQ and question-style H2s, content depth and word count.
  • Entity (17%) : measured plus expert. JSON-LD entity graph, sameAs targets, NAP consistency, existence checks against Wikipedia, Wikidata, and the Google Knowledge Graph.
  • Distribution (17%) : partly measured, partly assisted. Segment-appropriate citation surfaces (G2, Clutch, Trustpilot, Yelp), review-platform depth, Reddit and community mentions, LinkedIn, YouTube, press.
  • Authority (25%) : expert plus human verification. Domain age, brand mention density, analyst and trade-press recognition, named customer proof, competitor AI Share of Voice.

Every score reports its measured fraction: the share of hard data versus expert judgment.

The platforms VISIBLD tests (with provenance)

Grounded (live, logged): ChatGPT, Perplexity, Claude, Gemini, Grok. Training memory only (flagged): DeepSeek. Assisted capture (documented manual protocol, no public API): Google AI Overviews, Microsoft Copilot. VISIBLD never blends grounded and ungrounded results.

Distribution sub-detail: 40 citation surfaces

Within the Distribution layer, VISIBLD maps presence across 40 surfaces in 8 tiers: entity anchors (Wikipedia, Wikidata, Crunchbase, LinkedIn), review (G2, Capterra, TrustRadius, Software Advice, Trustpilot), technical and developer (GitHub, Stack Overflow, Hacker News, Hugging Face), press and wire, community (Reddit, Quora, Product Hunt), ecosystem directories, firmographic databases, content distribution.

What every audit returns

Live prompt matrix (4-stage buyer-journey battery) · AI Share of Voice against named competitors · citation source analysis (own-domain citation rate, source-type mix) · sentiment and narrative analysis · hallucination and brand-safety scan against a verified fact sheet · grounded-vs-ungrounded finding · per-layer scores with printed derivations · server-log AI-bot crawl analysis (if a log is provided) · evidence appendix with every raw request and response.

The Fix Kit (every audit)

Prioritized 30/60/90-day roadmap · ready-to-deploy JSON-LD schema blocks · a complete llms.txt written for the brand · content rewrites (entity-anchored opening, question-led FAQ, meta descriptions, first-200-words guidance) · entity-consolidation plan · ROI framing · developer-ready implementation spec.

What VISIBLD does NOT claim

No invented AI-search rankings or query volumes. No live AI Overviews or Copilot via API (those stay assisted). No backlink or domain-authority numbers without a real third-party key. No "are we in the training data" detection. No social follower counts. Where a number is not real, VISIBLD shows a dash and tells you how to obtain it.

Pricing

  • Free GEO Score Check: $0. 60-second composite score with 5-layer breakdown. No credit card required.
  • GEO Audit: $500. 8 LLMs, 50 prompts, full 40-surface audit, 90-day roadmap, 3 asset rewrites, competitive AI Share of Voice against 5 competitors. 35 to 50 page PDF. Delivered in 24 hours.
  • GEO Strategy & Management: $2,500/month. Month-to-month, cancel anytime. Monthly 50-prompt run across 8 LLMs, GEO Score tracking, hallucination monitoring, competitive SOV update, 2 asset rewrites monthly, quarterly re-audit, monthly CMO briefing memo.
  • GEO Strategy & Management Pro: $5,000/month. Month-to-month, cancel anytime. Everything in Strategy plus weekly prompt runs, 5 asset rewrites monthly, dedicated strategy calls, competitor intelligence expansion, custom prompt library.

Methodology

VISIBLD audits are grounded in peer-reviewed GEO research from Princeton University, Georgia Tech, and the Allen Institute for AI (arXiv:2311.09735), Yext's analysis of 17.2 million ChatGPT citations (Wikipedia = 47.9%), Foundation and AirOps' 57-million-citation analysis (Reddit = 46.7% of Perplexity B2B citations), and SEranking's 30,000 commercial keyword analysis (review platforms = 34.5% of Google AI Overviews queries). VISIBLD was founded by Jordan Neville , who reviews the judgment calls a tool cannot make alone.

Key pages

  • How It Works : the 8-phase forensic audit process delivered in 24 hours.
  • What We Audit : 5 layers, 8 LLMs, 40 citation surfaces.
  • Pricing : Free Score Check, GEO Audit, and Strategy retainers.
  • Sample Reports : anonymized client audit examples.
  • Case Studies : anonymized before and after citation data across 8 LLMs.
  • Industries : VISIBLD audits for B2B SaaS, attorneys, financial advisors, coaches, plastic surgeons, recruiters, and more.
  • About : methodology and how VISIBLD works.
  • FAQ : frequently asked questions about GEO and VISIBLD audits.
  • Blog : GEO strategy, platform playbooks, and 2026 benchmark research.
  • Free GEO Score Check : 60-second audit, no credit card required.
  • ROI Calculator : see what one AI-referred client would mean for your practice.
  • Partners : agency, white-label, and client referral programs.