VISIBLD — GEO Audit Platform Built by AI

What is VISIBLD?

VISIBLD is a GEO audit platform built by AI. It measures and improves how companies appear in AI-generated responses across the 8 major large language model platforms — ChatGPT, Perplexity, Claude, Gemini, Microsoft Copilot, Grok, DeepSeek, and Meta AI. VISIBLD produces a 0–100 GEO Score, maps 40 citation surfaces, tests 50 buyer prompts at 5 runs each, detects hallucinations, and delivers a phased 90-day roadmap.

Who is VISIBLD for?

VISIBLD serves B2B technology companies, B2C consumer brands, DTC and eCommerce businesses, and service organizations. The 5-pillar methodology is identical 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× the rate of organic search (Semrush, 2025). Only 3–4 brands are cited per LLM response (BrightEdge, 2025) — there is no page two in an AI answer. 80% of B2B deals are won by the vendor on the buyer's Day-1 shortlist (6sense, 2025) — a shortlist now assembled inside an LLM before the first vendor contact.

The 5-layer GEO Score

• Technical (25%) — ~90–100% measured. Schema (types + validity), meta/OG, canonical, hreflang, robots.txt AI-bot allow/block for ~17–21 named crawlers, sitemap, llms.txt, HTTPS, Core Web Vitals.
• Content (10%) — measured spine + expert quality. Page inventory, FAQ detection, question-shaped-heading ratio, first-200-words extraction, site-wide thin-page signals.
• Entity (20%) — measured + expert. JSON-LD graph, sameAs targets, NAP consistency, real existence checks against Wikidata, Wikipedia, Google Knowledge Graph.
• Distribution (20%) — partial measured + assisted. On-site Review/AggregateRating schema, sameAs→profile links, directory presence (most directories block bots → assisted), referring domains (needs API key).
• Authority (25%) — expert + human verification. Structured awards/credentials, authority synthesis, real-world credential verification (bar standing, licensure) — critical for YMYL.

Every score reports its measured-fraction — the percentage of hard-measured data vs. expert judgment. Scores reflect reality, not flattery.

The 8 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 organized in 8 tiers — entity anchors (Wikipedia, Wikidata, Crunchbase, LinkedIn), review (G2, Capterra, Gartner Peer Insights, TrustRadius, Trustpilot), technical/developer (GitHub, Stack Overflow, Hacker News, Hugging Face), press/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 vs. named competitors · citation source analysis (own-domain citation rate, source-type mix) · sentiment & narrative analysis · hallucination & 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 log provided) · evidence appendix with every raw request/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/Copilot via API (those stay assisted). No backlink/DA numbers without a real third-party key. No "are we in the training data" detection. No social follower counts. Where a number isn't real, VISIBLD shows "—" and tells you exactly how to obtain it.

Pricing

• Free GEO Score Check — $0. 60-second composite score with 5-pillar breakdown. No credit card required.
• Starter — $800. 4 LLMs, 20-prompt library, top 10 findings, 30-day action plan, 1 asset rewrite. 15–20 page PDF. Delivered in 1 hour.
• Professional — $2,000. 8 LLMs, 50 prompts, full 40-surface audit, 90-day roadmap, 3 asset rewrites, competitive AI Share of Voice vs. 5 competitors. 35–50 page PDF. Delivered in 1 hour. Most popular tier.
• Enterprise — $5,000. 10 competitors, 8 asset rewrites, measurement framework, executive briefing memo. 60–80 page PDF. Delivered in 1 hour.
• Monitoring Retainer — $2,500/month. Monthly 50-prompt × 8-LLM cadence, GEO Score tracking, hallucination monitoring, competitive SOV update, 2 asset rewrites monthly, quarterly re-audit, monthly CMO briefing memo.

Built by AI

VISIBLD was conceived, designed, and built using artificial intelligence as the primary development tool. Every audit is produced by AI — 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 × AirOps's 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). All audits are conducted and attributed under Jordan Neville, Senior Director Analyst at Gartner and founder of VISIBLD , lending analyst-grade rigor and accountability.

Key pages

• How It Works — the 8-phase forensic audit process delivered in 1 hour.
• What We Audit — 5 pillars, 8 LLMs, 40 citation surfaces.
• Pricing — Free Score Check, Starter, Professional, and Enterprise tiers.
• Sample Reports — anonymized client audit examples.
• Case Studies — anonymised before/after platform citation data measured weekly across 8 LLMs.
• Industries — VISIBLD audits for B2B SaaS, attorneys, financial advisors, coaches, plastic surgeons, recruiters, and more.
• About — methodology and how VISIBLD was built by AI.
• 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.
• Free Gap Report — 30-minute platform scan with a free decision-ready PDF.
• Free Prompt Test Kit — 25 buyer queries across 10 professions, no email required.
• ROI Calculator — see what one AI-referred client would mean for your practice.
• 2026 GEO Benchmark Report — 8-page research PDF on AI visibility across professions.
• Live Webinars · Replay Library · 30-Day Course
• Partners — agency, white-label, and client referral programs.