Your Competitors Are in the
AI Answer. You're Not.
AI Visibility Diagnostic for B2B Companies Missing from ChatGPT, Perplexity, and Google AI Overviews
See exactly why · in 48 hours.
You receive a written diagnostic. Whether you are cited across ChatGPT, Perplexity, and Google AI Overviews for your category. The Algorithmic Authority Stack layer breaking first. The structural reason it is breaking. The closest competitor AI cites in your slot, named. Plus an optional 20-minute review call within 30 days.
5 buyer-intent queries · 3 AI platforms · 15 sessions · scored against all 7 Stack layers
Based on 50+ B2B companies audited across 3 AI platforms
See Exactly What's Broken · $497No call required. 48-hour written delivery. Optional 20-min review call included.
You are not losing deals.
You are never entering them.
The buyer asked AI for a shortlist. Your competitors were on it. You were not. The RFP went to them. You never knew the deal existed.
Bad SEO shows you the gap. You can see where you rank. AI invisibility is silent. The pipeline thins. Inbound slows. You optimize harder. Nothing moves.
Most B2B companies spend $20K to $100K on content before discovering the problem is not content. It is structure. The Snapshot finds the structural failure in 48 hours for $497.
A 6 to 8 page written diagnostic. Five sections.
Concise. Decisive. Every claim tied to a publicly visible signal.
One sentence diagnosis. The Stack layer breaking first, named. The structural pattern identified. The commercial consequence in plain language.
Five buyer-intent queries run across ChatGPT, Perplexity, and Google AI Overviews. Written summary of what AI returned per platform. Cited domains noted. Closest competitor in your slot named.
The named layer breaking first. The structural cause observed across your surfaces. What "fixed" looks like in plain language. The destination, described before the route.
One competitor AI is consistently citing in your slot. What they do structurally at the named layer that you do not. The gap sits in the structure rather than the effort.
Three paths forward. DIY (with a realistic timeline). The Audit ($4,500). Audit + Implementation ($16,500). Snapshot fee credits toward whichever you choose within 30 days.
External surfaces only. No internal data access required.
The Snapshot operates entirely on publicly accessible signals. No credentials required. Nothing to grant. You purchase, fill out a two-field intake, and receive the diagnostic in 48 hours. If your symptom requires internal data review to diagnose properly, the Snapshot says so and routes you to the Audit.
What the Snapshot tests
- Your homepage, About page, LinkedIn company page
- Primary directory listing (G2, Capterra, Crunchbase, or industry)
- Recent press mentions and earned media
- 5 buyer-intent queries across 3 AI platforms (15 sessions total)
- Schema markup presence on the surfaces examined
- All 7 Stack layers scored, one named as the upstream break
What requires the full Audit
- Google Search Console data
- Bing Webmaster Tools data
- Google Analytics 4 data
- Cross-platform Share of Model measurement (80-prompt baseline)
- Implementation specifications
- 90-day priority sequencing
20-minute review call. Within 30 days of delivery.
If you want to talk through the diagnostic, schedule a call within 30 days of receiving the report. Three blocks: walk through the verdict, ask questions about the named pattern, discuss whether DIY or the Audit is the right next step.
Some buyers prefer to read and decide. Some prefer to talk through the diagnostic. Either path works. The call is included, not required.
Most companies guess wrong about why AI cannot find them.
They start with tactics. More content. More schema. More backlinks. More AI search optimization. None of it works because the foundation underneath is broken.
Tactics applied to a broken foundation make the problem worse. Every new piece of content amplifies the wrong signal. Every backlink reinforces the misclassification. Every schema fix attaches to the wrong identity.
The Snapshot scores your external surfaces against the full Algorithmic Authority Stack and names the upstream layer breaking first. Pattern matching against 50+ B2B companies audited tells me which layer is producing the failure for your specific symptom profile. The most common DIY failure mode is fixing what looks broken (often content at Layer 4) while the actual break sits upstream (often identity at Layer 1). The Snapshot names the right starting point.
Click any layer to read the diagnostic guide.
Different companies. Different broken chains.
Anonymized examples. Each diagnostic found a different upstream cause.
How AI treats your entire industry. Vertical by vertical.
The case studies show single companies. The industry snapshots show the citation patterns across a whole vertical: who AI shortlists, who it ignores, and the structural reason. Four industries published in Wave 2, with category absence running from 73% to 86%.
Want your industry prioritized? Apply for the next industry snapshot →
Three structural failures show up most often.
The Snapshot scores all seven layers. Most companies have at least one of these as the primary break.
The Snapshot identifies which of these is breaking your classification and what to fix first.
You already suspect something is wrong.
This confirms exactly what it is.
Founders and CEOs
Your buyers are using AI to research vendors. Your competitors show up. You do not. Before you commission another strategy built on the wrong foundation, find out what is actually broken.
CMOs and Marketing Leaders
You are publishing. You are building backlinks. AI still cannot explain what your company does. The break is structural, and it sits underneath the effort. The Snapshot names the layer that is broken.
Fractional CMOs and Agencies
Your clients are asking why AI is not naming them. The Snapshot gives you a diagnostic to inform the structural work your team executes. White-label and co-branded options available →
Founders building personal authority
Your name is the brand. AI is not naming you when buyers ask for experts in your domain. The Snapshot runs on a founder entity the same way it runs on a company, and you select the track at intake.
Deliver this diagnostic under your brand.
Your clients are asking why ChatGPT is not naming them. The Algorithmic Authority Partner Network lets you sell the Snapshot, the Audit, and Implementation fully white-label. Maria's team delivers 100% of the work, and the diagnostic tells you which of your own services each client needs first. Founding partner terms are open now.
See the founding partner program →Every piece of content you publish before fixing this amplifies the wrong signal.
Identity must be stable before content compounds. If your identity is fragmented, every new post, page, and press mention reinforces the misclassification. You are not just invisible. You are actively making it worse.
The Parametric Memory window for entity reclassification runs 6 to 18 months. Every month the wrong identity stays in the AI corpus is a month closer to lock-in. The Snapshot stops that clock.
$497 costs less than one month of content production. It costs less than one PR placement. It costs far less than a quarter spent publishing against the wrong category.
If the named layer is not the actual upstream cause, I run the full Audit at no cost.
The structural commitment, in writing.
The Tier 1/2/3 confidence system in the report tells you where my confidence is high and where additional data would sharpen the diagnosis. Tier 3 findings are explicitly flagged as "internal data review required."
If you ship the recommended fix and see no measurable structural improvement at 90 days, I run a follow-up Audit at no additional cost to identify what was missed. This is written into how the engagement works.
If the Snapshot finds no material structural visibility issue, the report says so. You will not be routed into an Audit you do not need.
The commitment covers structural changes that survive model updates. AI platforms incorporate structural changes on their own cadence. The diagnosis is what I control.
Direct answers. No marketing softening.
The version of the conversation that would happen if we were already on a call together.
Why $497 when I can run ChatGPT prompts myself?
You can. Most buyers do. 90% of the people who hire me came after running prompts themselves. They missed one or two upstream pieces that blocked them for months, or focused on tactics like live retrieval and the next model update erased their progress. The fee buys the diagnosis. The prompts are 1% of the work. The other 99% is naming which Stack layer is producing the failure and which fix sequence will move the needle. Pattern matching across 50+ B2B companies audited is what tells me Layer 1 is breaking before Layer 4, even when the symptoms look like Layer 4.
Is this an SEO audit?
No. SEO audits look at how Google ranks pages. The Snapshot looks at how AI systems classify, retrieve, and cite companies. SEO fundamentals correlate with AI visibility. Keyword and link-building tactics do not. If you want a comprehensive SEO audit, Conductor or BrightEdge is the right tool. If you want to know why AI is not naming you, the Snapshot is the right entry point.
What if your diagnosis is wrong?
It happens. The Tier 1/2/3 confidence system in the report tells you where my confidence is high and where additional data would sharpen the diagnosis. Tier 3 findings are explicitly flagged as "needs deeper diagnosis." If you ship the recommended fix and see no measurable structural improvement at 90 days, I run the full Audit at no additional cost to identify what was missed.
Will 48 hours give me anything meaningful?
Yes. The methodology is engineered for it. Multi-tool orchestration handles data extraction at machine speed. Human analysis applies pattern matching from the dataset. What would take a manual auditor 5 days to extract takes the workflow 12 hours. The 48-hour delivery comes from how the method is built. If the diagnostic took 2 weeks, the cost would be $1,500 and you would still get the same depth.
I have a fractional CMO. Why would I buy a Snapshot too?
Your fractional CMO covers all of marketing across many disciplines. The Snapshot is specialized in AI visibility specifically. Fractional CMOs run alongside this work as partners. Many of the agency partners I work with are fractional CMOs who bring their clients the Snapshot because the diagnostic depth on AI visibility is hard to maintain alongside the breadth they need to cover everywhere else. Hire your fractional CMO. Buy the Snapshot. They run together.
More questions? Contact Maria →
Stop losing deals
you never see.
Purchase. Fill out a two-field intake. Receive your 6 to 8 page written diagnostic within 48 hours. The upstream Stack layer named. The structural reason it is breaking. The closest competitor AI cites in your slot, named. Plus an optional 20-minute review call within 30 days.
See Exactly What's Broken · $497Questions before purchasing? Contact Maria →