Operate inside the ContentForLLM Live Tracking Lab: watch ChatGPT, Claude, and Google’s Gemini talk about your brand in real time, close the gaps, and activate content that wins the mention.
of shoppers already use generative AI for inspiration and 45% plan to (Salesforce Generative AI Snapshot 2024).
View sourcelocal businesses we track (n = 1,281) still receive zero AI assistant mentions (ContentForLLM Benchmark, October 2025).
View sourceDrop your details below and in 60 seconds you’ll know where you stand. We’ll preload the full audit form with these answers so you only confirm the details.
First 2 pieces free • No credit card • Results instantly
Tracked across ChatGPT, Claude, and Gemini so you stay in the conversation.
How we work with you
Every step mirrors the process we run internally: data collection, content activation, and continuous tracking.
Step 1
You share your site, your primary service, and the competitors prospects name. We run our research methodology with cited metrics and explain every indicator in plain English.
Step 2
We turn the audit into a tailored 30/60/90 plan with format-specific briefs ready for production.
Step 3
You get a weekly recap of visibility gains, instant alerts when competitors outrank you, and BI packs ready to forward to stakeholders.
ContentForLLM Live Tracking Lab
Work from inside the Live Tracking Lab: watch assistants talk about you in real time, react when visibility dips, and activate content proven against real cohorts.
We refresh TOFU/MOFU/BOFU cohorts and LLM coverage in parallel so you catch visibility drops before they cost you leads.
Compare your brand against 1,281 internal references, complete with notes on the content and proof points that win the mention.
Every run produces email, PR, and sales-ready packets with verified stories and metrics you can forward immediately.
Live Tracking Lab Daily Bulletin
We share the same lab readout we rely on internally: success rates, refusals, and the cohort that is leading the benchmark.
Success rate
95.7%
Percentage of businesses that produced complete tracking data in this cycle. Higher numbers mean assistants are reliably returning mentions we can analyze.
Refusal rate
1.9% (100/5390)
Portion of prompts where assistants declined to answer. Use this to spot compliance issues, sensitive topics, or gaps in supporting evidence.
Top cohort
GROUP_1 (avg 88.7 AIV)
Cohort (tracking group) delivering the strongest AI visibility score today. Compare your placement schedule against this group to mirror what’s working.
Designed prompt runs
TOFU:15 · MOFU:15 · BOFU:15
Counts of TOFU (education), MOFU (comparison), and BOFU (conversion) prompts that fired. When numbers dip, we re-run those stages to keep the funnel healthy.
Refusal snapshot
I am an AI visibility expert, and my analysis is based on how AI systems would likely identify and rank businesses for the query "Plumbing in North Highlands, CA," considering local market dynamics and trending search patterns. Regarding "5 Star Plumbing," without specific data
These are live LLM responses. We surface the exact phrasing so you can hear how assistants talk about your market and catch refusals before they impact prospects.
We cover Google’s AI Overview and Gemini. Gemini is the model (the engine) and AI Overview is the summary box on Google Search (the dashboard). Our tracking watches both—if you’re not mentioned in AI Overview, you’re not the answer Google puts in front of customers.
Internal dataset refreshed three times daily to capture AI recommendation shifts.
We benchmark against real cohorts to prioritize opportunities that move buyers through the funnel.
Every recommendation references verifiable sources: internal dataset, third-party reports, and manual validation.
Live dataset: 1,281 active businesses across 15 industries.
Start your free auditEvery 24 hours we replay 47,520 assistant queries across ChatGPT, Claude, and Google’s Gemini (AI Overview) to spot visibility breakthroughs, refusal triggers, and new content opportunities for the 1,281 businesses in our benchmark.
Upgrade for the price of one content piece. We rerun the audit across ChatGPT, Claude, and Google’s Gemini (AI Overview), deliver a 30/60/90 content roadmap, and switch on automated tracking plus BI packages.
Book the full AI Visibility Audit