AI Reality Score
Does AI state your brand facts correctly? We check each platform’s claims about your company against ground truth, attribute by attribute, and flag every hallucination and stale fact.
The diagnostic phase of your AI Visibility Operating System, delivered as a board-ready brand intelligence report.
You'll hear back within one business day, from Alvin Koay or his deputy. The audit begins after a short qualification call.
For Malaysian enterprise consumer and B2B brands. See how AI currently describes your brand, and where you are absent from the answer.
Before a buyer reaches your site, ChatGPT, Gemini, Perplexity, and Google’s AI surfaces have already described your brand, recommended a category, and in many cases named a competitor. The audit measures exactly what they say, and where it costs you.
Two scores anchor the report.
Does AI state your brand facts correctly? We check each platform’s claims about your company against ground truth, attribute by attribute, and flag every hallucination and stale fact.
Does AI understand what makes you different, and surface you when it matters? Two parts: coverage, how much AI knows about you, and alignment, whether it describes you with your real differentiation or flattens you into a generic category label.
Your perception score across ChatGPT, Gemini, Perplexity, Google AI Overviews, and Google AI Mode, with your current AI mention rate as the baseline. Each platform is broken out by understanding, sentiment, confidence, and alignment, because each one tells a different story about your brand.
A per-platform accuracy read, plus an attribute-level verified-facts table: founding, headquarters, industry, audience, and the facts that carry weight in your category, each marked verified, weak, or conflicting on every platform. Includes the brand relationship map, the products, people, and associations AI has built around your brand, and where those are wrong or absent.
The description AI actually returns when asked about your brand: the identity, capabilities, and audience it recognises, set against the differentiators it fails to surface. This is the distance between what you are and what AI says you are.
The query clusters where AI already recommends you, and the highest-priority clusters where your brand is absent, ordered by commercial weight. Benchmarked side by side against your top three category rivals on mention rate, citation rate, and share of voice.
Every hallucination, missing signal, and distorted perception we found, each shown as what the model said against what is actually true. This is the working list your team and ours act on, item by item.
The report is structured to be presented at executive level, and closes with a one-slide summary for your CEO and CFO. You leave the briefing knowing what AI says about you today, what it costs, and the order in which to fix it.
Measurement across tracked category queries on ChatGPT, Gemini, Perplexity, Google AI Overviews, and Google AI Mode, via Growth.pro’s proprietary measurement infrastructure.
Qualifying Malaysian enterprise brands receive the audit complimentary. We typically begin within one week of the qualification call.
For the duration of our work together, we won't take on a direct competitor in your market.
The complimentary audit is for qualifying Malaysian enterprise consumer and B2B brands. If your brand is at or below the SME tier, we will point you to Malaysian agencies that serve that segment well.
Your brand name, category, and main competitors are enough to begin. The audit measures your public AI visibility across the five platforms, so it does not require access to your internal systems or analytics.
The audit takes approximately one week and begins after a short qualification call. You will hear back within one business day of your request.
A board-ready briefing in five parts: your AI mention rate baseline across ChatGPT, Gemini, Perplexity, Google AI Overviews, and Google AI Mode; a competitive benchmark against your top three rivals; your five highest-priority absent query clusters; a 90-day action roadmap aligned to the PAVA framework; and a one-slide summary for your CEO and CFO.
The audit is complimentary for qualifying brands. If there is a fit, paid engagement begins with a fixed-fee PAVA Diagnostic, and retainers start from RM 10,000 per month, month-to-month with no locked-in contract. See Engagements for the current structure.
If the audit shows a fit, engagement begins with a fixed-fee PAVA Diagnostic, followed by a retainer that operates the PAVA framework continuously, with board-ready measurement throughout.
Information you share is used only to prepare and discuss your audit. Client results are anonymised in public materials pending naming permission.
Results vary by starting position and category. As an observed pattern, engagements have moved brands from near-zero baselines to high AI mention and citation rates within 90 days. See our case studies for documented outcomes.
Not ready for an audit? Start with the guide. Read the guide