# Is Your Brand Visible in ChatGPT and Perplexity?

> DIY audit framework to check if AI search engines surface your brand, manual prompt tests, brand-mention checks, common reasons for invisibility.

URL: https://www.adam-seo.com/guide/brand-visibility-chatgpt-perplexity/
Last-Modified: 2026-05-08

<p>You know how standard organic traffic has started looking unpredictable on your analytics dashboards lately.</p>

<p>We have adapted to countless algorithm changes since Adam Yong founded Adam SEO in 2011.</p>

<p>This current transition toward generative search engines represents the most dramatic shift yet.</p>

<blockquote>
<p>By 2026, Malaysian searchers encounter Google AI Overviews on 40% to 60% of all commercial queries.</p>
</blockquote>

<p>Our team heavily focuses on making sure these AI systems recommend your brand first.</p>

<p>You must actively measure your brand visibility, ChatGPT, and Perplexity presence to survive.</p>

<p>Users searching for local services rarely scroll past that top generative box. They simply read the AI summary, extract the answer, and stop searching.</p>

## The DIY AI visibility audit

<p>We use this exact framework during the AEO/GEO audit phase of every retainer engagement.</p>

<p>This straightforward check your brand in AI search process takes about 60 minutes to complete.</p>

<p>Recent 2026 data shows that 73% of local business queries in Malaysia now trigger an AI response.</p>

### Checking your brand visibility, ChatGPT, and Perplexity status

<p>Our goal is to ensure you do not lose those high-intent customers to invisible competitors.</p>

<p>You will quickly see how language models interpret your digital footprint.</p>

<p>The test reveals exactly what information conversational engines extract about your business.</p>

## Step 1: Build your prompt set

<p>The first step requires you to pick 8-12 prompts that represent how buyers actually ask AI assistants for help in your category.</p>

<p>We always recommend using natural language questions instead of short, fragmented keywords.</p>

<p>A good prompt set covers the buyer journey from awareness to consideration to decision. Malaysian buying behaviour often includes specific location modifiers like "Klang Valley" or "near KL Sentral" that significantly change AI outputs.</p>

<p>Our specialists see dramatic variations in AI search visibility audit results when you add these local contexts.</p>

<p>Try structuring your test queries around these core formats:</p>

- **Direct discovery**: "best [your service] in [city]" (e.g. "best SEO agency in Kuala Lumpur")
- **Pain-led**: "how do I fix [problem]" (e.g. "how do I improve my product page rankings on Shopify")
- **Comparison**: "[your brand] vs [competitor]" or "alternatives to [competitor]"
- **Cost**: "how much does [service] cost in [country]" (e.g. "Harga [service] di Malaysia")
- **Methodology**: "how does [service] work" or "what is [framework]"

![Self-audit checklist: 8 prompt tests + signal scorecard](/images/content/self-audit-checklist-8-prompt-tests-plus-signal-sc.webp)

## Step 2: Test across all four major surfaces

<p>You must run each prompt through the main generative engines to get a complete picture.</p>

<p>We suggest opening a spreadsheet to document the exact responses across different platforms.</p>

<p>Perplexity usage among professional users in Malaysia grew an astonishing 340% through 2025. This rapid adoption makes it a critical testing ground for B2B and enterprise brands.</p>

<p>Our team also tests Google AI Overviews using local Malaysian IP addresses to ensure accuracy.</p>

<p>Run each prompt in the following environments:</p>

- **ChatGPT** (free tier and ChatGPT with browsing if you have Plus)
- **Perplexity** (default model and Pro variants)
- **Google Gemini** (free version and Advanced if available. Advanced now aggressively uses local map data)
- **Google AI Overviews** (search the prompt on Google.com.my, see if AI Overview triggers and check citations)

<p>Google expanded AI Overview sponsored ads to Malaysia in December 2025.</p>

<p>We advise clients to watch for competitors paying to appear directly above their organic AI citations.</p>

<p>Document the following details for each prompt and each surface:</p>

- **Cited**: was your brand cited at all?
- **Position**: was your brand cited first, second, or further down?
- **Context**: what were you cited for? Direct match? Tangential?
- **Competitors cited**: which competitor brands surfaced?
- **No-brand answer**: did the model give a generic answer without citing any brand?

## Step 3: Score signal strength

<p>After running the test, score your brand against five signals.</p>

<p>We use this exact rubric to determine why a specific company is missing from conversational results.</p>

<p>A brand missing three or more signals usually stays invisible to potential buyers. Strong local citations from directories like Yellow Pages Malaysia or SAYS provide necessary trust signals.</p>

<p>Our research shows businesses with comprehensive LocalBusiness schema are 3.8 times more likely to receive an AI recommendation.</p>

| Signal | Strong | Weak |
|--------|--------|------|
| Wikipedia article exists | Yes | No |
| Wikidata entry exists | Yes | No |
| Schema markup coverage | Comprehensive (FAQ, HowTo, Article, Organisation, LocalBusiness) | Basic or missing |
| Authoritative third-party mentions in last 6 months | 6+ | 0-1 |
| Question-led / FAQ-style content on site | Comprehensive | Some pages or none |

<p>A brand with all five strong signals usually gets cited consistently.</p>

![ChatGPT conversation showing brand citation vs invisibility](/images/content/chatgpt-conversation-screenshot-showing-brand-cita.webp)

## Common reasons for AI invisibility

<p>The most common patterns stand out clearly across hundreds of Malaysian brands.</p>

<p>We frequently find that excellent traditional SEO does not guarantee generative engine inclusion.</p>

<p>Outdated training data often holds companies back, particularly if they lack recent press coverage. Name, address, and phone number (NAP) inconsistencies across the web reduce an SME's AI visibility by up to 42%.</p>

<p>Our technical team regularly fixes these exact issues to restore digital prominence.</p>

<p>Review your setup for these specific pitfalls:</p>

- **No Wikipedia or Wikidata presence** for brands above their threshold for inclusion
- **Empty Organisation schema** (no `knowsAbout`, no `hasCredential`, no `sameAs` to LinkedIn/Crunchbase)
- **Thin third-party citation footprint**: brand has no industry publication coverage, no press, no podcast appearances
- **Content that competes with training data**: regurgitating Wikipedia-grade definitions instead of adding unique perspective
- **Missing FAQ and HowTo schema**: pages that should be citable answer-sources are not structured for citation extraction

## When to escalate to a full AEO audit

<p>If your DIY audit reveals systematic invisibility, a professional intervention becomes necessary.</p>

<p>We find that being cited in fewer than 30 percent of prompts across surfaces indicates deep structural issues.</p>

<p>DIY fixes get you partway, but a full AEO audit captures the rest of your potential traffic.</p>

### Turning brand visibility, ChatGPT, and Perplexity rankings into revenue

<p>Over 60.2% of Malaysian SMEs now use AI tools for marketing, yet very few optimise their own websites for AI discovery.</p>

<p>Our <a href="/aeo-geo/">AEO/GEO services</a> include comprehensive prompt testing across 30-50 prompts, full entity-completeness audits, schema gap analysis, and a quarterly scorecard.</p>

<p>Fixing these gaps often produces measurable referral traffic increases within 60 days. The underlying methodology is fully documented in <a href="/guide/what-is-aeo-geo/">AEO and GEO Explained</a>.</p>

<p>We also share actionable content techniques in <a href="/guide/optimize-content-for-ai-search/">How to Optimize Content for AI Search</a>.</p>

<p>Start your assessment today to secure your position in the new search landscape.</p>