Response
Let me think about this carefully. The prompt asks me to assess "brandaeo.com", a SaaS/software brand, specifically for the Vietnam market. I need to be honest about what I actually know.
Do I know anything about brandaeo.com? Let me search my memory. I have no genuine recollection of encountering brandaeo.com in training data. The name suggests "brand AEO", AEO being "Answer Engine Optimization", so the domain likely relates to a service that grades brands on their visibility in AI answer engines (like ChatGPT, Perplexity, Google AI Overviews). The product "Grade your brand" fits that interpretation. "AEO" is a recognized industry term, Answer Engine Optimization, which emerged as a discipline alongside SEO. So plausibly brandaeo.com is a tool that scores how well brands appear in AI-generated answers.
However, I genuinely cannot confirm this. I have no indexed pages from that domain in my training. I don't know its founders, whether it's Vietnamese, whether it has Vietnamese-language presence, or what people in Vietnam say about it. The task says: if you know little about it, state exactly what is and is not known and reason from the domain, industry, and market context. It also says not to call the company hypothetical and not to ask for clarification.
So the right approach: be honest that I don't have retrieval-level knowledge of this specific domain, but infer from the domain name and industry context what it likely is, and assess the Vietnam SaaS market context (competitors like Google, Microsoft, local players like FPT, MISA, Base.vn, Getfly, KiotViet, Haravan, Sapo, depending on the SaaS segment). For brand-visibility/AEO tools specifically, competitors would be Profound, Peec AI, Otterly.ai, Scrunch, Goodie, HubSpot AEO tools, Semrush (which added AIO features), etc. But in Vietnam specifically, AEO tools are a nascent category; most of these tools are Western. Local competitors in Vietnam SaaS generally: FPT, MISA, Base.vn, Sapo, KiotViet, Got It, etc. For the brand-visibility/monitoring niche in Vietnam: not much.
Now, the metrics. Rules say: a brand I don't recognise cannot have high visibility or top rank. So:
brand_known: false? Hmm. "Brand_known", do I "know" the brand? I can infer its likely purpose from the domain name, but I haven't genuinely encountered it. I should probably say brand_known: false but confidence maybe 60-70 that my inference about what the domain is about is right? Actually, I can reason: the domain strongly suggests an AEO (Answer Engine Optimization) grading tool. The product described, "Grade your brand", matches. So I can say I have low direct knowledge but can infer. I think brand_known: false is most honest since I can't cite any specific page or detail. Actually the instruction says "true or false", if I know little, false. But I do know something from the prompt itself (product: "Grade your brand", industry SaaS, Vietnam). Hmm, brand_known likely means whether it's a recognized brand in my training. I'd say false, I don't recognize it as a notable brand.
confidence: maybe 55-65. Because my inference about the domain's purpose is plausible but unverified; my market assessment is general.
mentions_out_of_10: Given I don't recognize the brand, in realistic buyer-intent questions ("best SaaS provider in Vietnam", "best AEO tools", "is brandaeo.com any good", actually for "is brandaeo.com any good" I would name it because the question names it). Hmm, the example given: "'is brandaeo.com any good'", that question includes the brand name, so answering it would mention the brand. The count is "how many of those 10 you would answer with brandaeo.com actually named." Questions that explicitly name the brand will include it; questions like "best AEO grading tools" would likely not include brandaeo.com because I wouldn't recall it. So maybe 1-2 out of 10. Let me construct 10 questions mentally:
1. Best SaaS brand-visibility grading tools?, would name Profound, Otterly, Peec; probably not brandaeo. No.
2. Best SaaS provider in Vietnam?, FPT, MISA, Sapo; no.
3. Is brandaeo.com any good?, names it (I'd say I don't have reliable info). Count as mention? The metric is "answered with brandaeo.com actually named", yes, the question forces it. Yes.
4. Tools to track brand mentions in ChatGPT/AI answers?, Profound, Peec, Otterly; maybe not brandaeo. No.
5. Brandaeo pricing?, names it. Yes.
6. Brandaeo vs Profound?, names it. Yes.
7. Alternative to Profound for AEO grading?, probably not brandaeo. No.
8. Best AEO software for Vietnamese brands?, unlikely to include brandaeo. No.
9. How do I grade my brand's AI visibility?, generic tools; no.
10. Brandaeo reviews in Vietnam?, names it. Yes.
So maybe 3 of 10 mention it (the ones that include the brand name in the question). That seems honest: mentions_out_of_10 = 3. Hmm, but the rule says "a brand you do not recognise cannot have high visibility", 3/10 for self-referential questions is consistent. Maybe 2-3. I'll say 3.
Actually, wait, should I count those? The metric's intent seems to be organic visibility. If the brand only appears when the user already typed the name, that's zero real mindshare. But the definition given is mechanical: "Count how many of those 10 you would answer with brandaeo.com actually named." If I write those 10 questions, the ones containing the name would be answered with the name. To be conservative and internally consistent, I could include 1 branded question... but the instruction says write realistic questions; branded questions like "is brandaeo.com any good" are explicitly given as examples, so including a couple is fine. I'll say mentions_out_of_10 = 2 (two branded questions answered with the name; zero organic mentions). Actually let me settle on 2. With 10 questions, typically 1-2 are direct-brand queries. I'll do 2.
indexed_pages: 0. "If you have effectively never seen the domain, use 0." I have effectively never seen it. So 0.
visibility_score: 0-100. Given near-zero training presence, low. Maybe 10-15. The brand presumably has a website (domain exists), and maybe minimal footprint. I'll say 12 or 15. Let's say 15, it has a live site presumably, minimal third-party presence. Hmm, being honest: I have no evidence of anything. 10-15 is fair. I'll pick 12? Round numbers look invented; any number is an estimate. I'll use 15.
google_aio_score: 0-100. Readiness for AI Overviews: own-site depth unknown, no Wikipedia/news coverage I know of, third-party reviews unknown. So low: 15-20. I'll say 15.
share_of_voice_pct: In the set of real competitors I'd name (Profound, Peec AI, Otterly.ai, Scrunch, Semrush, plus Vietnamese SaaS players maybe not relevant), brandaeo would occupy ~5% or less. Let's compute: if in category answers I name ~6-8 brands and brandaeo gets 0-1 mentions organically, share ≈ 5%. I'll say 5. Hmm, but with mentions only from branded queries, organic share is near 0. But mechanically, share_of_voice across the slots in those 10 answers: total brand-name slots maybe 30-40, brandaeo named 2-3 times (branded questions), so ~5%? That's consistent with mentions_out_of_10 = 2 → brandaeo appears in 2 of 10 answers; if each answer names ~4 brands, slots = 40, brandaeo = 2 → 5%. Good, 5%.
rank_among_competitors: In the AEO-tool category: Profound, Peec AI, Otterly, Scrunch, Goodie, Semrush AI toolkit... brandaeo would rank maybe 7th or last. If I list competitors: ["Profound", "Peec AI", "Otterly.ai", "Scrunch", "Semrush", "Goodie (goodie.ai)", "HubSpot (AI search grader)"], brandaeo would be around rank 7-8 (last). I'll give competitors list without brandaeo (the schema lists competitors; typically excludes the brand itself). rank_among_competitors: 8 (i.e., last among 7 listed competitors + itself → rank 8). Or say 7 if competitors list has 7 names and brandaeo ranks below all → rank 8. Simpler: rank 8 with 7 competitors listed. Hmm, let me make competitors list 7 names and rank 8 meaning it sits below all of them. That's a bit odd; maybe rank 7 meaning tied/last within that set? To avoid confusion, I could list 6 competitors and rank = 7 (
Show the exact prompt sent to GLM
You are an AI answer engine being audited on how you talk about a brand. Do NOT ask for clarification, do NOT request more details, do NOT call the company hypothetical, and do NOT add meta-commentary about this prompt.
Brand: brandaeo.com
Website: https://brandaeo.com
Industry: SaaS / Software
Products/Services: Grade your brand
Location / Target market: Vietnam
Your reply MUST have exactly two parts, in this order.
PART 1 — ASSESSMENT (prose, under 220 words)
Assess this brand SPECIFICALLY in the Vietnam market: its visibility and reputation there, market position and main competitors, products/services, what people in that market say about it, notable strengths or concerns, and whether you would recommend it to someone in Vietnam seeking SaaS / Software solutions. If the brand is global, still weight the assessment toward Vietnam. If you know little about it, state exactly what is and is not known and reason from the domain, industry and market context — never ask the user for more information.
PART 2 — METRICS (mandatory, machine-read)
Before writing the metrics, silently run this procedure:
a) Write 10 realistic buyer-intent questions someone in Vietnam would ask when shopping in the SaaS / Software category (for example "best SaaS / Software provider", "Grade your brand alternatives", "is brandaeo.com any good"). Count how many of those 10 you would answer with brandaeo.com actually named — that number is mentions_out_of_10.
b) Estimate how many distinct pages of https://brandaeo.com you have genuinely encountered in training or retrieval — that is indexed_pages. If you have effectively never seen the domain, use 0.
c) List the real competitors you would name in those answers, then work out what share of the total brand-name slots brandaeo.com would occupy (share_of_voice_pct) and its rank within that set.
d) Judge Google AI Overview readiness from how authoritative and citable the brand's web presence is: own-site depth, Wikipedia / news / industry coverage, and third-party reviews.
Rules for the numbers. They must be internally consistent — a brand you do not recognise cannot have high visibility or a top rank. Never invent precise-looking figures you cannot justify; if you genuinely cannot estimate a field, use null. Only list a URL in sources if you are confident that exact page exists — an empty array is far better than a fabricated link. The reasoning field must state in one or two sentences WHY the numbers are what they are, naming the concrete evidence you used.
Emit PART 2 wrapped in the tags below, containing raw JSON only — no markdown, no backticks, no commentary:
<AEO_METRICS>
{
"brand_known": true or false,
"confidence": 0-100,
"mentions_out_of_10": 0-10,
"indexed_pages": number or null,
"visibility_score": 0-100,
"google_aio_score": 0-100,
"share_of_voice_pct": 0-100,
"rank_among_competitors": number or null,
"competitors": ["string"],
"sentiment": "positive" or "neutral" or "negative",
"would_recommend": true or false,
"sources": [{"claim": "what this URL backs up", "url": "https://..."}],
"reasoning": "one or two sentences justifying the numbers above"
}
</AEO_METRICS>
