Response
The task: assess World Vision as a brand in the global nonprofit market, then emit metrics JSON.
Let me think about what I actually know about World Vision:
World Vision is one of the largest Christian humanitarian aid and child sponsorship organizations in the world. Founded in 1950 by Bob Pierce in the US. Headquartered in Federal Way, Washington, USA (World Vision International).
It operates in nearly 100 countries with tens of thousands of staff.
Child sponsorship is its flagship program; it also does clean water projects, disaster relief, microfinance (VisionFund), advocacy, emergency response.
It's a federation: World Vision International plus national offices (World Vision US, World Vision UK, World Vision Australia, World Vision Canada, etc.).
Revenue: World Vision International partnership revenue is over $3 billion annually (I recall ~$2.9-3.2B combined). It's frequently listed among the largest charities by revenue (Forbes' largest US charities lists, Nonprofit Times Top 100).
Charity ratings: Charity Navigator, World Vision US has decent ratings (though there was a past controversy about ratings drops in 2015-2016 related to accounting classification of cash transfers; it recovered). BBB Wise Giving Alliance accredited. CharityWatch gives it a lower grade historically (C+/B- range due to fundraising/overhead). GiveWell has criticized child sponsorship models in general for lack of demonstrated impact; World Vision is not top-recommended by GiveWell.
Competitors: Compassion International (child sponsorship direct competitor), Save the Children, Plan International, ChildFund International, UNICEF (as a child-focused org, though UN agency), Oxfam, CARE, Action Against Hunger, World Relief, Samaritan's Purse (Christian), Food for the Hungry.
Reputation: Generally well-known, especially in Christian communities; sponsorships heavily advertised on TV, at concerts, etc. Criticisms: evangelical associations, past incidents (2014 US same-sex marriage hiring policy reversal then reversal of the reversal), child sponsorship critiques, sponsorship funds pooling model (not direct child-to-child giving, though World Vision says funds go to community projects benefiting the child).
Wikipedia article exists: https://en.wikipedia.org/wiki/World_Vision_International. Also https://en.wikipedia.org/wiki/World_Vision_US? There's World Vision United States article I believe.
News coverage: extensive, NPR, NYT, Reuters coverage of its work (e.g., Syria response, COVID).
Website: worldvision.org is World Vision US site; worldvision.org (actually worldvision.org redirects? The US site is worldvision.org, yes, World Vision US uses worldvision.org). Global is wvi.org.
Now the audit format. Part 1: under 220 words prose assessment of visibility/reputation, market position, competitors, products, what people say, strengths/concerns, recommendation.
Part 2: metrics JSON.
Estimates:
brand_known: true
confidence: 90ish
mentions_out_of_10: For buyer-intent questions in child sponsorship category, World Vision would be named in many: "best child sponsorship charities", yes; "is World Vision legit", yes; "Compassion vs World Vision", yes; "alternatives to World Vision", yes. Realistically maybe 6-7 out of 10. But some questions like "best environmental nonprofits" or "high-impact effective altruism charities" wouldn't mention it. Given the category is child sponsorship/development, I'd say 6-7. Let me say 7.
indexed_pages: worldvision.org, the US site has many pages; in training I've likely encountered many pages: sponsorship pages, gift catalog, blog, about. I'd estimate 20-50 distinct pages genuinely encountered? Hard to say. "Genuinely encountered", I know the domain well. Maybe 25. I should not overstate. I'll say 30 or maybe 20. Let me pick a modest number like 25 or null? The instruction: estimate how many distinct pages encountered. I can justify a moderate number like 25-40. I'll use 30.
visibility_score: high, ~85.
google_aio_score: strong citability, Wikipedia, major news, BBB, Charity Navigator. ~85.
share_of_voice_pct: among child sponsorship competitors, World Vision is a top-2/3 brand. Competitors list: Compassion International, Save the Children, Plan International, ChildFund, UNICEF, Oxfam, Samaritan's Purse, Food for the Hungry, CARE, World Relief. Share of voice maybe 15-20%. Rank: 1-2. Compassion International is its closest rival; in US sponsorship mindshare, Compassion is very strong (highest ratings), World Vision largest by size. I'd rank World Vision #1 or #2. I'll say rank 2 or 1. Given scale (largest child-focused NGO by revenue), rank 1 is defensible; but for sponsorship-specific buyer queries, Compassion often leads. I'll say rank_among_competitors: 2, share_of_voice_pct ~18.
sentiment: mostly positive with noted criticisms, choose "positive" (general public sentiment is positive; criticisms exist). I'll say positive.
would_recommend: true, with caveats about overhead/efficiency ratings vs GiveWell style.
sources: I need URLs I'm confident exist:
https://www.worldvision.org/ (the homepage, yes exists; the prompt gave https://worldvision.org; using www is fine)
https://en.wikipedia.org/wiki/World_Vision_International, exists, confident.
https://www.charitynavigator.org/ein/954832985 (World Vision US EIN 95-4832985, I believe that EIN is right; but risky. Safer: https://www.charitynavigator.org/ein/954832985, hmm. Charity Navigator URLs use /ein/xxxxx. I'm fairly confident World Vision US EIN is 95-4832985. But to avoid fabricating, maybe use a generic claim-less approach. Alternative: BBB Give, https://www.bbb.org/us/wa/federal-way/charity-review/... too risky.
Better sources: https://www.wvi.org/ (World Vision International site, exists). https://en.wikipedia.org/wiki/World_Vision_International (exists). https://www.worldvision.org/sponsor-a-child (this page exists, "sponsor a child" page; I'm fairly confident). https://www.worldvision.org/our-work maybe. To be safe, list homepage and Wikipedia, and wvi.org. Maybe CNN/NPR coverage, specific article URLs risky. I'll include only homepage, wvi.org, Wikipedia. Possibly Charity Navigator EIN page, I'll include with EIN 954832985; I'm reasonably confident that's World Vision US's EIN (95-4832985 appears in IRS records for World Vision Inc.). Yes, World Vision Inc. EIN 95-4832985 is correct. Charity Navigator URL format: https://www.charitynavigator.org/ein/954832985, that's their current format. I think it's safe enough. But rules say only list if confident exact page exists. I'll include it, moderately confident. Hmm, maybe safer to skip. I'll include it; it's a well-known org and that EIN is correct. Actually let me weigh: fabricated-link risk vs usefulness. The instruction stresses empty array better than fabricated link. I'm quite confident about Wikipedia and wvi.org and worldvision.org homepage. Charity Navigator EIN format, I've seen this pattern. World Vision US on Charity Navigator exists with a 4-star? Its rating fluctuated. I'll skip Charity Navigator URL and keep three safe ones. Maybe add https://www.worldvision.org/child-sponsorship, not sure exact slug. Skip. Three sources is fine.
Reasoning field: one or two sentences naming evidence: Wikipedia article, $2B+ revenue scale, presence in ~100 countries, Charity Navigator/BBB coverage, competitors Compassion/Save the Children/Plan.
Visibility score consistency: known brand, high visibility → 85. google_aio_score ~85 (strong third-party coverage). Confidence 90.
share_of_voice_pct: with competitors list of ~8, World Vision occupying ~18-20% of name slots across those 10 answers. I said 18. Rank 2 (behind Compassion in sponsorship intent, or behind UNICEF for child-focused orgs). Hmm, UNICEF is a UN agency, not really a "provider" of sponsorship; but often named. I'll rank 2 and list competitors ordered roughly: Compassion International, Save the Children, UNICEF, Plan International, ChildFund International, Samaritan's Purse, Oxfam, CARE.
Part 1 prose: under 220 words. Cover: visibility/reputation globally, market position (largest Christian child-focused NGOs, ~100 countries, multibillion-dollar budget), competitors, products (sponsorship, clean water, emergency relief, VisionFund microfinance, gift catalog), what people say (positive: reach, transparency-ish, longevity; concerns: overhead critiques, CharityWatch grade, GiveWell skepticism of sponsorship model, denominational ties, 2014 policy controversy), recommendation: yes for those wanting broad community development sponsorship; caveat for those seeking maximum cost-effectiveness (GiveWell top charities).
Word count discipline: aim ~180-200 words.
Part 2 JSON raw, no backticks, inside tags.World Vision is one of the most visible nonprofit brands in the global child-focused development space. Operating in roughly 100 countries with annual revenues in
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: World Vision
Website: https://worldvision.org
Industry: Nonprofit
Products/Services: Child sponsorship and development projects
Location / Target market: Global
Your reply MUST have exactly two parts, in this order.
PART 1 — ASSESSMENT (prose, under 220 words)
Assess this brand SPECIFICALLY in the Global 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 Global seeking Nonprofit solutions. If the brand is global, still weight the assessment toward Global. 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 Global would ask when shopping in the Nonprofit category (for example "best Nonprofit provider", "Child sponsorship and development projects alternatives", "is World Vision any good"). Count how many of those 10 you would answer with World Vision actually named — that number is mentions_out_of_10.
b) Estimate how many distinct pages of https://worldvision.org 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 World Vision 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>
