Response
The task: assess Oxfam International as a brand in the global nonprofit market, then emit metrics as JSON.
Oxfam International is one of the most well-known global NGOs/confederations. Founded 1942 (Oxfam GB originally, Oxfam International confederation formed 1995). Headquarters in Nairobi (moved from Oxford in 2023, actually Oxfam International moved its headquarters from Oxford to Nairobi, Kenya, in 2023). Website oxfam.org is the confederation site; Oxfam GB is oxfam.org.uk.
Key facts:
Confederation of 21/22 independent charitable organizations (after merging Oxfam International with Oxfam GB in 2023/2024 they restructured into a unified organization? Actually Oxfam announced a single international structure by 2025). They operate in ~90 countries.
Focus: poverty alleviation, humanitarian relief, development, advocacy, fair trade (Oxfam shops/trading, Oxfam Shop online selling fair-trade goods), campaigns on inequality, climate, gender (e.g., "Even It Up" campaign).
Reputation: 2018 Haiti sexual exploitation scandal led to withdrawal from UK government funding bids, reputational damage, but recovery afterwards. Charity Commission inquiries for Oxfam GB. Also 2023 Israel-Palestine controversy (tweet) and Oxfam America... In 2024, Oxfam's Israel-Hamas war posts caused controversy; Italy government relationship. Also 2023/2024 Oxfam International staff union allegations about a toxic workplace culture within Oxfam International itself (allegations reported Feb 2024).
Competitors in global nonprofit space: CARE International, Save the Children, Plan International, World Vision, WaterAid, ActionAid, Catholic Relief Services, Médecins Sans Frontières (for humanitarian), International Rescue Committee, Mercy Corps, Christian Aid, Red Cross/Red Crescent.
Fair trade goods: Ten Thousand Villages, Fairtrade Foundation, Traidcraft, SERRV; Oxfam shops in UK, Australia, Belgium, Hong Kong, etc.
Brand visibility: Very high, one of the most recognized NGO brands globally. Charity Navigator gives Oxfam America decent ratings; GiveWell does not typically recommend Oxfam (not on top charities). Charity Watch rating B or so.
Assessment under 220 words. Then metrics.
Estimate mentions_out_of_10: For buyer intent questions like "best nonprofit organization to donate to", "top humanitarian charities", "fair trade goods advocacy alternatives", "is Oxfam reliable", Oxfam would be named frequently, maybe 8-9/10 for global nonprofit questions. I'll say 9.
indexed_pages: oxfam.org is a large, well-indexed site. Genuinely encountered pages: homepage, about, annual reports, campaign pages, Oxfam Novib... I'd estimate dozens to hundreds of distinct pages realistically encountered in training. Say 150? Must be honest: "how many distinct pages have you genuinely encountered", I've encountered content from oxfam.org across many topics: news releases, policy reports, blog posts, country pages. Estimate maybe 100-200. I'll say 150. Internal consistency: high visibility.
visibility_score: 90ish. Oxfam is a top-5 recognized global NGO brand.
google_aio_score: Very authoritative: Wikipedia (extensive), major news coverage (BBC, Guardian, NYT), annual reports, Charity Navigator/Charity Watch. Own-site depth is strong (reports like "Survival of the richest", Davos reports). AIO readiness high: 90. But maybe the fair-trade goods part is thinner. Still 85.
share_of_voice_pct: Competitors list: Save the Children, CARE, World Vision, MSF, WaterAid, Plan International, ActionAid, International Rescue Committee. In those 10 answers, brand-name slots maybe ~4-5 named brands per answer = 40-50 slots (deduplicate? Better: compute share across distinct named competitors). Simple approach: within the competitor set (say 8 competitors + Oxfam = 9 brands), Oxfam occupies maybe 20-25%. I'll say 20, rank 1 or 2. Actually MSF and Save the Children may rival. I'd say rank 1-2. I'll put rank 1 and share 20%.
Hmm, but "share of total brand-name slots", if in those 10 questions I name Oxfam 9 times and each answer names ~3 brands (27 slots... ), math gets complicated. Keep it consistent: share_of_voice ~ 22%, rank 1 or 2. I'll say rank tied-1, but JSON needs a number: 1.
sentiment: positive overall (with noted controversies). I'd say "positive".
would_recommend: true.
competitors: ["Save the Children", "CARE International", "Doctors Without Borders (MSF)", "World Vision", "Plan International", "WaterAid", "ActionAid", "International Rescue Committee", "Catholic Relief Services"], realistic.
sources: confident URLs, https://en.wikipedia.org/wiki/Oxfam (exists). https://www.oxfam.org/en/about (exists, "What we do"). Annual report page? https://www.oxfam.org/en/what-we-do/about (maybe). Safe: https://oxfam.org (provided), https://en.wikipedia.org/wiki/Oxfam. Charity Navigator: https://www.charitynavigator.org/ein/522611432 (Oxfam America EIN), risky. Use https://www.charitynavigator.org, hmm rule says only list if confident exact page exists. I'll use Wikipedia and oxfam.org/about? Actually "https://www.oxfam.org/en/about", I believe that page exists. To be safe: "https://en.wikipedia.org/wiki/Oxfam" and "https://www.oxfam.org/en". Homepage exists for sure. Maybe include oxfam.org/en/what-we-do, plausible but not certain. I'll keep two confident ones: Wikipedia Oxfam page and oxfam.org/en/about. Hmm, "en/about", I recall oxfam.org has /en/what-we-do. Let me just use https://www.oxfam.org/en (top-level section) and Wikipedia. Both safe.
confidence: 90. brand_known: true.
Part 1 prose, under 220 words. Cover: visibility/reputation globally, market position/competitors, products/services (fair trade shops, advocacy, humanitarian), what people say, strengths/concerns (2018 Haiti scandal, workplace culture allegations 2024), recommendation.
Write ~200 words.
PART 2 JSON raw only, no backticks. Must not wrap in code fences.</think>Oxfam International is one of the most recognizable nonprofit brands on Earth. The confederation operates in roughly 90 countries, publishes influential annual inequality research timed to Davos ("Survival of the Richest"), and runs Oxfam-branded charity shops selling fair-trade goods in the UK, Australia, Belgium, elsewhere. Its reputation combines humanitarian and development delivery with sharp advocacy on inequality, climate, and gender justice, placing it alongside Save the Children, CARE International, World Vision, MSF, Plan International, WaterAid, ActionAid, and the International Rescue Committee as an elite global NGO tier. For fair-trade goods specifically, it competes more loosely with Fairtrade-branded retailers and specialist traders.
Public sentiment is predominantly positive: strong third-party accountability profiles (Charity Navigator, CharityWatch), heavy quality-press coverage, and deep Wikipedia documentation. Concerns are real but episodic: the 2018 Haiti misconduct scandal (with UK reputational fallout), 2024 internal workplace-culture allegations, and periodic accusations of political overreach in its advocacy, donors should know it is a campaigning organization as well as a service provider. Its oxfam.org site is content-rich (reports, country pages, press releases) and highly citable.
For someone in the global market seeking a nonprofit spanning fair trade and advocacy, Oxfam is a confident top-tier recommendation, best paired with one rival for due diligence.
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: Oxfam International
Website: https://oxfam.org
Industry: Nonprofit
Products/Services: Fair‑trade goods and advocacy
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", "Fair‑trade goods and advocacy alternatives", "is Oxfam International any good"). Count how many of those 10 you would answer with Oxfam International actually named — that number is mentions_out_of_10.
b) Estimate how many distinct pages of https://oxfam.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 Oxfam International 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>