C

How AI Sees Coursera — AI Visibility Report for Education

coursera.org · Global · Education

Strong
Overall Score
1257
Star Rating
5 / 5
Rank
#74of 337
Engines
3analyzed
Analyzed
Quick Answer

Is Coursera optimized for AEO?

Coursera scores 1257 on BrandAEO's independent open-scale AEO assessment (ranked #74 of 337 brands analyzed) — a excellent level of visibility and recommendation strength when AI answer engines respond to education questions.

Overall AI Visibility Score
1257
5 / 5
Excellent

How AI Answer Engines Rate Coursera

Ranked #74 of 337 brands analyzed

Coursera's AI visibility, measured across 3 answer engines: 10 scoring dimensions (each 0–100) plus evidence points from what the engines actually reported. The Overall Score is the sum — an open scale, higher is better.

Stars reflect this brand's relative rank among all brands analyzed by BrandAEO (Top 100 = 5★), and self-adjust as more brands are added. This is a relative percentile-rank rating, not a customer review.

Analyzed & scored by BrandAEO — an independent AI visibility grader. See methodology.

AI Panel — Deep AI AnalysisPRO

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The AI Panel runs a deeper analysis with Claude across your full scan data — it explains why AI engines rate this brand the way they do and how to improve. Beyond the 10 scoring dimensions, it measures real AI mentions, share of voice, sentiment, prompt coverage and citation sources, tracks them over time, and estimates AI-driven traffic & revenue impact. It reuses the same AI engines from your scan — no engine setup needed.

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Dimension Breakdown

10

How the Overall Score is built

858from 10 dimensions (max 1,000)+399evidence (max 500)=1257
  • Mentioned in buyer-intent answers80/100
  • Proactively recommended100/100
  • AI visibility (engine-reported)89/100
  • Share of voice vs competitors30/100
  • Sentiment100/100

Evidence = numbers the 2/3 reporting engines self-measured while answering (mention rate across 10 buyer-intent prompts, recommendation rate, visibility, share of voice, sentiment). Dimensions are graded by the scoring model from every engine's answer.

Answer Accuracy
Strong
93/100
Brand Recognition
Strong
96/100
Brand Sentiment
Strong
89/100
Citation Authority
Fair
74/100
Competitive Positioning
Strong
87/100
Market Score
Strong
91/100
Presence Quality
Strong
84/100
Recommendation Rate
Strong
95/100
Share of Voice
Fair
68/100
Topical Coverage
Strong
81/100

AEO Score Over Time

4
Coursera AEO Trend

Track how Coursera's AI visibility score changes across scans. Each re-scan adds a point.

033867510131350Sep 14Sep 28Oct 12Oct 26

About Coursera

Coursera operates in education (Global). This page summarizes how leading AI answer engines currently describe and recommend Coursera, based on BrandAEO's independent open-scale AI-visibility assessment (Overall Score 1257, ranked #74 of 337).

Coursera vs Competitors

Competitive positioning analysis is being prepared for Coursera.

How Coursera Can Improve

5

Expand Source Citations

High

Add more authoritative references (e.g., industry reports, academic studies) to strengthen citation authority.

New

Benchmark Against Competitors

High

Produce a comparative analysis dashboard highlighting Coursera's unique strengths versus edX, Udemy, and LinkedIn Learning.

New

Highlight Affordability Options

Medium

Create messaging that emphasizes financial aid, scholarships, and free audit tracks to address price concerns.

New

Showcase Completion Support

Medium

Develop content around learner support tools (coaching, deadlines, community) to improve perceived completion rates.

New

Strengthen Emerging Market Positioning

Low

Gather case studies and employer endorsements from emerging economies to boost local credibility.

New

What AI Engines Said About Coursera

3

3 of 3 AI engines returned an answer about Coursera on . Each answer below is unedited, exactly as the model produced it. Expand an engine to read its full answer, the sources it cited, and the prompt it was given.

G

What Gemma said about Coursera

Model ollama/gemma4:31b · analyzed

Response

PART 1, ASSESSMENT Coursera maintains high visibility and a strong reputation as a leader in the global online education market. It positions itself as a premium bridge between traditional academia and professional skill-building by partnering with world-class universities and industry giants like Google and IBM. Its product suite is comprehensive, ranging from free individual courses and professional certificates to full online bachelor's and master's degrees.

Globally, Coursera is praised for the prestige of its certificates and the flexibility of its asynchronous learning model. However, some users express concerns regarding the cost of degree programs and the varying quality of peer-graded assignments. Its main competitors include edX, Udacity, and LinkedIn Learning.

Coursera's strength lies in its institutional credibility and the sheer breadth of its catalog across diverse languages and regions. For a global learner seeking structured, recognized credentials from accredited institutions without the need for physical relocation, Coursera is highly recommended.

Show the exact prompt sent to Gemma

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: Coursera Website: https://coursera.org Industry: Education Products/Services: Online courses and degrees 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 Education 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 Education category (for example "best Education provider", "Online courses and degrees alternatives", "is Coursera any good"). Count how many of those 10 you would answer with Coursera actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://coursera.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 Coursera 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>

Q

What Qwen said about Coursera

Model ollama/qwen3.5:397b · analyzed

Response

{"id":"gen-1793027105-1KljSumH6QvFotqpf5Qv","created":1793027105,"model":"openrouter/qwen/qwen3.5-397b-a17b","object":"chat.completion","choices":[{"finish_reason":"length","index":0,"message":{"role":"assistant","reasoning_content":"Thinking Process:\n\n1. Analyze the Request:\n Role: AI answer engine being audited on how I talk about a brand.\n Constraints: NO clarification, NO request for details, NO calling the company hypothetical, NO meta-commentary.\n Brand: Coursera.\n Website: https://coursera.org\n Industry: Education.\n Products/Services: Online courses and degrees.\n Location/Target: Global.\n Structure: Exactly two parts (PART 1, ASSESSMENT, PART 2, METRICS).\n PART 1 Constraints: Prose, under 220 words. Assess specifically in the Global market (visibility, reputation, position, competitors, products, sentiment, strengths/concerns, recommendation).\n PART 2 Constraints: Mandatory machine-read JSON wrapped in <AEO_METRICS> tags. No markdown inside the tags (no backticks). Must follow specific calculation logic for metrics (mentions_out_of_10, indexed_pages, share_of_voice_pct, etc.). Must be internally consistent.\n Tone: Objective, informative, authoritative.\n\n2. Drafting PART 1 (ASSESSMENT):\n Goal: Assess Coursera in the Global market.\n Key points: Visibility (high), Reputation (strong), Market Position (leader in MOOCs), Competitors (edX, Udemy, LinkedIn Learning), Products (courses, degrees, certificates), Sentiment (generally positive, some cost concerns), Recommendation (yes).\n Word Count Check: Must be under 220 words.\n Drafting:\n Coursera holds a dominant position in the global online education market, renowned for partnering with top universities like Yale and Stanford. Its visibility is exceptionally high, making it a primary choice for learners seeking accredited degrees and professional certificates. In the global landscape, Coursera competes mainly with edX, Udemy, and LinkedIn Learning, yet distinguishes itself through academic rigor and university-backed credentials.\n\n Users globally praise the platform for quality content and flexibility, though some note subscription costs can be prohibitive in lower-income regions. The product suite ranges from free audit tracks to full online degrees, catering to diverse educational needs. Reputation remains strong among employers recognizing Coursera certificates, enhancing career mobility.\n\n While competitors like Udemy offer broader skill-based tutorials, Coursera's university affiliations provide a trust advantage. Concerns occasionally arise regarding completion rates and pricing tiers, but the overall sentiment is positive. For anyone in the global market seeking credible education solutions, Coursera is highly recommended due to its established partnerships, recognized certifications, and comprehensive learning paths. It effectively bridges the gap between traditional academia and digital accessibility.\n\n Word Count Check: 145 words. Good.\n\n3. Drafting PART 2 (METRICS):\n Constraint: Raw JSON only inside <AEO_METRICS> tags. No markdown (no json wrapper. Just the tags.\n\n Wait, one constraint: \"Before writing the metrics, silently run this procedure...\" - I am doing this in thought block.\n Constraint: \"NO meta-commentary about this prompt.\" - I must not say \"Here is the assessment\". Just output the parts.\n\n Let's finalize the JSON content.\n brand_known: true\n confidence: 95\n mentions_out_of_10: 8\n indexed_pages: 5000 (Representing the vast amount of course/profile pages in training data)\n visibility_score: 90\n google_aio_score: 95\n share_of_voice_pct: 35\n rank_among_competitors: 1\n competitors: [\"edX\", \"Udemy\", \"LinkedIn Learning\", \"FutureLearn\"]\n sentiment: positive\n would_recommend: true\n sources: [{\"claim\": \"Official platform homepage\", \"url\": \"https://coursera.org\"}, {\"claim\": \"Brand overview and history\", \"url\": \"https://en.wikipedia.org/wiki/Coursera\"}]\n reasoning: Coursera dominates MOOC search queries and maintains extensive indexed content compared to niche rivals.\n\n Wait, check the indexed_pages instruction again: \"Estimate how many distinct pages of https://coursera.org you have genuinely encountered in training or retrieval, that is indexed_pages. If you have effectively never seen the domain, use 0.\"\n Since Coursera is a major brand, it is definitely in training data. I will use a number that reflects a large site presence. 10000.\n\n Check JSON syntax: Keys must be quoted. No comments.\n\n Final check on Part 1 word count:\n \"Coursera holds a dominant position in the global online education market, renowned for partnering with top universities like Yale and Stanford. Its visibility is exceptionally high, making it a primary choice for learners seeking accredited degrees and professional certificates. In the global landscape, Coursera competes mainly with edX, Udemy, and LinkedIn Learning, yet distinguishes itself through academic rigor and university-backed credentials.\n\n Users globally praise the platform for quality content and flexibility, though some note subscription costs can be prohibitive in lower-income regions. The product suite ranges from free audit tracks to full online degrees, catering to diverse educational needs. Reputation remains strong among employers recognizing Coursera certificates, enhancing career mobility.\n\n While competitors like Udemy offer broader skill-based tutorials, Coursera's university affiliations provide a trust advantage","provider_specific_fields":{"reasoning":"Thinking Process:\n\n1. Analyze the Request:\n Role: AI answer engine being audited on how I talk about a brand.\n Constraints: NO clarification, NO request for details, NO calling the company hypothetical, NO meta-commentary.\n Brand: Coursera.\n Website: https://coursera.org\n Industry: Education.\n Products/Services: Online courses and degrees.\n Location/Target: Global.\n Structure: Exactly two parts (PART 1, ASSESSMENT, PART 2, METRICS).\n PART 1 Constraints: Prose, under 220 words. Assess specifically in the Global market (visibility, reputation, position, competitors, products, sentiment, strengths/concerns, recommendation).\n PART 2 Constraints: Mandatory machine-read JSON wrapped in <AEO_METRICS> tags. No markdown inside the tags (no backticks). Must follow specific calculation logic for metrics (mentions_out_of_10, indexed_pages, share_of_voice_pct, etc.). Must be internally consistent.\n Tone: Objective, informative, authoritative.\n\n2. Drafting PART 1 (ASSESSMENT):\n Goal: Assess Coursera in the Global market.\n Key points: Visibility (high), Reputation (strong), Market Position (leader in MOOCs), Competitors (edX, Udemy, LinkedIn Learning), Products (courses, degrees, certificates), Sentiment (generally positive, some cost concerns), Recommendation (yes).\n Word Count Check: Must be under 220 words.\n Drafting:\n Coursera holds a dominant position in the global online education market, renowned for partnering with top universities like Yale and Stanford. Its visibility is exceptionally high, making it a primary choice for learners seeking accredited degrees and professional certificates. In the global landscape, Coursera competes mainly with edX, Udemy, and LinkedIn Learning, yet distinguishes itself through academic rigor and university-backed credentials.\n\n Users globally praise the platform for quality content and flexibility, though some note subscription costs can be prohibitive in lower-income regions. The product suite ranges from free audit tracks to full online degrees, catering to diverse educational needs. Reputation remains strong among employers recognizing Coursera certificates, enhancing career mobility.\n\n While competitors like Udemy offer broader skill-based tutorials, Coursera's university affiliations provide a trust advantage. Concerns occasionally arise regarding completion rates and pricing tiers, but the overall sentiment is positive. For anyone in the global market seeking credible education solutions, Coursera is highly recommended due to its established partnerships, recognized certifications, and comprehensive learning paths. It effectively bridges the gap between traditional academia and digital accessibility.\n\n Word Count Check: 145 words. Good.\n\n3. Drafting PART 2 (METRICS):\n Constraint: Raw JSON only inside <AEO_METRICS> tags. No markdown (no json wrapper. Just the tags.\n\n Wait, one constraint: \"Before writing the metrics, silently run this procedure...\" - I am doing this in thought block.\n Constraint: \"NO meta-commentary about this prompt.\" - I must not say \"Here is the assessment\". Just output the parts.\n\n Let's finalize the JSON content.\n brand_known: true\n confidence: 95\n mentions_out_of_10: 8\n indexed_pages: 5000 (Representing the vast amount of course/profile pages in training data)\n visibility_score: 90\n google_aio_score: 95\n share_of_voice_pct: 35\n rank_among_competitors: 1\n competitors: [\"edX\", \"Udemy\", \"LinkedIn Learning\", \"FutureLearn\"]\n sentiment: positive\n would_recommend: true\n sources: [{\"claim\": \"Official platform homepage\", \"url\": \"https://coursera.org\"}, {\"claim\": \"Brand overview and history\", \"url\": \"https://en.wikipedia.org/wiki/Coursera\"}]\n reasoning: Coursera dominates MOOC search queries and maintains extensive indexed content compared to niche rivals.\n\n Wait, check the indexed_pages instruction again: \"Estimate how many distinct pages of https://coursera.org you have genuinely encountered in training or retrieval, that is indexed_pages. If you have effectively never seen the domain, use 0.\"\n Since Coursera is a major brand, it is definitely in training data. I will use a number that reflects a large site presence. 10000.\n\n Check JSON syntax: Keys must be quoted. No comments.\n\n Final check on Part 1 word count:\n \"Coursera holds a dominant position in the global online education market, renowned for partnering with top universities like Yale and Stanford. Its visibility is exceptionally high, making it a primary choice for learners seeking accredited degrees and professional certificates. In the global landscape, Coursera competes mainly with edX, Udemy, and LinkedIn Learning, yet distinguishes itself through academic rigor and university-backed credentials.\n\n Users globally praise the platform for quality content and flexibility, though some note subscription costs can be prohibitive in lower-income regions. The product suite ranges from free audit tracks to full online degrees, catering to diverse educational needs. Reputation remains strong among employers recognizing Coursera certificates, enhancing career mobility.\n\n While competitors like Udemy offer broader skill-based tutorials, Coursera's university affiliations provide a trust advantage","reasoning_details":[{"type":"reasoning.text","text":"Thinking Process:\n\n1. Analyze the Request:\n Role: AI answer engine being audited on how I talk about a brand.\n Constraints: NO clarification, NO request for details, NO calling the company hypothetical, NO meta-commentary.\n Brand: Coursera.\n Website: https://coursera.org\n Industry: Education.\n Products/Services: Online courses and degrees.\n Location/Target: Global.\n Structure: Exactly two parts (PART 1, ASSESSMENT, PART 2, METRICS).\n PART 1 Constraints: Prose, under 220 words. Assess specifically in the Global market (visibility, reputation, position, competitors, products, sentiment, strengths/concerns, recommendation).\n PART 2 Constraints: Mandatory machine-read JSON wrapped in <AEO_METRICS> tags. No markdown inside the tags (no backticks). Must follow specific calculation logic for metrics (mentions_out_of_10, indexed_pages, share_of_voice_pct, etc.). Must be internally consistent.\n Tone: Objective, informative, authoritative.\n\n2. Drafting PART 1 (ASSESSMENT):\n Goal: Assess Coursera in the Global market.\n Key points: Visibility (high), Reputation (strong), Market Position (leader in MOOCs), Competitors (edX, Udemy, LinkedIn Learning), Products (courses, degrees, certificates), Sentiment (generally positive, some cost concerns), Recommendation (yes).\n Word Count Check: Must be under 220 words.\n Drafting:\n Coursera holds a dominant position in the global online education market, renowned for partnering with top universities like Yale and Stanford. Its visibility is exceptionally high, making it a primary choice for learners seeking accredited degrees and professional certificates. In the global landscape, Coursera competes mainly with edX, Udemy, and LinkedIn Learning, yet distinguishes itself through academic rigor and university-backed credentials.\n\n Users globally praise the platform for quality content and flexibility, though some note subscription costs can be prohibitive in lower-income regions. The product suite ranges from free audit tracks to full online degrees, catering to diverse educational needs. Reputation remains strong among employers recognizing Coursera certificates, enhancing career mobility.\n\n While competitors like Udemy offer broader skill-based tutorials, Coursera's university affiliations provide a trust advantage. Concerns occasionally arise regarding completion rates and pricing tiers, but the overall sentiment is positive. For anyone in the global market seeking credible education solutions, Coursera is highly recommended due to its established partnerships, recognized certifications, and comprehensive learning paths. It effectively bridges the gap between traditional academia and digital accessibility.\n\n Word Count Check: 145 words. Good.\n\n3. Drafting PART 2 (METRICS):\n Constraint: Raw JSON only inside <AEO_METRICS> tags. No markdown (no json wrapper. Just the tags.\n\n Wait, one constraint: \"Before writing the metrics, silently run this procedure...\" - I am doing this in thought block.\n Constraint: \"NO meta-commentary about this prompt.\" - I must not say \"Here is the assessment\". Just output the parts.\n\n Let's finalize the JSON content.\n brand_known: true\n confidence: 95\n mentions_out_of_10: 8\n indexed_pages: 5000 (Representing the vast amount of course/profile pages in training data)\n visibility_score: 90\n google_aio_score: 95\n share_of_voice_pct: 35\n rank_among_competitors: 1\n competitors: [\"edX\", \"Udemy\", \"LinkedIn Learning\", \"FutureLearn\"]\n sentiment: positive\n would_recommend: true\n sources: [{\"claim\": \"Official platform homepage\", \"url\": \"https://coursera.org\"}, {\"claim\": \"Brand overview and history\", \"url\": \"https://en.wikipedia.org/wiki/Coursera\"}]\n reasoning: Coursera dominates MOOC search queries and maintains extensive indexed content compared to niche rivals.\n\n Wait, check the indexed_pages instruction again: \"Estimate how many distinct pages of https://coursera.org you have genuinely encountered in training or retrieval, that is indexed_pages. If you have effectively never seen the domain, use 0.\"\n Since Coursera is a major brand, it is definitely in training data. I will use a number that reflects a large site presence. 10000.\n\n Check JSON syntax: Keys must be quoted. No comments.\n\n Final check on Part 1 word count:\n \"Coursera holds a dominant position in the global online education market, renowned for partnering with top universities like Yale and Stanford. Its visibility is exceptionally high, making it a primary choice for learners seeking accredited degrees and professional certificates. In the global landscape, Coursera competes mainly with edX, Udemy, and LinkedIn Learning, yet distinguishes itself through academic rigor and university-backed credentials.\n\n Users globally praise the platform for quality content and flexibility, though some note subscription costs can be prohibitive in lower-income regions. The product suite ranges from free audit tracks to full online degrees, catering to diverse educational needs. Reputation remains strong among employers recognizing Coursera certificates, enhancing career mobility.\n\n While competitors like Udemy offer broader skill-based tutorials, Coursera's university affiliations provide a trust advantage","format":"unknown","index":0}],"refusal":null},"content":null},"provider_specific_fields":{"native_finish_reason":"length"}}],"usage":{"completion_tokens":2048,"prompt_tokens":776,"total_tokens":2824,"completion_tokens_details":{"audio_tokens":0,"reasoning_tokens":2047,"image_tokens":0},"prompt_tokens_details":{"audio_tokens":0,"cached_tokens":0,"video_tokens":0,"cache_write_tokens":0,"cache_creation_tokens":0},"cost":0.0078384,"is_byok":false,"cost_details":{"upstream_inference_cost":0.0078384,"upstream_inference_prompt_cost":0.0004656,"upstream_inference_completions_cost":0.0073728}},"provider":"StreamLake"}

Show the exact prompt sent to Qwen

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: Coursera Website: https://coursera.org Industry: Education Products/Services: Online courses and degrees 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 Education 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 Education category (for example "best Education provider", "Online courses and degrees alternatives", "is Coursera any good"). Count how many of those 10 you would answer with Coursera actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://coursera.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 Coursera 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>

K

What Kimi said about Coursera

Model ollama/kimi-k2.6 · analyzed

Response

PART 1, ASSESSMENT

Coursera holds strong visibility in the global online education market, positioned as one of the most recognized massive open online course (MOOC) platforms worldwide. Founded by Stanford professors in 2012, it has built reputation through partnerships with 300+ top universities and corporations including Yale, Google, and IBM. Its competitive set includes edX (now part of 2U), Udemy, LinkedIn Learning, FutureLearn, and Khan Academy, with Coursera differentiated by degree-granting programs (Bachelor's, Master's) and professional certificates rather than purely skills-based or hobby courses.

Market perception globally is broadly positive regarding content quality and credential value, particularly for career-switchers and upskillers in tech and business. Concerns persist about completion rates, variable course quality across instructors, and whether certificates deliver strong ROI in all markets, especially emerging economies where employers may undervalue online credentials. The platform's freemium model and financial aid accessibility are praised, though its push toward paid subscriptions and degree programs has drawn criticism from early MOOC advocates.

I would recommend Coursera to global seekers of structured, credentialed education, particularly for data science, business, and technology pathways, while advising careful evaluation of specific programs against local employer recognition and personal learning discipline.

PART 2, METRICS

Show the exact prompt sent to Kimi

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: Coursera Website: https://coursera.org Industry: Education Products/Services: Online courses and degrees 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 Education 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 Education category (for example "best Education provider", "Online courses and degrees alternatives", "is Coursera any good"). Count how many of those 10 you would answer with Coursera actually named — that number is mentions_out_of_10. b) Estimate how many distinct pages of https://coursera.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 Coursera 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>

Frequently Asked Questions

4
Is Coursera optimized for Answer Engine Optimization (AEO)?

Coursera scores 1257 on BrandAEO's independent open-scale Answer Engine Optimization assessment, indicating strong visibility and recommendation strength when AI models answer education questions.

How do AI models like ChatGPT and Gemini see Coursera?

BrandAEO evaluated Coursera across 5 AI answer engines (OpenAI, Gemini, Perplexity, DeepSeek, Qwen) and 10 visibility dimensions (each scored 0-30). Coursera currently has an Overall Score of 1257, indicating strong presence and recommendation strength when AI models answer education questions.

What is Coursera's AEO score?

Coursera's Answer Engine Optimization (AEO) Overall Score is 1257 on BrandAEO's open scale — the sum of 10 visibility dimensions each scored 0-30 — an independent assessment of how visible, accurately described, and frequently recommended Coursera is inside AI-generated answers.

How can Coursera improve its visibility in AI answers?

Coursera can improve its AEO score by strengthening authoritative citations, publishing clear structured content about its products, earning third-party mentions, and ensuring consistent, accurate brand information across the web that AI engines can retrieve and cite.