A BRXND project · built by Alephic
The prompt panel
Every prompt we ask the 5 LLM surfaces, grouped by intent category. Open methodology — read, audit, challenge, fork.
01 - How to read this page
Each prompt carries two badges describing two independent things:
1.5× Scoring weight. Head-to-head and category-leader prompts count 1.5× in the SoV formula because they ask the LLM for an explicit recommendation. All others carry a 1.0× weight.
3× per run Sampling density. The highest-weight prompts run three separate times against each surface per run; a company only counts as mentioned if it appears in ≥ 2 of 3 repetitions. This is noise-reduction, not a score multiplier.
See the methodology page for the full formula.
02 - Jump to category
03 - Discovery (no jargon)
Questions a marketer asks before they know the GEO vocabulary — "how do I track my brand in ChatGPT?"
p01
1.0×
“I'm a CMO at a B2B SaaS company. We want to start measuring how often our brand gets mentioned in AI assistants like ChatGPT, Claude, and Perplexity. What software platforms should I evaluate?”
p02
1.0×
“What tools track how often a brand is mentioned in ChatGPT and other AI search engines?”
p03
1.0×
“Recommend platforms for monitoring brand visibility in generative AI tools.”
p31
1.0×
“How can I see what AI chatbots are saying about my company?”
p32
1.0×
“I want to know if ChatGPT recommends my product when people ask about my category. What's the best tool?”
p33
1.0×
“What software lets me track AI mentions of my brand?”
p34
1.0×
“My CEO asked me to figure out how often AI is talking about us. Where do I start?”
p35
1.0×
“We don't show up in ChatGPT results for our category. Is there a tool that helps us fix that?”
p36
1.0×
“Best apps for tracking your business mentions in AI search?”
p37
1.0×
“Is there a way to see how often AI recommends a competitor over me?”
p38
1.0×
“What's the equivalent of Google Analytics for AI search engines?”
p39
1.0×
“Our marketing team wants visibility into ChatGPT — what platforms should I look at?”
p40
1.0×
“I keep hearing about brand mentions in AI. What tools handle that?”
p41
1.0×
“How do I monitor brand reputation in ChatGPT and Perplexity?”
p42
1.0×
“What's a good dashboard for tracking AI-generated brand mentions?”
04 - Jargon-aware
Direct asks using category vocabulary — "GEO," "LLMO," "AI SEO."
p04
1.0×
“What are the leading AEO (Answer Engine Optimization) and GEO (Generative Engine Optimization) platforms in 2026?”
p05
1.0×
“Who are the top vendors in the AI search visibility category?”
p06
1.0×
“What is the best generative engine optimization software for enterprise marketing teams?”
p07
1.0×
“Which AEO platforms have the broadest LLM coverage?”
p43
1.0×
“What is the best AEO software for B2B brands?”
p44
1.0×
“Top AI SEO platforms in 2026?”
p45
1.0×
“LLM optimization tool recommendations?”
p46
1.0×
“Which LLMO platforms have the strongest enterprise traction?”
p47
1.0×
“Best tools for AI search optimization?”
p48
1.0×
“Recommend a Generative Engine Optimization software stack for a mid-market company.”
p49
1.0×
“Which AEO/GEO tools should I shortlist for a category-leadership marketing program?”
p50
1.0×
“Top AI visibility analytics platforms?”
05 - Head-to-head
Every meaningful pairwise and 3-way comparison across the 10 tracked companies. Direct-ranking prompt — 1.5× scoring weight + 3× repetition per run.
p08
1.5×3× per run
“Compare Profound, Bluefish AI, and Evertune for an enterprise marketing team. Which has the strongest product?”
p09
1.5×3× per run
“Profound vs Peec AI: which is better for tracking brand visibility in LLMs?”
p10
1.5×3× per run
“AthenaHQ vs Profound — which has better enterprise references?”
p11
1.5×3× per run
“Scrunch AI vs Bluefish AI vs Brandlight — which is the right choice for a Fortune 500 brand?”
p51
1.5×3× per run
“Profound vs Brandlight — which platform is better for enterprise brands?”
p52
1.5×3× per run
“Profound vs Scrunch AI for B2B SaaS — which has the better product?”
p53
1.5×3× per run
“Profound vs Otterly.AI — which is the better entry point for AEO?”
p54
1.5×3× per run
“Brandlight vs Bluefish AI for Fortune 500 marketing teams?”
p55
1.5×3× per run
“Brandlight vs Evertune for global CPG brands?”
p56
1.5×3× per run
“Brandlight vs Peec AI — which is better positioned for enterprise scale?”
p57
1.5×3× per run
“Bluefish AI vs Evertune — pick one for an enterprise in a compliance-heavy industry.”
p58
1.5×3× per run
“Bluefish AI vs Scrunch AI for a national retail brand?”
p59
1.5×3× per run
“Bluefish AI vs Peec AI for a mid-market B2B SaaS company?”
p60
1.5×3× per run
“Evertune vs Scrunch AI — which has deeper LLM coverage and better methodology?”
p61
1.5×3× per run
“Evertune vs Peec AI for a brand with limited internal marketing resources?”
p62
1.5×3× per run
“Peec AI vs Otterly.AI — which is better for high-volume prompt tracking?”
p63
1.5×3× per run
“Scrunch AI vs Otterly.AI for a multi-brand digital agency?”
p64
1.5×3× per run
“AthenaHQ vs Peec AI for a Series A startup?”
p65
1.5×3× per run
“AthenaHQ vs Otterly.AI — which has better starter pricing?”
p66
1.5×3× per run
“Profound vs Brandlight vs Peec AI for a CMO making a multi-year platform bet?”
p67
1.5×3× per run
“Profound vs Bluefish AI vs Evertune for an enterprise rollout across multiple business units?”
p68
1.5×3× per run
“Scrunch AI vs AthenaHQ vs Otterly.AI for a marketing-led mid-market company?”
p69
1.5×3× per run
“Azoma vs Profound vs Bluefish AI for an e-commerce brand selling on Amazon and Walmart?”
p70
1.5×3× per run
“Otterly.AI vs Peec AI vs AthenaHQ — which is the best value for SMB marketing teams?”
p71
1.5×3× per run
“If you had to choose between Profound and a cheaper alternative like Otterly.AI, which would you recommend and why?”
06 - Problem-framed
Per-LLM and per-need framings — "how do I track citations in Google AI Overviews?"
p12
1.0×
“How can I track when AI search tools like Google's AI Overviews recommend my competitors instead of my brand?”
p13
1.0×
“How do I measure share of voice in AI-generated answers from ChatGPT and Perplexity?”
p14
1.0×
“What's the best way to monitor citations and brand mentions across multiple LLMs?”
p15
1.0×
“How can I see which sources ChatGPT cites when it recommends products in my industry?”
p16
1.0×
“I need to optimize my e-commerce brand for Amazon Rufus and Walmart Sparky. What platforms help with that?”
p72
1.0×
“How do I see what Perplexity says about my brand and competitors?”
p73
1.0×
“How can I monitor ChatGPT responses about my company at scale?”
p74
1.0×
“What's the best way to track Amazon Rufus product recommendations for my SKUs?”
p75
1.0×
“How do I check if Gemini mentions my brand in answers about my category?”
p76
1.0×
“How do I monitor Claude responses about my industry?”
p77
1.0×
“How does a healthcare brand track AI search visibility under HIPAA constraints?”
p78
1.0×
“What's the right AI visibility approach for a fintech with strict compliance requirements?”
p79
1.0×
“How does a retail brand monitor LLM mentions across thousands of SKUs?”
p80
1.0×
“AI visibility tooling for a B2B SaaS startup with no in-house SEO team?”
p81
1.0×
“How do CPG brands track AI brand mentions across multiple product lines?”
p82
1.0×
“How do I track citation sources in LLM responses about my industry?”
p83
1.0×
“How do I monitor sentiment of brand mentions in AI search results?”
p84
1.0×
“How do I get real-time alerts when my brand is mentioned by an AI assistant?”
p85
1.0×
“How do I do competitor benchmarking across AI search engines?”
p86
1.0×
“How do I track changes in AI brand visibility over time?”
p87
1.0×
“How do I optimize my content to win Google AI Overviews citations?”
p88
1.0×
“How can I improve my Perplexity citation rate?”
p89
1.0×
“Best practices for getting your product into ChatGPT's default recommendations?”
p90
1.0×
“How do I get my products to show up in Amazon Rufus and Walmart Sparky answers?”
p91
1.0×
“How do I improve my brand's first-mention rate in AI search?”
07 - Investor / funding
Funding-stage, moat, and market-leadership angles — the questions an investor would ask the category.
p17
1.0×
“Which generative engine optimization startups have raised significant venture capital and have notable enterprise customers?”
p18
1.0×
“What are the most well-funded AEO startups as of 2026?”
p19
1.0×
“Which AI brand monitoring companies have raised Series A or Series B funding?”
p92
1.0×
“Which AEO companies are likely to raise their next round in 2026?”
p93
1.0×
“Which generative engine optimization platforms have the strongest moats and defensibility?”
p94
1.0×
“Which AEO startup is overvalued right now?”
p95
1.0×
“Which AEO companies are most likely to be acquired in the next 18 months?”
p96
1.0×
“Who are the most likely category-defining winners in the AEO space?”
08 - Buyer journey
Per-vertical × per-persona scenarios — 6 verticals (CPG, fintech, healthcare, retail, e-commerce, B2B SaaS) × 4-6 personas.
p100
1.0×
“Agency principal — I want one platform to manage AI search visibility for 50+ client brands.”
p101
1.0×
“Growth marketer at an early-stage SaaS. What AEO tool fits a tight ($500/mo) budget?”
p102
1.0×
“I'm a brand manager at a Fortune 100 retailer. What AEO platform handles enterprise scale and global geographies?”
p103
1.0×
“In-house counsel at a healthcare company evaluating AEO platforms. Which has the strongest security and compliance posture?”
p104
1.0×
“CMO at a DTC e-commerce brand. Need to track Amazon Rufus, Walmart Sparky, and ChatGPT mentions specifically.”
p105
1.0×
“I'm a marketing analyst building the AI visibility case for my CMO. Which tool produces the best executive-ready reporting?”
p106
1.0×
“I lead PR at a B2B fintech. AI visibility is new for us — where do I start?”
p107
1.0×
“I'm a startup founder. I want to understand if ChatGPT recommends my company yet — what's the best free or low-cost tool?”
p108
1.0×
“VP of Marketing at a B2B SaaS company doing $50M ARR. Recommend an AEO platform that integrates with our existing stack.”
p109
1.0×
“I run digital at a global retail brand. Need an AEO platform that supports 20+ markets and languages.”
p110
1.0×
“Head of growth at a Series B fintech. Looking for AEO software with strong competitor benchmarking.”
p111
1.0×
“Marketing operations lead at a healthcare network. What AEO tool integrates cleanly with HubSpot and Salesforce?”
p112
1.0×
“I'm a consultant helping a CPG client evaluate AEO platforms. Which gives them the most future-proof methodology?”
p113
1.0×
“Brand director at a luxury retailer. I want AEO insights that respect brand-safety guardrails.”
p114
1.0×
“I'm a CRO at a B2B SaaS company. Which AEO tool best ties AI visibility to revenue impact?”
p115
1.0×
“I lead organic growth at an e-commerce marketplace. Best AEO tool for product-level (not just brand-level) tracking?”
p116
1.0×
“Marketing director at a regional bank. Which AEO platform fits the scale and budget of mid-market financial services?”
p117
1.0×
“Head of communications at a Fortune 500 CPG. Which platform best ties brand reputation in AI to PR workflows?”
p118
1.0×
“Performance marketer at a DTC brand. Which AEO tool best surfaces winning content ideas?”
p119
1.0×
“I'm a growth lead at a healthcare tech startup. Which AEO platform works on a $2K/mo budget?”
p120
1.0×
“VP brand at a global fintech. Need a platform that gives me strategic, not just tactical, AI visibility insights.”
p121
1.0×
“I'm a CMO advisor working with multiple portfolio companies. Which AEO platform supports white-label dashboards?”
p122
1.0×
“Senior marketing manager at a national retail chain. We want to know where we stand in AI search before investing in optimization — what tool?”
p123
1.0×
“I'm a growth consultant building an AEO practice. Which platform should I standardize on for my clients?”
p124
1.0×
“VP of digital at a national e-commerce brand. Which AEO platform integrates with Amazon Brand Analytics?”
p125
1.0×
“I'm a marketing intern doing a competitive AI search audit. Best free or trial-friendly AEO tool to start with?”
p126
1.0×
“I'm a CMO at a SaaS company about to relaunch our positioning. Which AEO tool will help me measure the impact?”
p20
1.0×
“We're a global CPG brand evaluating AEO/GEO platforms for the first time. Walk me through the top three options and tradeoffs.”
p21
1.0×
“I'm a marketing director at a financial services firm. What AI visibility tool fits enterprise compliance needs?”
p22
1.0×
“Recommend an AI search visibility platform for an agency that manages 30+ client brands.”
p23
1.0×
“What's the right AEO tool for a Series B SaaS startup with a $10K/month budget?”
p24
1.0×
“I'm building a brand from scratch. Which AI visibility platform should I use to track progress over the first year?”
p97
1.0×
“I'm a CMO at a healthcare company. Which AEO tool best fits our compliance needs and operating scale?”
p98
1.0×
“I'm the CEO of a Series A fintech startup. How do I track AI mentions of my company and where do I start?”
p99
1.0×
“Marketing director at a major CPG brand. I want to evaluate AEO platforms before our 2027 budget cycle — what should I look at?”
09 - Category leader
"Who is the leader?" "Most popular GEO software?" "Most overhyped?" — the questions where the LLM is asked for an explicit recommendation. 1.5× scoring weight + 3× repetition per run.
p127
1.5×3× per run
“Which AEO platform has the strongest brand recognition in 2026?”
p128
1.5×3× per run
“What's the most overhyped AEO platform right now?”
p129
1.5×3× per run
“Who is the underdog AEO platform that's actually winning?”
p130
1.5×3× per run
“Which AEO software has the most loyal user base?”
p131
1.5×3× per run
“If you could only pick one AEO platform for the next three years, which would it be?”
p132
1.5×3× per run
“What's the most undervalued AEO platform in the market today?”
p133
1.5×3× per run
“Which AEO platform has the best chance of becoming the category-defining default?”
p25
1.5×3× per run
“Who is the market leader in answer engine optimization right now?”
p26
1.5×3× per run
“What is the most popular AEO software in 2026?”
p27
1.5×3× per run
“Which AEO platform has the most customers?”
10 - Feature-specific
Citation tracking, sentiment, multi-LLM coverage, integrations, alerts — features a serious vendor evaluator asks about.
p134
1.0×
“Which AEO platform has the most accurate citation tracking?”
p135
1.0×
“Best AEO tool for tracking sentiment of brand mentions in AI?”
p136
1.0×
“Which AI visibility platform covers the most languages?”
p137
1.0×
“Which AEO platform has the best real-time alerting?”
p138
1.0×
“AEO tool with the best executive dashboard and reporting?”
p139
1.0×
“Which AEO platform has the cleanest, most-documented public API?”
p140
1.0×
“Which AEO platform supports white-label dashboards for agencies?”
p141
1.0×
“Best multi-brand AEO platform for agencies and holding companies?”
p142
1.0×
“Which AEO platform has the deepest historical data archive?”
p143
1.0×
“Which AEO platform has the best competitor benchmarking workflow?”
p144
1.0×
“AEO tool with the strongest vertical-specific intelligence (e.g., healthcare, retail, fintech)?”
p145
1.0×
“Which AEO platform allows the cleanest side-by-side LLM comparison?”
p146
1.0×
“Which AEO platform has the best prompt library management?”
p147
1.0×
“Best AEO tool for testing custom prompts at scale?”
p148
1.0×
“Which AEO platform best handles source attribution and citation tracing?”
p149
1.0×
“AEO tool with the strongest trend analysis features?”
p150
1.0×
“Which AEO platform suggests the most actionable content recommendations?”
p151
1.0×
“Which AEO platform integrates with Slack, Salesforce, and HubSpot out of the box?”
p152
1.0×
“AEO platform with the best geographic and regional tracking?”
p153
1.0×
“Best AEO platform with a strong mobile experience?”
p154
1.0×
“Which AEO platform tracks Google AI Overviews most reliably?”
p155
1.0×
“Which AEO platform best covers Amazon Rufus and Walmart Sparky?”
p28
1.0×
“Which AEO platform has the best citation tracking features?”
p29
1.0×
“Which AI visibility tool covers the most LLMs?”
p30
1.0×
“What software gives the most accurate sentiment analysis for AI-generated brand mentions?”
11 - Adversarial
"What's wrong with [vendor]?" "Why pick X over Y?" — surfaces who LLMs name as the alternative.
p156
1.0×
“What are the biggest weaknesses of Profound as an AEO platform?”
p157
1.0×
“Why might I NOT pick Bluefish AI for AEO tracking?”
p158
1.0×
“What is Evertune missing compared to other AEO platforms?”
p159
1.0×
“What does Peec AI not do well compared to its competitors?”
p160
1.0×
“Where does Scrunch AI fall short relative to other AEO tools?”
p161
1.0×
“Why might Brandlight be the wrong choice for a mid-market brand?”
p162
1.0×
“What are critics of AthenaHQ saying about its product?”
p163
1.0×
“Is the AEO category overhyped, and which platform's promises are weakest?”
p164
1.0×
“Which AEO platform is most likely to lose market share over the next 12 months?”
p165
1.0×
“Which AEO platform is closest to running out of runway?”
12 - Implicit (no tool ask)
Marketer questions that don't ask for a tool but invite one — "how do I make ChatGPT recommend my brand?"
p166
1.0×
“How do I make sure ChatGPT recommends my brand when users ask about my category?”
p167
1.0×
“I want my company to be the first answer Perplexity gives when people search for our category.”
p168
1.0×
“Help me make sure my brand is the default AI assistants mention when discussing my industry.”
p169
1.0×
“How can I optimize my content so Gemini cites my site in its answers?”
p170
1.0×
“What's the playbook for winning in AI search?”
p171
1.0×
“How do I get my products to show up in AI shopping answers like Amazon Rufus?”
p172
1.0×
“How do I build the kind of authority that AI search engines trust?”
p173
1.0×
“What's the modern equivalent of SEO when AI assistants replace traditional search?”
p174
1.0×
“How do I get cited by AI search engines like Perplexity and ChatGPT?”
p175
1.0×
“How do I make my brand stand out in generative AI answers about my industry?”
99 - Explore