{"uid":"cap_k8XSjyCi_zQ1F4WN0MAH5","slug":"marketpulse-llm-visibility-scorer-d90b75b9","name":"MarketPulse LLM Visibility Scorer","description":"Does ChatGPT, Claude, Gemini or Google AI Overviews even know this brand exists? Assesses current AI-answer visibility, scores the specific factors driving LLM citation, and returns quick wins plus a six-week plan to improve it, for a given brand and/or topic. Worldwide. For marketing and answer-engine-optimization agents.","url":"https://marketpulse.theaslangroupllc.com/api/market/llm-visibility?utm_source=zero.xyz","method":"GET","headers":{},"bodySchema":{"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema","required":["input"],"properties":{"input":{"type":"object","required":["type","method"],"properties":{"type":{"type":"string","const":"http"},"method":{"enum":["GET","HEAD","DELETE"],"type":"string"},"queryParams":{"type":"object","properties":{"lang":{"type":"string","description":"Language to respond in — defaults to English"},"brand":{"type":"string","description":"The brand to assess AI-answer visibility for — provide brand and/or topic"},"topic":{"type":"string","description":"The topic or category to assess AI visibility within — provide brand and/or topic"}}}},"additionalProperties":false},"output":{"type":"object","required":["type"],"properties":{"type":{"type":"string"},"errors":{"type":"object","description":"Documented error responses, keyed by HTTP status code","additionalProperties":{"type":"object","required":["description"],"properties":{"example":{"type":"object"},"description":{"type":"string"}}}},"example":{"type":"object"}}}}},"responseSchema":{"type":"json","errors":{"400":{"example":{"error":"invalid request"},"description":"Invalid or missing parameter(s). Returned before the payment gate on paid requests, so a malformed call is never charged. JSON body: { error: <what is wrong and how to fix it> } plus usage hints."},"402":{"description":"Payment required — x402 v2 challenge; the accepts array lists scheme, network, and amount. Retry the same request with a PAYMENT-SIGNATURE (v2) or X-PAYMENT (v1) header. Verification is free."},"500":{"example":{"error":"upstream_failed"},"description":"Unexpected server error. If a payment settled without a usable result, contact info@theaslangroupllc.com with the settlement tx hash for a re-run or credit."}},"example":{"disclaimer":"AI citation patterns change frequently. Re-assess monthly as LLM training and retrieval methods evolve.","quick_wins":[{"action":"Add an FAQPage schema block to the service page","effort":"low","how_to":"Mark up the 5 most common customer questions with FAQPage schema","impact":"medium"}],"eat_signals":{"expertise":"Add technician credentials and years-in-business","trustworthiness":"Display licensing info and verified reviews prominently","authoritativeness":"Earn citations from local news or trade directories"},"amazon_search":"The Art of SEO by Eric Enge","schema_markup":{"why":"Structured data helps AI systems extract and attribute answers","priority_pages":"Homepage and primary service pages","recommended_types":["FAQPage","LocalBusiness"]},"six_week_plan":[{"week":"1-2","action":"Publish FAQ page with schema markup"},{"week":"3-4","action":"Add pricing transparency page"}],"competitor_gap":"Top local competitors publish pricing ranges directly on their sites, which AI systems favor when answering cost questions","why_it_matters":"AI Overviews and chat assistants increasingly answer local-service queries before a user ever clicks a search result","llm_citation_factors":[{"score":"low","factor":"Structured FAQ content answering direct customer questions","what_to_do":"Publish a dedicated FAQ page with question-form headings"}],"visibility_assessment":"Low — no evidence this brand is currently surfaced in AI-generated answers for its core service category","content_types_ai_favors":["Direct-answer FAQs","Step-by-step how-to content","Pricing transparency pages"]}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.15","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":{"p10Cents":"15.0000","medianCents":"15.0000","p90Cents":"15.0000","minCents":"15.0000","maxCents":"15.0000","p95Cents":"15.0000","sampleCount":1,"varies":false,"failureChargeRate":1},"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.15/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.15","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.15","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_qbYIdeGVdnAjNI40YCXIq","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.15","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Assesses how visible a brand or topic is in AI-generated answers (ChatGPT, Claude, Gemini, Google AI Overviews), scores the factors driving LLM citation, and delivers quick wins plus a six-week improvement plan.","exampleAgentPrompt":"Can you check how visible Acme Coffee Roasters is in ChatGPT, Claude, Gemini, and Google AI Overviews — score what's driving or hurting our LLM citations and give me quick wins plus a six-week plan to improve it?","exampleUseCases":[{"title":"Competitive AI visibility analysis","prompt":"Our startup keeps losing to competitors in AI assistant mentions — can you score how we stack up against them in ChatGPT and Claude, show me what factors are holding us back, and map out a plan to close the gap?"},{"title":"Post-launch brand presence audit","prompt":"We just launched a new product line last month and barely show up in AI overviews — run a visibility check across all the major LLMs, tell me what's missing from our citation profile, and give me the fastest wins to get mentioned."},{"title":"Answer engine optimization roadmap","prompt":"I want to shift our marketing focus from Google organic search to AI assistants — can you audit our current LLM visibility, break down exactly why we're underperforming, and build me a six-week strategy to dominate in ChatGPT and Gemini answers?"}],"resultDescription":"Returns an AI visibility score for the brand/topic, a breakdown of specific factors driving or suppressing LLM citation across ChatGPT, Claude, Gemini, and Google AI Overviews, prioritized quick-win actions, and a structured six-week improvement roadmap.","failureModes":["Brand name too generic or ambiguous — results may reflect wrong entity","Topic too broad — returns high-level guidance rather than brand-specific insights","Rate limiting or payment failure via x402 protocol","Brand has no existing web presence — limited data for scoring","Non-English brands may have reduced coverage in some LLM citation analysis"],"whenToPreferThis":"Use this endpoint when you need to specifically measure and improve a brand's presence in AI-generated answers and LLM citations, as opposed to traditional organic search rankings. Ideal for marketing agents focused on answer engine optimization (AEO) rather than classic SEO, or when a client asks why ChatGPT or Claude never mentions their brand.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T12:30:06.748Z","isFirstParty":false,"canonicalSlug":"marketpulse-llm-visibility-scorer-d90b75b9"}