{"uid":"cap_ZvxKY78RmfMzGJ6hp_0Ew","slug":"top-gun-geo-lens-brand-visibility-auditing-for-llms-04c2120c","name":"TOP GUN GEO-Lens Brand Visibility Auditing for LLMs","description":"TOP GUN GEO-Lens audits how brands appear across LLMs, AI search, answer engines, and recommendation systems.","url":"https://top-gun-mcp-server.vercel.app/api/v1/audit?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","required":["brand","query"],"properties":{"brand":{"type":"string","description":"The company or brand name"},"query":{"type":"string","description":"The AI search prompt or discovery category"},"competitors":{"type":"array","description":"Optional competing brands to compare against"}}},"responseSchema":{"type":"object","required":["score","label","citations","llmIndexStatus","recommendations","searchedAt"],"properties":{"label":{"enum":["Strong","Moderate","Weak","Not Found"],"type":"string"},"score":{"type":"number","maximum":100,"minimum":0,"description":"Visibility score (0–100)."},"citations":{"type":"array","items":{"type":"object","required":["url","title","snippet"],"properties":{"url":{"type":"string","format":"uri"},"title":{"type":"string"},"source":{"enum":["brave","exa"],"type":"string"},"snippet":{"type":"string"},"position":{"type":"integer","minimum":1}}}},"searchedAt":{"type":"string","format":"date-time"},"llmIndexStatus":{"type":"object","required":["braveIndexed","exaIndexed","estimatedReach"],"properties":{"exaIndexed":{"type":"boolean"},"braveIndexed":{"type":"boolean"},"estimatedReach":{"enum":["High","Medium","Low","Unknown"],"type":"string"}}},"recommendations":{"type":"array","items":{"type":"string"}}}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"1.5","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":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$1.5/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"1.5","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"1.5","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_P6zwKJwIavIO7swoo58Ee","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"1.5","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Audits how a brand appears across LLMs, AI search engines, and answer engines, returning a visibility score, citation list, index status, and recommendations.","exampleAgentPrompt":"Can you audit how 'Acme Analytics' shows up in AI search — run a GEO-Lens visibility check for the query 'best business intelligence tools' and compare it against competitors Tableau and Power BI?","exampleUseCases":null,"resultDescription":"Returns a visibility score from 0–100 with a label (Strong/Moderate/Weak/Not Found), a list of citations (URL, title, snippet, source, position) from Brave and Exa, an LLM index status indicating whether the brand is indexed on Brave and Exa with an estimated reach level (High/Medium/Low/Unknown), a list of actionable improvement recommendations, and the timestamp of the audit.","failureModes":["Brand name not found in any LLM index — returns score 0 and label 'Not Found'","Query too vague returns low-confidence results with generic citations","Competitor names misspelled result in inaccurate comparison","Brave or Exa API unavailable causes partial index status with Unknown reach","Payment of 1.5 USDC not completed causes 402 Payment Required error"],"whenToPreferThis":"Use this endpoint when you need a structured, scored audit of a brand's presence specifically within LLM and AI search contexts (generative engine optimization), not just traditional SEO. Prefer this over generic search APIs when you want citation-level evidence of AI visibility, index status across Brave and Exa, and actionable GEO recommendations in one call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T06:38:03.553Z","isFirstParty":false,"canonicalSlug":"top-gun-geo-lens-brand-visibility-auditing-for-llms-04c2120c"}