{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:evidence:lumen-q140532633","key":"evidence:lumen-q140532633","kind":"evidence","slug":"lumen-q140532633","canonicalUrl":"https://directory.readyscan.ai/corpus/evidence/lumen-q140532633","machineUrl":"https://directory.readyscan.ai/discovery/corpus/evidence/lumen-q140532633.json","datePublished":"2026-07-29","dateModified":"2026-10-25","materialFingerprint":"fnv1a64:fa42210682beea2a","membershipFingerprint":"fnv1a64:51657228873a4896","relatedEntitySlugs":["lumen-q140532633"],"relatedSurfaceKeys":["buyer_question:lumen-q140532633-answer-2f02f02b03da635ab351","buyer_question:lumen-q140532633-answer-4b9c3b05fce9a9f3aa2e","buyer_question:lumen-q140532633-answer-5edfea6b9d65fcf23095","buyer_question:lumen-q140532633-answer-b25b8b9c6f394e460db3","buyer_question:lumen-q140532633-answer-cec06ff62545b2b3767f","buyer_question:lumen-q140532633-answer-daffa8a7780281e561ba","buyer_question:lumen-q140532633-answer-f3c6f97dd4465996a061"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"lumen-q140532633-content-c2a94b36bac3c432-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q140532633","sourceRevisionId":"Q140532633:content:1ba50c7cb21bf440","sourceContentHash":"fnv1a64:c5353fea12ddfc90","recordRevisionId":"Q140532633:content:1ba50c7cb21bf440","recordContentHash":"fnv1a64:d6b76295c3baa234","sourceCanonicalUrl":"https://getlumen.lat/","sourceModifiedAt":"2026-10-25T02:36:42.280Z","observedOn":"2026-10-25","permission":{"basis":"public_information","evidenceUrl":"https://getlumen.lat/"},"attributionUrl":"https://getlumen.lat/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"Lumen — company guide","summary":"Lumen AI: “Monitor how ChatGPT, Gemini, Google AI Overviews, Claude, Perplexity and Copilot perceive your brand. Measure mentions, ranking, and share of voice in generative AI responses.”","facts":[{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-4f32428ae21017ede9e0","label":"Lumen AI","value":"“Monitor how ChatGPT, Gemini, Google AI Overviews, Claude, Perplexity and Copilot perceive your brand. Measure mentions, ranking, and share of voice in generative AI responses.”","sourceUrls":["https://getlumen.lat/en"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-cec06ff62545b2b3767f","label":"What is GEO and how is it different from SEO?","value":"“SEO optimizes so Google finds you. GEO (Generative Engine Optimization) optimizes so ChatGPT, Gemini, Google AI Overviews, Claude, Perplexity and Copilot recommend you when someone asks about your category. They’re different games: only 8% of the sources ChatGPT cites rank in Google’s top 10 for the same query (Ahrefs, 2025).”","sourceUrls":["https://getlumen.lat/en"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-b25b8b9c6f394e460db3","label":"How does Lumen measure my AI visibility?","value":"“You define prompts that represent how your customers search for solutions (for example, “what’s the best CRM in Argentina?”). Lumen runs them on ChatGPT, Gemini, Google AI Overviews, Claude, Perplexity and Copilot at your plan's frequency and analyzes each answer: whether your brand appears, in which position, with what context, and which competitors are mentioned.”","sourceUrls":["https://getlumen.lat/en"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-f3c6f97dd4465996a061","label":"Can I improve my visibility, or only measure it?","value":"“Both. Beyond monitoring, Lumen generates GEO Actions: it detects what your digital presence is missing and uses AI to draft the content to fix it — articles, FAQs, and technical improvements ready to publish.”","sourceUrls":["https://getlumen.lat/en"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-2f02f02b03da635ab351","label":"Why doesn't ChatGPT mention my business if I have a good website?","value":"“LLMs don't index sites in real time like Google. They build knowledge from training data that includes structured content, external source mentions, and files like llms.txt. A good website helps, but it's not enough without external authority signals.”","sourceUrls":["https://getlumen.lat/en/blog/geo-mexico-ia-no-recomienda"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-4b9c3b05fce9a9f3aa2e","label":"How long does it take to improve my ChatGPT visibility?","value":"“For Mexican businesses actively implementing GEO (FAQ content + external mentions + weekly monitoring), first visible results typically appear between 6 and 12 weeks. Lumen AI tracks your Visibility Score week by week so you can measure progress.”","sourceUrls":["https://getlumen.lat/en/blog/geo-mexico-ia-no-recomienda"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-daffa8a7780281e561ba","label":"Does Lumen AI work for businesses that only operate in Mexico?","value":"“Yes. Lumen AI is designed specifically for LATAM, with full Spanish-language support and prompts configured for the Mexican context. You can monitor queries in Spanish with local terms like \"CDMX,\" \"Monterrey,\" \"factura SAT,\" or your specific industry name.”","sourceUrls":["https://getlumen.lat/en/blog/geo-mexico-ia-no-recomienda"]},{"id":"content-native-digital-agencies-3b33f2710bbdc349-a-5edfea6b9d65fcf23095","label":"What prompts should I monitor if I'm a SaaS company in Mexico?","value":"“Start with category prompts: \"best software [your category] for companies in Mexico,\" \"tools for [function] for Mexican SMBs,\" \"[your function] alternatives in CDMX.\" Then add comparison prompts against your direct competitors. Lumen AI can suggest prompts based on your industry.”","sourceUrls":["https://getlumen.lat/en/blog/geo-mexico-ia-no-recomienda"]}]}