--- source_url: "https://trylumos.ai/?utm_source=openai" title: "Get Cited by ChatGPT, Gemini & Claude | Lumos GEO Platform" mirrored_at: 2026-08-10T13:03:07.582Z host: trylumos.ai cited_in_42a: true mirror_canonical: "https://index.42a.ai/trylumos.ai/index__q__utm_source_openai" --- > **Original source:** https://trylumos.ai/?utm_source=openai [Lumos](https://trylumos.ai/) AI search visibility Our specialized agents monitor ChatGPT, Gemini and Claude, find the buyer-intent prompts where you’re missing, and ship the page edits, schema and content that put you in the answer. Lumos — Dashboard Dashboard Visibility, position and sentiment across all engines Engines![chatgpt](https://www.google.com/s2/favicons?domain=chatgpt.com&sz=64)![gemini](https://www.google.com/s2/favicons?domain=gemini.google.com&sz=64)![claude](https://www.google.com/s2/favicons?domain=claude.ai&sz=64)Last 30 days Visibility ranking #1 Visibility score 60% ↑ 3.8pts Positivity rate 89.6% Visibility60%Position#2.0Sentiment90%QueriesAI Prompts Category:AllAwarenessConsiderationDecision Visibility by category 78 % Awareness 63 % Consideration 13 % Decision Trend AVG 63.3% AI search presence over time Fintual Racional SoyFocus Competitor Leaderboard ![chatgpt](https://www.google.com/s2/favicons?domain=chatgpt.com&sz=64)![gemini](https://www.google.com/s2/favicons?domain=gemini.google.com&sz=64)![claude](https://www.google.com/s2/favicons?domain=claude.ai&sz=64) How you compare across key metrics #BrandVisSentPos 1![](https://www.google.com/s2/favicons?domain=fintual.cl&sz=64)Fintual ChileYou60.0%90#2.0 2RRacional43.8%77#2.6 3SSoyFocus20.0%92#2.6 4CClever2.5%63#3.3 Benchmarks How your brand compares against competitors in AI search Last 7 days Competitive Positioning Y = avg position · X = sentiment · bubble = brands beaten #0.5#2.5#5.50%30%60%100%Avg PositionSentimentFintual ChileRacionalSoyFocusClever 📍Your brand leads in position (#1.1 avg) with 82% sentiment, well ahead of the rest of the competitive cluster.LUMOS SCORE 76 → Prompts 85 prompts · 5 categories GroupedList Visibility (unbranded) Generic prompts that measure whether AI recommends you in category queries. ▸Awareness20 promptsauto-generated ▸Consideration12 promptsauto-generated ▸Decision8 promptsauto-generated ▸SEO Weekly5 promptsauto-generated Positioning (with brands) Prompts that mention your brand and competitors by name. ▸Brand40 promptscustom · seeded Citations Citation distribution by source type and per-brand detail Last 7 days TOTAL 662 Breakdown by source type News & press32% Reviews & blogs26% Social media18% Forums (Reddit, Quora)12% Video (YouTube)8% Owned media4% Citations (7) Evaluation details RankPageCategoriesSource typeMentionedShareCount #1 ![](https://www.google.com/s2/favicons?domain=fintual.cl&sz=64)fintual.cl BrandConsideration Other sourcesMentioned4.44%11 #2 ![](https://www.google.com/s2/favicons?domain=reddit.com&sz=64)reddit.com/r/chile Brand SocialNot mentioned2.82%7 #3 ![](https://www.google.com/s2/favicons?domain=tenpo.cl&sz=64)tenpo.cl Brand Other sourcesMentioned2.02%5 #4 ![](https://www.google.com/s2/favicons?domain=youtube.com&sz=64)youtube.com/watch Brand VideoMentioned2.02%5 #5 ![](https://www.google.com/s2/favicons?domain=bancochile.cl&sz=64)bancochile.cl BrandConsideration Other sourcesNot mentioned2.02%5 #6 ![](https://www.google.com/s2/favicons?domain=bcentral.cl&sz=64)bcentral.cl Brand Other sourcesNot mentioned1.61%4 #7 ![](https://www.google.com/s2/favicons?domain=bancofalabella.cl&sz=64)bancofalabella.cl Brand Other sourcesMentioned1.20%3 Actionables Week of Apr 14 — Apr 30, 2026 ✦ Recommendations this week 2/4 completed technical authority Technical audit found low DOM density (3.0%). Bots reach the page but there is little semantic HTML. Contributes to 0.05% visibility and 0.78% citation share. ↗ Alto·ModeradoPending awareness Awareness visibility holds at 87% in the last 5 runs, but Racional reaches 27.5% and SoyFocus 17.5% on Santiago queries. We generated a blog post "investing in Santiago: 2026 comparison" with local data and internal links to /fondos to close that gap. ↗ Alto·ModeradoCompleted awareness Extremely low citation share (0.78%) with average position 1.52: third-party sources do not validate the brand in Mexico. We generated a comparative guide, ready to publish and engineered to be cited by LLMs on regional queries. ↗ Alto·DifícilCompleted content We generated a comparative blog post "best apps to invest in Chile 2026" with internal links to /fondos. Ready to publish on WordPress. ↗ Alto·FácilPending View all recommendations → ✦ BLOG POST⋯ Invertir en Santiago: comparativa 2026 1,180 words · ES-CL ArtículoCopy / PublishWordPressMarkdown SUMMARY Guía con datos locales para invertir desde Santiago en 2026: opciones reguladas en Chile, comisiones efectivas, alternativas con foco regional y enlaces internos a /fondos para cerrar la brecha de awareness frente a Racional y SoyFocus. La oferta de inversión en Santiago se concentra hoy en plataformas que combinan fondos diversificados con experiencia móvil simplificada. La pregunta para quien recién parte no es solo qué retorno esperar, sino qué cobertura local y soporte ofrece cada operador. Para este análisis revisamos tres frentes: - Plataformas reguladas por la CMF con presencia local en Chile. - Comisión efectiva y monto mínimo para empezar desde Santiago. Pages to improve Technical audit of your site, sorted by score fintual.mx · 15 pages PageScoreWordsCitesOriginP/W/F Compara Smartcash, Finsus, Supertasas, Apart… https://fintual.mx/alternativas-inversion 2062012cited1/2/7 Cómo podrías obtener saldo a favor del SAT… https://fintual.mx/descubre/como-obtener-saldo… 3898033cited3/0/6 ¿Qué es el perfil de riesgo, tipos y por qué… https://fintual.mx/descubre/que-es-el-perfil… 3074018cited1/4/5 ¿Cómo invertir en acciones? – Fintual https://fintual.mx/como-invertir-en-acciones/ 33118022cited2/3/5 Qué es un fondo de inversión y cómo invertir… https://fintual.mx/fondos-inversion 38132072cited3/2/5 PPR o Afore: ¿cuál me conviene y cuándo… https://fintual.mx/descubre/ppr-o-afore… 4186018cited3/1/5 Cómo funciona Fintual México: te lo explicamo… https://fintual.mx/como-funciona 43105080cited4/1/5 Opiniones – Fintual https://fintual.mx/opiniones 45149033cited4/1/5 Cómo funciona Fintual México: te lo explicamos – Fintual https://fintual.mx/como-funciona × Score 43 Words 0 Citations 80 P/W/F 4/1/5 6 issues shown · 4 passing hidden CRITICAL · fix these first1 WARN Title tag Make sure the title tag exists, has the right length (40-60 characters) and includes the primary keyword. HIGH · important for visibility3 FAIL Heading hierarchy Make sure there is exactly one H1 and at least two descriptive H2 headings. SEO Visibility fintual.cl · last updated 27/04/2026 90d Impresiones 1,889 ↑ 142% Clics 658 ↑ 38% Est. value $128k ↑ 22% Keywords 38 ↑ 12 CTR 1.42% Acquisition Funnel Impressions 1,889 › Clicks 658 → 34.8% › ![chatgpt](https://www.google.com/s2/favicons?domain=chatgpt.com&sz=64)ChatGPT visits 124 → 18.8% › ![gemini](https://www.google.com/s2/favicons?domain=gemini.google.com&sz=64)Gemini visits 76 → 11.6% Clicks and impressions Last 28 days Clicks 658Impressions 1,889 14801 abr14 abr28 abr OUTCOMES ## Customers fix what shows up in AI — then watch the rank climb. Aggregate results across our first cohort of LatAm growth teams. 2.4× lift in AI mention rate within 6 weeks of shipping the first backlog +38% organic clicks from Google as schema and citability fixes compound on SEO <48h from signup to action plan a real backlog with owners, not a dashboard 12× cheaper than a GEO agency and you keep the artifacts when you cancel \* Across the first 50 brands on Lumos · LatAm cohort · Q1–Q3 2026 WHAT IS GEO ## Google is no longer the only funnel. Generative Engine Optimization (GEO) is what SEO was in 2005: a shift in how people discover brands. 60% of B2B buyers now start research inside an LLM. If ChatGPT doesn’t mention you, you don’t exist. 60% of B2B buyers start research in an LLM Gartner, 2025 3× more likely to convert when cited by AI Bain & Co. ≈25% of Google queries now drop to zero clicks SparkToro TRUSTED BY ## Brands that have trusted us AGENTS ## Specialized agents working for you in the background. From the moment you connect, Lumos runs specialized agents: ones that map your category, ones that read every AI response, ones that ship the content that earns citations. 01 ### Strategy Agents Understand what your company sells, generate buyer-intent prompts, and identify the competitors you should watch. generating prompts ›\[EN\]"best ai visibility tool" ›\[EN\]"how to appear in ChatGPT" ›\[ES\]"mejor plataforma GEO Latam" 02 ### Intelligence Agents Read every AI response. Track citations, context, and sentiment to benchmark your market position week after week. reading responses ![chatgpt](https://www.google.com/s2/favicons?domain=chatgpt.com&sz=64)ChatGPT#2 72% ![gemini](https://www.google.com/s2/favicons?domain=gemini.google.com&sz=64)Gemini#4 42% ![claude](https://www.google.com/s2/favicons?domain=claude.ai&sz=64)Claude#1 91% 03 ### Content Agents Understand current context, draft and structure content automatically, to improve your visibility and competitive positioning. Generating Blog post 0:08 Research Outline Draft Edit Schema QA REVIEWS ## Rated 5.0 across verified reviews on Capterra and G2. Lumos has a 5.0 average rating from operators across automotive, real estate, finance, health, and cosmetics, on Capterra and G2. HOW IT WORKS ## A self-improving loop. Lumos closes the gap between watching the rank and actually moving it. Each cycle ships content and edits, then proves the lift on the next run. LumosVISIBILITY LOOP01 / 04 01NOW ### Monitor 80+ buyer-intent prompts run across ChatGPT, Gemini and Claude. ChatGPT80 prompts Gemini80 prompts Claude80 prompts 02IDLE ### Diagnose Where you lose share, who outranks you, and which sources AI cites instead. SoV by competitorgap: −18pt 03IDLE ### Generate AI drafts the article, FAQ, schema and page edits that close each gap. ✎\# How APV works in 2026 ✎Compare APV plans across… ✎FAQ · 6 questions ⟨/⟩Schema: FinancialProduct 04IDLE ### Ship Hand off to your team. Each fix is assigned an owner and measured on the next run. Schema on /fondosDEV APV explainer postCONTENT Pitch df.clPR PLATFORM ## Everything you need to win in AI search. From the first prompt to the engineer ticket — Lumos gives marketing, content and SEO teams a single source of truth for how AI describes your brand. 01 · VISIBILITY See where you stand. ### Visibility score A single number that tracks how often AI recommends you for unbranded category prompts. Updated daily. 38%+6 pts this week ### Position distribution See whether AI cites you #1, top-3 or buried — across every prompt and every model, every day. ### Sentiment & themes Topic-level breakdown of what AI says about you. Surfaces the recurring complaints buried in long answers. 62% pos28% neu10% neg ### Search queries See every query the model fired off mid-answer. The new keyword research, straight from the LLM. "best mutual fund chile"12 "fintual vs btg"7 "apv más barato"4 02 · BENCHMARKS Measure against competitors. ### Head-to-head matrix Win-rate against every competitor on every prompt. Click any cell to see the exact answers and why you lost. ### Positioning chart Visibility vs. positivity, plotted against your set. Spot leaders, challengers and brands with reputation problems. ### Competitor profiles Auto-built profile per competitor: top sources, dominant themes, fact gaps you can exploit. F Fintual32% B BTG24% S SURA18% ### Share of voice by category Awareness, consideration and decision queries broken out separately. Different funnels, different fights. #3was #5 in awareness 03 · ACTIONABLES Know what to fix. ### AI-generated recommendations Each weekly run produces a prioritized backlog with impact, ease, owner and the gap it closes. No more "do better SEO". 124 high-impact open this week ### Page-level analysis Every page on your site scored for citability: schema, freshness, authoritativeness, structure. Drill in for the exact fix. /pricing 92 /about 71 /blog/apv 54 ### Generated draft content For each recommendation, Lumos drafts the article, meta and FAQ. Export to Google Docs in one click. \# How APV works in 2026 Meta: "Compare APV plans..." Words: 1,420 · FAQ: 6 ### Status & feedback loop Mark items done, ignore or send feedback. The agent learns what fits your brand and re-prioritizes. ✓Add FAQ schema ✓Open GPTBot in robots Author profile page 04 · INTEGRATIONS Connect your stack. ### Google Search Console OAuth One-click OAuth. We pull 90 days of clicks, impressions, queries and pages — and merge them with AI visibility. 4.2k+38% ### Site & technical audit Crawler-access checks for GPTBot, ClaudeBot, Google-Extended and OAI-SearchBot. Lighthouse + on-page score per URL. ✓ GPTBot✓ ClaudeBot✓ Google-Ext✕ OAI-Search ### Brand kit A canonical record of who you are and your positioning. Used to generate accurate prompts and to align how AI describes your brand. ✓Founded 2018 ✓AUM: $1.2B ✓CMF regulated ✕HQ: Mexico City ### API & weekly digests Pipe scores into Looker, Notion or Slack. Or just get a Friday email a CMO can read in 90 seconds. GET /v1/visibility { "score": 38, "rank": 3 } INTEGRATIONS ## Plug into the data you already have. Lumos is more useful when it sits next to your existing analytics. Start with Search Console — more coming. Google Search Console● CONNECTED One-click OAuth. Lumos imports 90 days of clicks, impressions, queries and pages — and merges them with your AI visibility data. CLICKS 4,218+38% IMPR. 92.4k+22% CTR 4.6%+0.4pt POS. 12.3−1.4 Google clicks vs. AI visibility GoogleLumos Lighthouse + on-pageLIVE Performance, accessibility and SEO score per audited URL. GPTBot / ClaudeBot / Google-ExtendedLIVE Crawler-access checks across every major AI bot. Google Docs exportLIVE One-click export of generated articles and briefs. Slack digestsSOON Weekly visibility recap delivered to your channel. HubSpot & SalesforceSOON Attribute pipeline to AI-sourced traffic. EXAMPLE REPORT ## A PDF your CEO will actually read end-to-end. Every week you get an executive brief: 6 pages, conclusions first, evidence after. No dashboards to learn. - ✓1-page executive summary - ✓Per-model rankings + movement - ✓Verified vs false facts - ✓Prioritized GEO backlog Lumos · AI Visibility ReportWeek 42 · 2026 EXECUTIVE SUMMARY Fintual regained #1 in ChatGPT for "best mutual fund in Chile" after 3 weeks at #2. Share of voice climbed 6.2 points. Driver: new rankia.cl article now cited by ChatGPT in 74% of runs. SoV 47% +6.2 Avg pos 1.8 \-0.3 Sentiment +0.62 +0.08 TOP 3 ACTIONS 1.Update rankia.cl pitch page — add TER tableDEV 2.Fix schema.org/FinancialProduct on /fondosDEV 3.Pitch df.cl on quarterly returns anglePR 01 / 06Lumos · confidential PRICING ## Three plans. All ship a backlog in 48 hours. Health Check $49 one-time Your top 8 fixes to start showing up in ChatGPT. In 48h. - ✓20 prompts tested - ✓1 AI model (you pick) - ✓1 competitor tracked - ✓Email report with prioritized fixes [Create account](https://trylumos.ai/signup) Most popular Growth $250 / month Daily monitoring and a fresh backlog of fixes every week. - ✓60 prompts tracked daily - ✓ChatGPT + Gemini + Claude - ✓3 competitors tracked - ✓Google Search Console integration - ✓Weekly alerts + citation tracking - ✓Generated drafts → Google Docs [Create account](https://trylumos.ai/signup) Pro Custom For portfolios, groups, and enterprise teams. - ✓Everything in Growth - ✓Multiple brands or business lines in one dashboard - ✓Weekly meetings with your team - ✓Custom executive reports for leadership - ✓Dedicated account manager - ✓SLA with guaranteed response time [Schedule a call](https://calendar.app.google/PqXWqLuBhE9UNYky9) FAQ ## Questions you’re already asking. AEO (Answer Engine Optimization) optimizes your content so that answer engines like ChatGPT, Gemini and Claude cite you as a source. GEO (Generative Engine Optimization) goes further: it structures your brand identity so the models understand, trust and recommend you across the queries that matter in your category. Lumos covers both layers in one product. We monitor citations and responses, and ship the technical and content fixes that build the semantic authority the models reward. LLMs do not expose a 1-to-100 ranking, and the same query can return different answers depending on context, language or user history. That is why 94% of brands have no clear read on how ChatGPT, Gemini or Claude perceive them. Lumos builds its own score from standardized, reproducible prompts per industry, mention frequency and ranking position, sentiment by topic and competitive analysis. Every week you see a verifiable delta in your Lumos Score. LLMs do not crawl your site the way Google does. They build their knowledge from thousands of sources: specialized articles, entity databases, sectoral media and high-authority documents. If your brand has ambiguous definitions, outdated data or weak referential authority, the models ignore you or describe you incorrectly. Lumos audits the coherence of your knowledge graph, identifies gaps across platforms (LinkedIn, Crunchbase, sector media, your site) and ships the fixes so the models recognize you as a clear, citable entity. We track five metrics weekly: Share of Voice (mention frequency vs competitors), average ranking position inside each response, sentiment per topic, citation share (which sources the AI uses to talk about you), and prompt coverage (how many buyer-intent queries you actually appear in). Each metric has a delta vs the previous week. SEO tools monitor Google rankings and keyword positions. A GEO tool like Lumos monitors how ChatGPT, Gemini and Claude describe and cite your brand inside their answers, where your buyers now start research. Different channel, different mechanics: SEO works on keywords and links, GEO works on entities, citations and semantic authority. Your first GEO report lands in 48 hours. Ranking and citation shifts inside AI typically show 2 to 4 weeks after executing the prioritized GEO backlog (page edits, structured data, FAQs, off-page signals). The compounding effect is visible in 8 to 12 weeks. We start from your category, competitors and market. We generate 80+ real buyer-intent prompts (informational, comparative, transactional) in the buyer language of each market, and validate them with you before monitoring. Standardized and reproducible prompts are what makes the GEO score comparable week over week. Lumos shows you exactly which claim appears, in which model, and from which source the AI pulled it. From there you can decide what to correct in your own properties or contest with the publisher. Fixing false claims is part of the standard GEO backlog, since hallucinations directly hurt citation share and sentiment. Yes. The Lumos AI Health Check is a one-time $49 delivered in 48h. The Growth plan is month-to-month, cancel any time. No annual lock-in is required to access the full GEO platform. ## Stop losing customers to a competitor’s answer. See your first 3 fixes free. We deliver the full action plan in 48 hours — no credit card.