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AnswerShaper vs Lumenario

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

AnswerShaper compared with Lumenario
DetailAnswerShaper logo AnswerShaperLumenario logo Lumenario
What it doesAI visibility intelligence platform for tracking and optimizing brand citations across ChatGPT, Perplexity, Gemini, and Claude Your 24/7 Growth Team, Delivered as Software
StageStartup Startup
Founded2024 2026
Based inFR IN
Pricing modelNot given Freemium
PricingFree plan available with 1 project and 5 tracked prompts. Starter: $189/month with 1 project, 50 tracked prompts, 10 AEO page generations/month, 10,000 product pages audited. Pro: $589/month with 5 projects, 200 tracked prompts, 50 AEO page generations/month, 50,000 product pages audited. Enterprise Free: Starter plan with 50 daily AI prompts tracked, 1 engine, and 4 Knowledge Nodes a month. Paid plans start at $69/month for Intelligence Basic (150 daily prompts, ChatGPT and Gemini) up to $1,349/month for Pro (90 Knowledge Nodes monthly, 600 daily prompts, 4 engines). Intelligence + Execution p
Key features
  • AI crawler intelligence monitoring GPTBot, ClaudeBot, and Perplexity bots in real-time
  • Citation tracking across 14+ LLMs including ChatGPT, Claude, Gemini, Perplexity, and Grok
  • Dynamic schema injection including FAQPage and Knowledge Graph optimization
  • Competitor visibility benchmarking and Share of Voice analysis
  • Sentiment defender and hallucination detection across AI engines
  • Server-to-server conversion tracking from AI referrals to Stripe and Shopify
  • E-commerce product page audits scanning up to 100,000+ pages
  • Visual AEO tracking for image and diagram citations in multimodal LLMs
  • Brave Search automatic sync for Claude citation optimization
  • AI visibility tracking across ChatGPT, Perplexity, Claude, and Google AI Overviews
  • Daily AI prompt monitoring and competitor recommendation analysis
  • Automated content research, writing, and fact-checking against approved sources
  • Knowledge Node creation as structured, evidence-backed content assets
  • Autonomous CMS with secure subdomain hosting (no IT friction)
  • Automatic internal linking across approved knowledge
  • Social media posting across multiple platforms with brand approval
  • Technical SEO analysis including broken links and indexability
What makes it different
  • Purpose-built for AI era, not traditional SEO bolted on with manual checks and no structured measurement
  • Tracks zero-click generative answers and measures semantic sentiment inside conversational AI models, not just Google's 10 blue links
  • Automatic AI crawler detection and dynamic schema injection in milliseconds for RAG indexing
  • Trust Math engine with 5-tier source authority classification and multi-source anti-hallucination verification
  • Deterministic conversational referral attribution protocol with 1KB cookieless pixel and Server-to-Server webhooks to Stripe and Shopify
  • Human control over every brand claim with required approval before publishing
  • No website changes required; publishes to brand-controlled subdomain with zero IT friction
  • All published pages and data remain with the brand even if cancelled
  • Autonomous end-to-end system from discovery through measurement, not just visibility reporting
  • Knowledge Contribution Model scores every claim for novelty, evidence, and usefulness before publishing
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)2 −1 (down) since last check26 no change since last check
Trust Flow (Majestic)42
Citation Flow (Majestic)1928
Referring domains (Majestic)1064

7 details filled in for both companies.

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