Marketing intelligence to win in AI-driven SaaS discovery.
See where your product appears in AI answers, where competitors win, and which pages to build or improve to be recommended.
Trusted by growing brands
and 200+ more brands analyzed
Scale your presence, not your workload
Lucid is the full-stack marketing intelligence platform for the SaaS of the future. Understand, analyze, build, and measure with the metric that matters.
Start free trialPrompt Volumes
See what millions of people ask AI, and align your strategy with real demand. Track the prompts that drive discovery in your category — and find the gaps your competitors miss.
Competition Engine Insights
See how AI represents your brand against your competitors. Track presence rates across ChatGPT, Perplexity and Gemini — and watch your position evolve over time.
Every tool to win in AI discovery
From root-cause diagnosis to prioritized action plans — Lucid Engine gives you the full stack to understand, fix, and grow your AI visibility.
Try it freeAI Diagnostic
Root cause analysis with priority clustering. See exactly why AI doesn't recommend you — and which competitors win instead.
Content pages lack a structured FAQ.
Pages containing tables are 2.3× more likely to be cited by ChatGPT (~30% vs ~13% of comparative pages).
Source: Nectiv DigitalAdd FAQ criteria
Product pages
Add FAQPage JSON-LD
Product pages
Action Plan
Prioritized actions with effort vs impact scoring. Know exactly what to fix first for maximum visibility gain.
Buying Intent
Classify every AI prompt by purchase intent. Spot high-converting queries and build content that captures demand.
Source Explainability
See which websites influence AI answers about your brand. Track editorial coverage, UGC reviews, and competitor citations.
r/running discussion - Best running shoes 2025
Trustpilot
Allbirds Customer Reviews - 4.3★ (8,420 reviews)
NY Times
Wirecutter - Best Running Shoes Guide
TechRadar
Running Shoes Comparison 2025
GQ
Running Sneaker Trends & Style Guide
WeneededareliablewaytoreporthowAIsearchrepresentsourbrand.LucidEnginegivesusconsistentmetricsandaclearviewofhowLLMsframeusacrossengines.
We don't just show you a score.
We tell you exactly what to fix.
Most AI visibility tools stop at monitoring. Lucid gives you a prioritized action backlog — so you know what to fix first.
Get started now+120 scoring rules
Built from scientific research, industry benchmarks, and real-world brand data. Every score is grounded in evidence, not guesswork.
Peer-reviewed methodology. No black box.
Updated every week
New AI models ship constantly. Our rules evolve with them — so your scores always reflect how today's models actually rank brands.
Rules auto-adapt to model updates.
Action Backlog
Don't interpret dashboards. Get a ranked todo list: what's blocking your visibility, what to fix first, expected impact.
Prioritized P0 / P1 / P2 with effort & impact estimates.
Discovery now happens through AI search
If you're invisible in AI responses, your competitors are capturing clients you'll never reach.
Don't wait — start now94%
of B2B buyers use AI during their buying journey
6sense · 3,974 buyers · 2025
#1
AI is now the top source influencing vendor shortlists
G2 Buyer Behavior Report · 2025
47%
of tech buyers start their research on an AI assistant — before Google
Treble/Censuswide · 300 CIOs · Dec. 2025
Frequently asked questions about GEO
GEO is the practice of optimizing your digital presence to be recommended by AI engines like ChatGPT, Perplexity, and Google AI Overviews. Unlike traditional SEO which targets search result rankings, GEO focuses on being cited in AI-generated answers. Learn more about GEO →
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Join the brands that are getting ahead of their competitors.