See where AI answers are shrinking your SaaS shortlist.
Lucid shows where ChatGPT, Perplexity, and Google AI recommend competitors first, which prompts still matter, what proof AI can defend, and what to ship next.
Trusted by growing brands
and 200+ more brands analyzed
The operating view for AI-driven discovery.
Overview combines score by engine, prompt demand, cited-source mix, competitor ranking, truth signals, and business value so growth teams can see where the shortlist is slipping.
Start free trialMeasure recommendation share by engine, prompt, and competitor
See score by engine, visibility details, cited source mix, prompt volume, competitor ranking, missed traffic, and business value from one screen instead of piecing together point tools.
Turn truth gaps into directives you can publish and verify
Move from blockers to action briefs, /llms.txt drafts, release-note suggestions, publication checks, and proof payoff instead of stopping at a static diagnostic.
Built around the new Lucid workflow.
Measure, diagnose, publish, verify, and learn from the result. No static audit pretending to be an operating system.
Open LucidDeep analysis
Go past a score. Map market position, causal drivers, visibility rules, and the specific narratives competitors already own.
Truth layer + AI readiness
See what AI can defend today, which sources shape the answer, what still looks risky, and where better proof or technical fixes should land.
Visibility details
Read the top-1 gap, citation pull-through, and the exact URL signals that explain why your product gets named or skipped on the shortlist.
Directive loop
Ship better proof, verify it live, and keep a measured history of what is under observation and what already pays off.
WeneededareliablewaytoreporthowAIsearchrepresentsourbrand.LucidgivesusconsistentmetricsandaclearviewofhowLLMsframeusacrossengines.
More than monitoring.
A publish-and-verify loop.
Lucid helps teams measure AI visibility, understand what AI can defend, publish the right proof, and verify when it lands live.
Get started nowTruth Layer
See what AI can already defend about your brand, what still looks risky, and which proof gaps matter most.
Claim-level signal instead of generic brand sentiment.
AI readiness audit
Surface technical blockers, generate a real /llms.txt draft, and verify publication without leaving the workspace.
Quick fixes, live checks, and readiness you can act on.
Directive loop
Ship action briefs, publish better proof, verify it live, and keep a measured history of what is already paying off.
Action briefs, release-note cues, publication checks, and run history.
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 Lucid
Lucid measures how often your brand appears in AI answers, how prominently it is positioned, which competitors take the recommendation, what sources shape the answer, and how much demand sits behind the prompts you track.
Ready to recover shortlist share in AI answers?
Open the Lucid workspace and move from baseline visibility to a verified action loop.