
Overall Score
0
of AI companies
by LUCID ENGINE SAS🇫🇷
Analyze, optimize and protect your visibility in the new generative AI ecosystem.
Lucid Engine is a tool designed to optimize and protect online visibility in the modern AI-driven ecosystem. It works by enabling users to analyze and strengthen their performance on various AI search platforms such as ChatGPT, Perplexity, and Google AI. The tool provides insights into visibility me...

Overall Score
0
of AI companies
Overall Score
0
GitHub Stars
—
Monthly Visits
0
Community Rating
4.2
Lucid Engine is a tool designed to optimize and protect online visibility in the modern AI-driven ecosystem. It works by enabling users to analyze and strengthen their performance on various AI search platforms such as ChatGPT, Perplexity, and Google AI. The tool provides insights into visibility me...
Latest detected signals across traffic, developer activity and community mentions.
Indexed by indexator.ai
Lucid Engine Monitoring
89 USD
No signup before result
Free
One-shot snapshot
$29
/ one-time
Main plan
$89
Lucid Engine continuously tracks how your brand appears in AI-generated answers across ChatGPT, Perplexity, and Google AI Overviews. See where you’re mentioned, which competitors are recommended instead, and how your visibility evolves over time. Get ongoing alerts, competitive tracking, and a p...
Get notified when score, traffic, GitHub or community signals change.
Latest detected signals across traffic, developer activity and community mentions.
Indexed by indexator.ai
Six signals, each 0–100, blended into the overall by their listed weight.
Generated from public signals and search intent.
Each dimension is weighted (traffic 20% · community 25% · growth 15% · momentum 15% · innovation 10%) and combined into the overall.
One-shot snapshot
$29one-time
Main plan
$89/ mo
Saves
42.8K
Rating
4.2
5 reviews
Views
2.7K
Category
AI visibility
Pros · 26
Cons · 5
Rating distribution
User reviews · 2
Young and promising tool, love the grounded query prompt volume, less expensive than more of the leaders but a bit less mature. good for solo or small business
Supported features
Release history · 4+
New: one-shot snapshot plan for makers Between February 25, 2026 and March 11, 2026, we shipped a set of upgrades focused on activation, reliability, and retention. Added a one-shot snapshot offer for indie makers and micro-SaaS. New affordable plan starting from 19$ The snapshot provides a one-time AI visibility check with no subscription. The goal is to offer a fast first diagnostic before upgrading to full monitoring. Maker one-shot report You can now unlock a true one-shot Lucid report designed for makers and indie builders. The flow is faster to access, easier to understand, and built to lead naturally into ongoing monitoring. Smoother maker checkout We improved the full maker checkout experience: cleaner redirects, fewer broken states, better guest handling, and more resilient recovery when a run does not start correctly on the first try. Clearer upgrade experience We added a stronger upgrade journey for maker users, with better preview states, clearer locked sections, and a more structured path from one-shot value to recurring monitoring. Truth Layer persistence Truth Layer insights are now better persisted across the product experience, making the analysis feel less ephemeral and more operational over time. Linear closed loop Lucid now connects action planning more tightly with execution. Actions sent to Linear can later be measured against weekly runs once the work has actually shipped. More reliable live measurement We improved live run feedback across the app, including progress counters, engine-level progress behavior, and automatic refresh of derived cards after completion. Pause subscription flow Users can now pause a subscription instead of going straight to cancellation, which creates a better retention path for teams that want to step back temporarily. Expanded GEO research pipeline Google Scholar is now included in the GEO research pipeline, expanding the source base Lucid can use for research workflows. Stronger maker follow-up We shipped better upsell and follow-up logic for maker users, including onboarding preview improvements and a more structured post-purchase sequence.
What's New in Lucid Engine — Feb 2026 Prompt Volume — Discover the SEO Behind Every AI Prompt New tab in the dashboard: see the real search volume behind each AI prompt. Every prompt is now matched to actual Google search queries, with monthly volume data and historical trends. Understand which AI conversations carry the most organic search potential. Automated GEO Recommendations Lucid Engine now continuously analyzes how generative AI engines perceive your brand and automatically surfaces new optimization opportunities in your dashboard — no manual research needed. SEO Actions in the Action Plan Your Action Plan now includes targeted SEO actions based on which sources are influencing AI answers about your brand. Each action comes with a clear priority and tracks your progress. Top Influencing Sources — Now Based on Real Citations The sources shaping your AI visibility are now identified from actual AI citations, not estimates. Each source is tagged by type (UGC, Editorial, Review, Competitor) so you can prioritize your outreach. More Accurate Competitor Detection Fewer false positives, more relevant competitors. The detection system now verifies each competitor against real web data, so your competitive landscape is cleaner and more actionable. Faster & More Reliable Pages load faster and API responses are more consistent across the board. We've eliminated a class of timeout issues that could cause slow loads on the dashboard. Smoother Login & Onboarding No more unexpected logouts, loading spinners, or blocked steps during onboarding. Sessions last longer and the entire signup-to-dashboard experience is seamless.
ad on AI visibility. We generate a polished LinkedIn-ready infographic you can share with your team or audience. Great for competitive pitches. See exactly where AI engines cite you The new Sources drawer shows every URL that AI engines reference when they mention your brand. Spot which pages drive your visibility — and which ones need work. Track competitors over time Competitor history charts are now available from your very first analysis. Watch how your competitors' AI visibility evolves week over week, filtered to show only real brand-type competitors in your space. One-click PDF export Export your full visibility report as a clean PDF. Perfect for sharing with clients, stakeholders, or your marketing team. Your analysis is now bulletproof Two big reliability upgrades: Resilient onboarding — Your brand data, personas, and prompts are now saved server-side the moment you check out. Even if you close your browser after payment, everything is preserved and your first analysis launches automatically. 4-layer retry system — Every analysis is now guaranteed to complete. We detect stuck runs, auto-retry failed items, and send you a welcome email when your first results are ready. Quality of life Forgot password flow — Reset via magic link, quick and secure Unified design system — Consistent look across all pages, better contrast, keyboard navigation support Dynamic pricing — Prices adapt to your country automatically Faster brand analysis — Persistent browser pool makes onboarding analysis ~2x faster
Initial release of Lucid Engine.
Q&A · 30
Lucid Engine is a specialized tool that leverages AI for search optimization. It is deliberately created to enhance a brand's presence across different AI search engines including ChatGPT, Perplexity, and Google AI. It performs sentiment analysis, identifies influential factors for AI recommendations, and measures citations to provide insightful information that can be used to augment a brand's visibility.
The 'Visibility Audit' feature of Lucid Engine allows users to audit their brand's visibility across AI search engines. It depicts where the brand appears and where it's not appearing in the AI search results. This feature aids users in understanding the areas in need of attention for improving their presence in AI-driven environments.
The 'Competitor Radar' feature of Lucid Engine identifies the competitors who are being recommended by AI instead of the user's brand. With this feature, users can benchmark their position against competitors and strategize accordingly to protect and enhance their brand visibility.
Yes, Lucid Engine is designed to identify top citation gaps. Audits performed through this tool help users recognize their core citation gaps, enabling them to prioritize areas of strategic importance to increase their visibility score.
The 'Action Backlog' feature in Lucid Engine provides users with a priority list of actionable recommendations that can contribute to immediate improvements in brand visibility. These strategies target the identified visibility hindrances and are categorized based on their expected impact level, aiding users to focus on the most critical actions first.
Alternatives — peer set
See the visitors ChatGPT sends you — they convert 4x
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Monitor brand presence in AI search and optimize visibility.
This tells you which queries you can win and what to make.
Control how AI search engines see your brand
Get found by AI, chosen by shoppers.
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Top 10 in Search & Research.
<iframe src="https://indexator.ai/api/embed/leaderboard?category=Search%20%26%20Research" width="300" height="400" frameborder="0" style="border:none;border-radius:8px"></iframe>Thank you for this comment, always free to help if you have any suggestion