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Overview Discussion 2

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Overview

Socials:

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 metrics like citations, sentiment, and factors influencing recommendations by AI. With Lucid Engine's Generative Engine Optimization (GEO), users can improve their visibility in AI-generated responses.

In addition, Lucid Engine offers a visibility score, revealing top citation gaps to help brands strategize, optimize, and compare themselves with competitors.

The tool also has a sentiment analysis feature that shows how a brand is being discussed or referenced across various sources. Furthermore, Lucid Engine's action backlog functionality assists in identifying critical actions and prioritizing them for maximal impact.

Lucid Engine also offers live tracking of strategic prompts across AI search engines, to ensure that brands can spot changes in their visibility and address any arising issues promptly.

The platform features geo-tracking that shows how results vary by region, and provides instant alerts and a volatility timeline synced with AI model updates to aid brands in staying ahead of changes.

It helps to clarify AI sentiment, shows sources affecting AI responses, and points out the gaps preventing your brand from appearing in AI-generated responses.

Key Features

Ai Visibility Tracking
Competitor Ai Visibility Tracking
Action Plan Kanban Board For Ai Identified Issues

Releases

Lucid Enginev0.3

Lucid Enginev0.2

Lucid EngineInitial

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Lucid Engine v0.3

Feb 22, 2026

Marine Depoorter

wrote:

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.

7 1

Lucid Engine v0.2

Feb 13, 2026

Marine Depoorter

wrote:

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

3 0

Initial release

February 3, 2026

Marine Depoorter

wrote:

Initial release of Lucid Engine.

Author

Marine Depoorter

@marine-depoorter

Founder of Lucid Engine

lucidengine.tech

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Comments(2)

Laetitia

🙏 2 karma

Feb 24, 2026

@v0.3

Rated it

@Lucid Engine

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

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Marine Depoorter

🛠️ 1 tool

Feb 26, 2026

@v0.3

Rated it

@Lucid Engine

Thank you for this comment, always free to help if you have any suggestion

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Prompts & Results

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Pros and Cons

Pros

Visibility Audit feature

Competitor Radar function

Action Backlog tool

Optimizes for ChatGPT

Optimizes for Perplexity

Generative Engine Optimization

Provides visibility scores

Operates live tracking

Offers geolocalized tracking

Identifies citation gaps

Brand sentiment analysis

Citation analysis functionality

Competitor performance comparison

Identifies top influencing sources

Features brand ranking insights

Geographically variant results display

Strategic prompt tracking

Instant brand visibility alerts

Visibility evolution monitoring

Semantic bias insight

Identifies content gaps

Supports multiple e-commerce platforms

Easy setup

Cancellation available anytime

Pricing transparency

Tracks 10K+ Prompts

View 21 more pros

Cons

No APU

No mobile application

No multi-user support

No integration with social media

No immediate alerts for changes

Q&A

What is the Lucid Engine?

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.

How does the 'Visibility Audit' feature of Lucid Engine work?

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.

What does 'Competitor Radar' in Lucid Engine do?

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.

Can Lucid Engine identify top citation gaps?

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.

How does 'Action Backlog' in Lucid Engine assist in improving brand visibility?

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.

What kind of insights does Lucid Engine provide?

Lucid Engine provides a wealth of insights to improve the visibility of a brand in AI-driven environments. This includes a visibility audit providing a visibility score and identifying top citation gaps, insights about direct competitors and their activity, and recommended actions to enhance the brand's visibility performance.

+ Show 34 more

Does Lucid Engine provide geolocalized tracking?

Yes, Lucid Engine provides geolocalized tracking to users. This feature enables the understanding of how AI responses vary by region, therefore providing a comprehensive picture of the brand's performance and sentiment affinity on a more granular geographical level.

How does Lucid Engine contribute in strategic prompt tracking?

Lucid Engine's software tracks strategic prompts across AI search engines on a daily basis. This continuous monitoring enables users to promptly identify any sudden changes that could be affecting their brand's visibility in AI search results.

What are the AI search engines that Lucid Engine works with?

Lucid Engine works with multiple AI search engines. The primary ones it integrates with include ChatGPT, Perplexity, and Google AI.

How does Lucid Engine increase a brand's visibility in AI-driven environments?

Lucid Engine enhances a brand's visibility in AI-driven environments by measuring citations, performing sentiment analysis, and identifying factors that influence AI recommendations. It offers user-friendly, actionable analytics such as visibility score, citation gaps, and competitor performance to develop and refine strategies for brand visibility improvement.

What does the visibility score in Lucid Engine indicate?

The visibility score in Lucid Engine provides an evaluation of a brand's visibility across AI search results. This score represents the brand's presence and can be used to understand its performance in relation to competitors, thereby guiding improvements in visibility strategies.

Does Lucid Engine provide any competitor analysis features?

Yes, Lucid Engine provides competitor analysis features. The 'Competitor Radar' feature identifies direct competitors that AI recommends over the user's brand, allowing users to understand their position relative to their competitors in AI search environments.

Can Lucid Engine identify changes in AI recommendations?

Yes, Lucid Engine can identify changes in AI recommendations. Its daily tracking of prompts across various AI search engines enables the detection of any sudden shifts, helping users adapt their strategies accordingly.

What is AI sentiment tilt in the context of Lucid Engine?

AI sentiment tilt, in the context of Lucid Engine, refers to the shift in AI responses towards or against your brand based on the sentiment reflected on the brand's online content. Trending positive or negative sentiment can significantly affect the brand's visibility in AI generated recommendations.

Does Lucid Engine provide recommendations for immediate impact?

Yes, Lucid Engine provides recommendations for immediate impacts using its 'Action Backlog' feature. The tool ranks these recommendations categorized as P0, P1, and P2, designed for the quickest action and fastest impact.

Does Lucid Engine support SEO for ChatGPT, Perplexity, and Google AI?

Lucid Engine indeed supports SEO for specific AI search engines including ChatGPT, Perplexity, and Google AI. It optimizes a brand's visibility across these AI search engines by identifying factors influencing their recommendations, measuring citations and analyzing sentiment.

What is the recommended process to use Lucid Engine effectively?

To use Lucid Engine effectively, first conduct a visibility audit to understand your brand's current position in AI search engines. Identify competitor standings using 'Competitor Radar'. Recognize top citation gaps, and then focus on actions suggested in the 'Action Backlog', starting with those ranked as having the most immediate impact. Depending on the need, take advantage of the tool's daily prompt tracking and geolocalized tracking options to stay updated with the brand's performance.

What brands have used Lucid Engine?

Lucid Engine is trusted by more than 50+ e-commerce brands. Some of these include Gymshark, Eleven Paris, Cotton Bird, Roche Bobois, and Atlas For Men.

Can Lucid Engine track daily changes across AI search engines?

Yes, Lucid Engine supports tracking of daily changes across AI search engines. This feature allows Lucid Engine to effectively monitor changes and shifts in the exposure of the brand across AI search results.

How reliable is Lucid Engine for tracking an e-commerce brand's performance?

Lucid Engine is a reliable tool for tracking an e-commerce brand's performance. It provides comprehensive insights on brand perception and visibility across major AI search engines. Along with competitor analysis, daily prompt tracking and a dashboard that continually updates with crucial visibility metrics, it is a powerful resource for e-commerce brands wanting to leverage AI for achieving their goals.

What is Lucid Engine?

Lucid Engine is a specialized AI search optimization tool that increases a brand's visibility across AI search engines. It offers users valuable insights by measuring citations, performing sentiment analysis, and identifying factors influencing AI recommendations. It’s capable of conducting audits to generate a visibility score and identifying citation gaps. Users can leverage these insights to optimize their brand's presence in AI-driven environments like ChatGPT, Perplexity, and Google AI.

How does Lucid Engine increase a brand's visibility in AI search engines?

Lucid Engine increases a brand's visibility in AI search engines by analyzing and optimizing various parameters, including citations, sentiment, and factors that influence AI recommendations. Through Generative Engine Optimization (GEO), it facilitates enhancement of a brand's visibility in AI-generated responses. Accessibility to real-time tracking of strategic prompts across AI search engines also helps optimize visibility by enabling brands to identify and promptly address any potential changes or issues.

What tools does Lucid Engine offer for AI search optimization?

Lucid Engine offers a variety of tools for AI search optimization. This includes a 'Visibility Audit' that reveals a brand's visibility status, a 'Competitor Radar' for identifying competing brands that AI recommends instead, and an 'Action Backlog' for prioritizing immediate impactful actions. It also includes features like live tracking of strategic prompts across AI search engines, geolocalized tracking for region-specific insights, and instant alerts synced with AI model updates.

What does Lucid Engine's 'Visibility Audit' feature do?

The 'Visibility Audit' feature of Lucid Engine helps users understand exactly where their brand is visible or invisible within AI search results. Through an in-depth audit, it provides a visibility score and helps brands recognize where they are effectively cited and where there are gaps in their visibility, enabling the brand to tailor its strategies for improved visibility in AI search responses.

Can Lucid Engine identify my brand's citation gaps and top competitors?

Yes, Lucid Engine can identify your brand's citation gaps and top competitors. Through its comprehensive analysis, it offers insights into top citation gaps that might be impacting your brand's visibility in AI search results. Furthermore, it allows comparison of performance to competitors, providing crucial information to adapt and refine your brand strategies.

How does the 'Competitor Radar' feature of Lucid Engine work?

Lucid Engine's 'Competitor Radar' feature assists in identifying and monitoring the competition by showing which brands AI engines are recommending instead of yours. This tool aids in spotting potential threats to your brand's visibility and understanding the existing competition in the AI-driven ecosystem, thus offering you a chance to develop effective strategies to stand out.

How does Lucid Engine track strategic prompts across AI search engines?

Lucid Engine tracks strategic prompts across AI search engines utilizing daily scans. This real-time monitoring allows brands to spot trends, identify sudden changes, and monitor the competitive landscape. It helps in understanding how your brand's mentions are fluctuating over time and highlights any immediate issues that need to be addressed, thereby aiding in maintaining optimal visibility.

What is geolocalized tracking in Lucid Engine and how can it help my brand?

Geolocalized tracking in Lucid Engine refers to the tool's ability to provide region-specific insights. It aids in understanding how AI response patterns vary by region or city. This can benefit your brand by revealing location-based trends or preferences, helping you tailor your strategies to target audiences in different regions more effectively.

How does Lucid Engine contribute to AI Optimization and Online Visibility?

Lucid Engine contributes to AI Optimization and Online Visibility by offering tools that measure and analyze citation gaps, competitor performance, visibility scores, sentiment analysis, and AI response sources. Through continuous monitoring and updates, it enables brands to identify potential issues and react quickly, thereby optimizing their visibility and performance on AI search platforms.

What is Generative Engine Optimization (GEO) in Lucid Engine?

Generative Engine Optimization (GEO) in Lucid Engine refers to the practice of optimizing your digital presence to be recommended by AI engines. It focuses on enhancing your visibility in AI-generated answers, going beyond traditional SEO features to ensure your brand is more frequently and positively mentioned in AI response sources, leading to higher visibility and recognition.

Does Lucid Engine provide a visibility score for my brand?

Yes, Lucid Engine provides a visibility score for your brand. This score is a measure of how your brand performs in AI search results. Including factors like citations, sentiment, and the influence of AI recommendations, it serves as an effective metric to understand your brand's current standing and the areas where improvements are needed.

What insights can I get from Lucid Engine's sentiment analysis feature?

Through Lucid Engine's sentiment analysis feature, you can gain insights into how your brand is being discussed or referenced across various sources. This tool pinpoints the positive or negative sentiment associated with your brand within AI-generated responses, enabling you to understand public opinion and accordingly adjust your brand strategies for better resonance with audiences.

How does Lucid Engine's 'Action Backlog' feature assist in improving my brand's performance?

The 'Action Backlog' feature in Lucid Engine aids in improving your brand's performance by identifying critical actions that can have a significant impact on your brand visibility and ranking them based on priority levels (P0/P1/P2). This functionality allows you to focus on impactful actions that can provide immediate return on investment.

Can Lucid Engine provide alerts for AI model updates?

Yes, Lucid Engine can indeed provide alerts for AI model updates. It features a 'Volatility Timeline' that overlays AI model release dates on your visibility curve, helping you understand every visibility dip associated with a model update. By staying updated with AI developments, you can quickly adapt your strategy and ensure your brand is consistently visible.

What is the significance of Visibility Metrics in Lucid Engine?

Visibility Metrics in Lucid Engine play a significant role by providing a comprehensive picture of a brand's performance in AI search results. These metrics include visibility scores, citation gaps, and competitor comparisons. By understanding these crucial metrics, brands can formulate effective strategies to improve their performance and increase their visibility in AI-generated responses.

How does Lucid Engine clarify AI sentiment and identify AI response sources?

Lucid Engine clarifies AI sentiment by analyzing how your brand is mentioned across various sources. It also identifies response sources that influence AI recommendations. This understanding of sentiment and source attribution can provide critical insights into how to enhance your brand's perception among AI search engines. It can highlight areas for content improvement, brand protection efforts, or strategic shifts.

How can Lucid Engine help in protecting my brand's presence online?

Lucid Engine helps in protecting your brand's presence online by providing real-time tracking, alerts on AI model updates, and insights into competitor moves. It equips you with the information and tools necessary to promptly respond to potential threats and changes in the AI-driven ecosystem. Its audit and tracking tools also aid in taking proactive steps to optimize and maintain your brand's prevailing online visibility.

What role does Lucid Engine play in Performance Analysis, Citation Analysis, and Competitive Analysis?

Lucid Engine plays a pivotal role in Performance Analysis, Citation Analysis, and Competitive Analysis. It measures your brand's visibility on AI search engines, interprets sentiment around your brand, identifies top citation gaps and influential factors, and compares your performance with competitors. These analytics can fill in the gaps in your brand strategy, help improve your ranking, and allow you to outperform the competition.

Can Lucid Engine help in strategizing my brand's action prioritization?

Lucid Engine facilitates your brand's action prioritization through its 'Action Backlog' feature. It identifies critical actions that can have the most significant impact and ranks them based on their priority levels (P0, P1, P2). This feature assists you in prioritizing tasks that can enhance your brand's visibility and performance on AI search engines, thereby making the most efficient use of resources.

How can Lucid Engine support my brand in achieving Generative Engine Optimization?

Lucid Engine supports your brand in achieving Generative Engine Optimization (GEO) by providing a suite of tools and analytics to optimize your presence on AI search platforms. From tracking your brand's mentions and visibility to identifying top citation gaps and tracking competitor activities, it provides comprehensive resources to improve your visibility in AI-generated responses, thus helping your brand excel in the AI-driven ecosystem.

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