AI visibility vv0.4 2026 Rank: #213

Lucid Engine ✓

Track Your AI Search Presence in Real Time

Source rating 4.2 (5) 43k views 35 saves Free Trial
More categories (4)

Verdict

A quick read before you dig into the full page.

Best if
You are e-commerce Managers and need: SEO Agencies: Offer a new "GEO Audit" service to clients to retain them and increase revenue
Skip if
No mobile application
Pick this when
Visibility Audit feature

Considering Loamly instead? Compare side by side

Overview

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 prioritized action roadmap to improve your AI presence.

Start with a free AI visibility audit.
  • Ai Visibility Tracking
  • Competitor Ai Visibility Tracking
  • Action Plan Kanban Board For Ai Identified Issues
Lucid Engine website

Best for

Short scenarios where Lucid Engine tends to shine.

  • SEO Agencies: Offer a new "GEO Audit" service to clients to retain them and increase revenue.

    Best for E-commerce Managers

  • SaaS Founders: Track brand reputation and ensure AI models explain your pricing correctly to prospects.

    Best for Digital Marketing Managers

  • Marketing Teams: Monitor "Share of Voice" against competitors in the new era of Zero-Click search.

    Best for SEO Specialists

  • Optimize our E-Brand to become the #1 recommendation in AI responses (GEO).

    Best for Brand Managers

  • Protect our online reputation by detecting and correcting the data sources used by LLMs.

    Best for Content Strategists

  • Target specific ICPs to ensure our brand is cited as the authoritative reference in our niche.

    Best for E-commerce Managers

Example outputs 1

Sample generations and before/after results for Lucid Engine.

Access & connections

Where you can use Lucid Engine, and what it plugs into.

Platforms

Web

Integrations

Capabilities

What this tool accepts, produces, and is strongest at.

Input

  • Tabular
  • Geo

Output

  • Tabular

Highlights

  • No Signup

Supported features

  • No Signup
  • SEO
  • Search
  • Brand Strategy
  • Automation

Pros & 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
Show 18 more
  • 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

Cons

  • No APU
  • No mobile application
  • No multi-user support
  • No integration with social media
  • No immediate alerts for changes

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Releases 4

Lucid Engine v0.4 Mar 11, 2026 Current

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.

Lucid Engine v0.3 Feb 22, 2026

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.

Lucid Engine v0.2 Feb 13, 2026

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 February 3, 2026
Initial release of Lucid Engine.

FAQ 12

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.
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.
Lucid Engine Trial; then from $19/mo