Lebesgue
FreemiumAI CMO for Shopify brands: attribution, LTV, and automated insights.
By Tanmay Verma, Founder · Last verified 03 Jul 2026
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Added 6d ago
77/100Safe BetIn short
Lebesgue — AI CMO for Shopify brands: attribution, LTV, and automated insights. Best for Shopify eCommerce brands scaling from $250K to $10M+ in revenue, DTC brands wanting first-party attribution without Google/Facebook dependency, Marketing teams needing automated competitor and market intelligence. Free to start; paid plans from $79/mo.
Is Lebesgue actually worth it?
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Editorial Verdict
Best for
Shopify eCommerce brands scaling from $250K to $10M+ in revenueDTC brands wanting first-party attribution without Google/Facebook dependencyMarketing teams needing automated competitor and market intelligenceBrands looking for AI co-pilot to replace manual data analysisCFOs and founders wanting clear profit attribution across channels
Not ideal for
Non-Shopify stores (no native integration with other platforms)Users seeking a free unlimited attribution solution (Le Pixel starts at $99/month)Teams preferring purely manual, customizable reports over AI-driven insightsSmall micro-brands under $50K revenue who may find premium plans costly
Lebesgue delivers real AI value beyond dashboards—Henri actually answers 'why.' Best for Shopify merchants tired of stitching together analytics, attribution, and competitor tracking. Not for multi-platform stores or those who prefer manual control.
Compare with: Lebesgue vs Reputation.com, Lebesgue vs Hostinger Reach, Lebesgue vs Channable
Last verified: July 2026
What's new in Lebesgue
Checked 6 days agoAcross the latest 3 updates: 3 feature updates.
FeatureBlog·14 days agoNewest
Best E-commerce Analytics Platforms for Shopify in 2026
Lebesgue included in comparison of best Shopify analytics platforms for 2026, highlighting AI insights and attribution capabilities.
FeatureBlog·16 days ago
Top Shopify Marketing Apps for Scaling Ecommerce Brands in 2026
Lebesgue featured among top Shopify marketing apps for scaling brands, focusing on attribution, analytics, AI visibility, and creative research.
FeatureBlog·16 days ago
Best Ad Tracking and Attribution Software
Article discusses increasing difficulty of ad tracking and attribution in 2026; Lebesgue positioned as a solution.
What independent users actually report about Lebesgue
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
24 mentions across 2 sources (Hacker News, Lemmy).
0% positive100% critical
Recurring strengths
- +Free tier with core analytics reduces initial investment risk.
- +First-party pixel (Le Pixel) bypasses tracking restrictions for better attribution.
- +AI agents automate analysis and provide actionable recommendations.
- +All-in-one dashboard consolidates store, ad, and competitor data.
- +Built specifically for Shopify, reducing integration friction.
Recurring frustrations
- −No verified user feedback available—claims are unsubstantiated.
- −May require Shopify-specific setup, limiting platform flexibility.
- −AI agents' effectiveness unconfirmed without real-world reviews.
- −Potential learning curve for deep analytics features.
- −Pricing beyond free tier could be high for small brands.
Patterns worth knowing
Tool name confusion with mathematician Henri Lebesgue
Seen on Hacker News, Lemmy
Complete absence of user feedback on eCommerce capabilities
Seen on Hacker News, Lemmy
Learning curve
beginnerProductive in ~A few hours
Hidden costs people mention
- • Custom pricing not publicly listed—may have minimum commitments or setup fees
Viability Score
77/100
Safe BetHow likely is Lebesgue to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.
momentum
55
funding runway
80
website health
90
wrapper dependency
100
Last calculated: July 2026
How we score →Key Features
- All-in-one dashboard with real-time data
- Customer LTV and Amazon LTV analysis
- Product intelligence and stock inventory strategy
- AI visibility and competitor tracking
- Creative strategist with expert feedback
- Le Pixel first-party attribution with cross-device matching
- Henri AI: LLM answering business questions
- Guardian AI: outlier and anomaly detection
- Spotlight AI: identify high-potential products
- Echo AI: decode competitor email strategies
- Pulse AI: track global trends and market shifts
- Strategist AI: creative feedback and global insights
- Sentinel AI: real-time competitor ad monitoring
- Prophet AI: GAM models for spending predictions
- Sentry AI: inventory monitoring to avoid stockouts
About Lebesgue
FreemiumIntermediateNo APIWeb · Plugin
Lebesgue is an AI-powered marketing intelligence platform built exclusively for Shopify eCommerce brands. It consolidates store, ad, and competitor data into a single dashboard, offering actionable insights across attribution, customer lifetime value (LTV), product performance, creative analytics, and market trends. The platform is designed for brands scaling from $250K to $10M+ in revenue, with a free tier providing core analytics and paid plans unlocking deeper AI capabilities and Le Pixel first-party attribution. Key features include Henri AI, an LLM-powered chatbot that answers business questions in plain English using Lebesgue's analytics engine; a suite of specialized AI agents (Guardian, Spotlight, Echo, Pulse, Strategist, Sentinel, Prophet, Auditor, Sentry) that automate outlier detection, product focus, competitor monitoring, and more; and Le Pixel, a first-party data pixel that provides cross-device attribution and bypasses tracking restrictions. The platform also offers marketing mix modeling (GAM models), competitor ad monitoring, and benchmarks against 20,000+ brands. Lebesgue integrates natively with Shopify, Meta, Google Ads, TikTok, and email platforms. Pricing is transparent and based on store revenue, with no hidden fees. The free tier includes store performance tracking and ad audits, while Ultimate ($79/month) adds LTV analysis and limited Henri AI. Ultimate AI ($149/month) offers unlimited Henri AI, deep analysis, and AI marketing execution. Le Pixel attribution add-ons start at $99/month. Compared to alternatives like Triple Whale or Northbeam, Lebesgue offers a more generous free tier and a stronger AI co-pilot experience with Henri. However, it is limited to Shopify, making it unsuitable for multi-platform merchants. For Shopify-native brands wanting to automate insights and reduce tool stack, Lebesgue is a compelling all-in-one solution.
Behind the Verdict
Lebesgue is not just another analytics dashboard; it's an AI co-pilot that answers 'why' things happen. If you're a Shopify merchant spending hours each week connecting data across Meta, Google, TikTok, and email, Lebesgue's all-in-one approach can save you 20+ hours per month. The free tier is genuinely useful for brands under $250K revenue, giving you real-time store performance, ad audits, and revenue insights at no cost. We'd reach for this when you need first-party attribution without relying on Facebook or Google's broken tracking. Le Pixel is a solid solution that runs server-side and offers cross-device matching—a rare free lunch for privacy-first brands. The AI agents are not gimmicks: Guardian catches anomalies, Sentinel watches competitor ads, and Henri explains a dip in ROAS in plain English. Where it bites: Shopify lock-in. If you run WooCommerce or BigCommerce, Lebesgue doesn't work. The AI agents are impressive but only as good as the data you feed them—if your LTV models are wrong, the advice follows. The $79 Ultimate tier is fair but caps Henri to 10 questions/month; unlimited access requires $149 Ultimate AI. Compared to Triple Whale, Lebesgue offers a more generous free tier and stronger AI. Triple Whale arguably has better visual dashboards and a larger app ecosystem, but lacks the same depth of AI agents and first-party pixel. For serious Shopify scaling companies, Lebesgue is a pragmatic choice that delivers on its promise of automated intelligence.
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Use Cases
- Automate weekly marketing performance reports with AI-generated insights from Henri.
- Identify your highest-LTV customer segments and target lookalikes using LTV analysis.
- Track competitors' ad creatives and email strategies to stay ahead in your niche.
- Set up first-party attribution via Le Pixel to measure true ROAS without third-party cookies.
- Predict inventory stockouts and optimize stock levels with Sentinel inventory monitoring.
- Get daily account audits for Facebook, Google, and TikTok to catch anomalies early.
Limitations
- Henri AI is limited to 10 questions/month on the $79 Ultimate plan; unlimited on $149 Ultimate AI.
- Le Pixel requires a separate subscription ($99–$149/month) on top of a core plan.
- No public API documentation or self-service integrations beyond Shopify.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Annual total
Free
Over 12 months
Effective monthly
Free
Billed monthly
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Integrations
Resources & Guides
Frequently Asked Questions
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Common stack mates teams adopt alongside Lebesgue, with the specific reason each pairing earns its keep.
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