Lebesgue
AI CMO for Shopify: attribution, LTV, and automated insights.
Lebesgue delivers genuine AI value beyond dashboards—Henri actually answers 'why.' Best for Shopify merchants tired of stitching together analytics, attribution, and competitor tracking. Its free tier is unusually generous, and the $79 Ultimate plan bundles LTV, competitor intel, and 10 Henri questions. Not for multi-platform stores or those who prefer manual control. Compared to Triple Whale or Northbeam, Lebesgue trades depth for accessibility.
Verified 1d ago · liveness 70/100 · cite: rightaichoice.com/tools/lebesgue
- 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
- Brands looking for AI co-pilot to replace manual data analysis
- 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 insights
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Skip Lebesgue if you sell outside Shopify, need a free unlimited attribution solution, or prefer manual, fully customizable reports over AI-driven insights.
Le Pixel attribution starts at $99/month and requires an Ultimate or Ultimate AI plan, adding $99–$149/month on top of your base subscription.
For Shopify brands scaling from $250K to $10M, Lebesgue's $79 Ultimate plan bundles LTV, competitor intel, and AI insights, undercutting Triple Whale's higher tiers while offering a more generous free tier than Northbeam.
In short
Lebesgue — AI CMO for Shopify: 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.
What's new in Lebesgue
Checked 6 days agoAcross the latest 3 updates: 3 news mentions.
How to Connect Reddit to Lebesgue AI CMO
Lebesgue adds Reddit Ads integration for cross-channel spend, ROAS, and CAC tracking.
Why Shopify Variant Selection Is Quietly Costing You Conversions, AOV, and ROAS (How to Fix It)
Guide on how Shopify variant selection friction hurts metrics and how to fix it using Lebesgue insights.
Best E-commerce Analytics Platforms for Shopify in 2026
Comparison of Shopify analytics platforms covering attribution, AI insights, and marketing performance.
What people actually say about Lebesgue — is it worth it?
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) · researched Jul 3, 2026.
- +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.
- −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.
- • Custom pricing not publicly listed—may have minimum commitments or setup fees
Viability Score
How well maintained and how widely used is Lebesgue? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: August 2026
How we score →Key Features
- All-in-one dashboard with real-time Shopify and ad data
- Henri AI: conversational AI answering business questions
- 10 AI agents: Balancer, Guardian, Spotlight, Echo, Pulse, Strategist, Sentinel, Prophet, Auditor, Sentry
- Le Pixel first-party attribution with cross-device matching
- Customer LTV and retention analysis
- Product intelligence and stock inventory strategy
- Competitor tracking: ads, creatives, spend patterns
- Marketing mix modeling (GAM models) with Prophet
- Benchmarks against 20,000+ eCommerce brands
- Automated ad audits for Meta, Google, and TikTok
- AI-generated growth recommendations
- Budget allocation recommendations
- Email behavior decoding (Echo AI)
- Global trend tracking (Pulse AI)
- Reddit Ads integration (as of July 2026)
About Lebesgue
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, Balancer) 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, Reddit Ads (as of July 2026), 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 positions itself as an 'AI CMO' for Shopify stores, and for once the label isn't pure hype. The Henri AI assistant is the centerpiece: instead of staring at dashboards, you ask plain-English questions like 'Why did Meta ROAS drop last week?' and get root-cause explanations with recommended actions. That's a different workflow from Triple Whale or Northbeam, which give you powerful dashboards but still expect you to do the analysis. We'd reach for Lebesgue when your team is small and you need answers fast. The free plan is genuinely useful—store performance, profit tracking, and automated ad audits for Meta, Google, and TikTok at $0. That's rare in this category and worth testing before paying. The paid tiers stack value logically: Ultimate at $79 adds LTV, competitor intel, and 10 Henri questions per month; Ultimate AI at $149 removes limits and adds AI marketing execution. Le Pixel, the first-party attribution add-on, starts at $99/month and is essential if you want cross-device tracking without relying on Facebook or Google. Where it bites: Shopify-only. If you sell on WooCommerce, BigCommerce, or marketplaces, Lebesgue is useless. Also, the AI agents are only as good as the data they ingest—if your ad accounts aren't connected properly, insights will be off. Inventory alerts (Sentry) and email decoding (Echo) are clever, but some advanced features like Deep Mode and AI visibility tracking are locked to the top tier. For a brand doing $500K–$2M in revenue on Shopify, Lebesgue is a strong all-in-one. Below $250K, the premium plans might feel pricey, but the free tier is a safe starting point. Ultimately, Lebesgue wins on accessibility and AI-driven guidance, not on raw analytical depth. If you're a data scientist who loves building custom reports, look
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Real-world workflow fit
Concrete scenarios for the personas Lebesgue actually fits — and what changes day-one when you adopt it.
You want to understand why your Meta ROAS dropped last week without digging through raw ad data.
Outcome: Ask Henri 'Why did Meta ROAS drop?' and get a clear root-cause analysis with recommended actions in seconds.
You need to monitor competitors' ad creatives and spot market trends to adjust your strategy.
Outcome: Set up Sentinel and Pulse agents to automatically track competitor ads and global trends, receiving daily alerts and insights.
You need to understand which channels drive profitable customers and allocate budget accordingly.
Outcome: Use LTV analysis and budget allocation recommendations to shift spend to high-LTV channels, improving overall profitability.
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.
- Track Reddit Ads performance alongside other channels for cross-channel spend and ROAS.
Models Under the Hood
as of 2026-08-28
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.
- Shopify-only, no multi-platform support.
as of 2026-08-27
Verification history
We have re-verified Lebesgue 7 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Showing the 6 most recent of 7 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Lebesgue tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free
$0/mo
Ideal for
Solo founders and early-stage Shopify stores under $250K revenue wanting core analytics and ad audits without cost.
What this tier adds
Starting tier: includes store performance tracking, ad analytics, and automated audits across Meta, Google, and TikTok at no charge.
Ultimate
$79/mo
Ideal for
Growing Shopify brands ($250K–$1M) needing LTV, competitor intelligence, and limited AI guidance.
What this tier adds
Adds LTV analysis, competitor benchmarking, and 10 Henri AI questions per month over the free tier.
Ultimate AI
$149/mo
Ideal for
Scale-ups ($1M+) that rely heavily on AI insights and want unlimited Henri AI and automated marketing execution.
What this tier adds
Unlocks unlimited Henri AI, deep analysis, AI visibility tracking, and approved AI marketing execution, compared to the 10-question cap on Ultimate.
Le Pixel: Attribution
$99/mo
Ideal for
Brands needing accurate first-party attribution across devices and channels to measure true ROAS.
What this tier adds
Add-on requiring Ultimate or Ultimate AI; provides cross-device matching, full customer journeys, and advanced attribution models.
Le Pixel: Enrichment
$149/mo
Ideal for
Advanced teams wanting server-side tracking and Facebook CAPI integration for complete data enrichment.
What this tier adds
Builds on Attribution with server-side tracking and Facebook CAPI; price higher at $149–$199/month depending on revenue.
Where the pricing makes sense
The company stage and team size where Lebesgue's pricing actually pencils out — and where peers do it cheaper.
For Shopify brands scaling from $250K to $10M, Lebesgue's $79 Ultimate plan bundles LTV, competitor intel, and AI insights, undercutting Triple Whale's higher tiers while offering a more generous free tier than Northbeam.
Setup time & first value
How long it actually takes to get something useful out of Lebesgue — broken out by persona, not the marketing-page minute.
For Shopify brands, connecting your store and ad accounts takes under 10 minutes. Henri AI and agents start delivering insights within hours, with full LTV and attribution data available after a few days as historical data processes.
Switching to or from Lebesgue
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Triple Whale: Connect your Shopify and ad accounts; Lebesgue will pull historical data and provide similar dashboards, though you may need to manually map custom events.
- →From Northbeam: Export your data or manually align metrics; Lebesgue's free tier lets you test before fully migrating.
- →From Google Analytics: Use Lebesgue's Shopify integration to import store data and ad performance, replacing GA for marketing intelligence.
- ↗To Triple Whale: Export your reports and data manually; Lebesgue doesn't provide a one-click export, so you may need to download CSV files.
- ↗To Northbeam: Similar manual export process; ensure you capture LTV and attribution data before canceling.
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with Lebesgue
Common stack mates teams adopt alongside Lebesgue, with the specific reason each pairing earns its keep.
Featured Head-to-Head Comparisons
Lebesgue vs Chili Piper
Chili Piper and Lebesgue serve completely different markets: Chili Piper is for B2B enterprise teams that need to instantly book meetings from inbound web traffic, while Lebesgue is built exclusively for Shopify merchants needing AI-driven attribution and marketing intelligence. If you're a B2B company with Salesforce, Chili Piper is the obvious choice; if you run a Shopify store, Lebesgue's free tier and specialized AI agents make it a no-brainer.
Lebesgue vs Weglot
Choose Weglot if you need to instantly translate your website into multiple languages with brand consistency and SEO support. Choose Lebesgue if you're a Shopify brand looking to understand customer lifetime value, clean attribution, and competitive insights using AI agents. They solve different problems; the choice depends on whether your priority is multilingual expansion or marketing analytics.
Lebesgue vs Screenplayiq
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