Datadrew : AI Ads Co‑Pilot vs LyftAI — AI Analytics & Growth
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 23, 2026 for Datadrew, Oct 13, 2026 for LyftAI.
The short answer
- Only Datadrew lists a free plan. Paid plans start at $99/month for Datadrew and $69/month for LyftAI.
- Datadrew lists 15 features LyftAI’s listing doesn’t mention, including Analytics dashboard, Benchmarking, Cohort analysis.
Head to head
(Free) Analyse your customers like a data scientist
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · 10 Users
- · Access to Prompt library for MCP(Claude)
- · Basic Customer Segments
- · Blended Ads Summary
- · Historical Data - Last 3 months
- · LTV Cohort Analysis
Essentials
- · Acquisition - Meta, Google ads and GA4
- · Claude, ChatGPT, N8N, Manus - Drew MCP
- · Drew AI Analyst with AI credits
- · Everything in Free, Plus
- · Historical Data - All time
- · Multi-Store and Unlimited Ad Accounts
Pro
- · Automations - AI Reports
- · Drew AI Analyst - 2x AI credits
- · Everything in Essentials, plus
- · Product Ads and Performance cohorts
- · Product Basket Analysis
- · Product Intelligence
Starter Plan
- · 2 team seats
- · AI Website Scanner (CRO)
- · AI marketing agents
- · All tools included — analytics, AI agent
- · KPI Brain — daily AI read
- · Meta & Google Ads analytic
Growth Plan
- · 24-month data history
- · 5 team seats
- · Ad-level Meta Detail + creative-fatigue
- · Competitor & price intelligence
- · Everything in Starter, plus
- · Extended Creative Lab (AI)
Scale Plan
- · 2,000–7,000 orders/month
- · Incrementality (MMM-lite) + LTV : CAC
- · Inventory &productlevel P&L intelligence
- · Maximum Creative Lab (AI)
- · Performance Agent AI — proactive actions
- · Unlimited data history
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureTrusted by 1025+ Shopify brands, Datadrew AI transforms your raw data into AI powered insights, and into data driven decisions to accelerate customer acquisition and retention and improve product merchandising. Our platform help founders and CMOs increase paid ads ROAS/MER - reduce adspend wastage, out-of-stock products in ads, reduce creative fatigue. Spot website conversion drops & product baskets increasing AOV.
LyftAI unifies your store data into a single AI-driven analytics workspace. • Accurate sales KPIs: revenue net of refunds, AOV, orders, new vs returning customers • Lifetime value, cohorts and retention • Attribution and performance (connect Meta, GA4, Klaviyo separately) • An AI team (CEO, CFO, Ads, CRO, Data…) that analyzes your data and answers your questions • Automatic reports and PDF export 100% read-only —…
- Cohort Analysis: Unlock 90-day LTV and Retention insights.
- Product Analytics: Discover retention-boosting products to drive repeat purchase
- Industry Benchmarking: Measure up against your competition.
- Marketing Analytics: Optimize Facebook ads & reduce CAC.
- Sales KPIs net of refunds: revenue, AOV, orders, new vs returning customers Life
- Lifetime value, cohort and retention analysis for your customers
- AI assistants that read your data and answer questions in chat or voice
- Automatic performance reports with one-click PDF export
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Datadrew |  LyftAI |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | Datadrew | LyftAI |
|---|---|---|
| App Store rating | 5.0 ★ | Not published |
| App Store reviews | 30 | Not published |
| New reviews, 28 days | 2 | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
Datadrew and LyftAI: common questions
- Is Datadrew or LyftAI cheaper?
- Only Datadrew lists a free plan. Paid plans start at $99/month for Datadrew and $69/month for LyftAI. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- Datadrew lists 15 the others don’t mention, such as Analytics dashboard, Benchmarking, Cohort analysis, Data export. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Oct 23, 2026 for Datadrew, Oct 13, 2026 for LyftAI; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Oct 23, 2026 for Datadrew, Oct 13, 2026 for LyftAI. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.