Know which marketing actually drives sales

Use AI attribution and server-side tracking to allocate budget with confidence.

The problem

Platform-reported ROAS double-counts sales, browser privacy changes break tracking, and teams argue over which channel deserves the budget.

How AI helps

Attribution tools combine server-side tracking, first-party pixels and modelling (multi-touch, MMM, incrementality) into one view, and AI analysts answer questions like "why did CAC jump last week?".

How to roll it out

  1. 1

    Fix tracking first: server-side events to GA4, Meta and Klaviyo.

  2. 2

    Agree one source of truth for blended CAC, ROAS and MER.

  3. 3

    Run holdout or geo tests on your biggest channels to calibrate the model.

  4. 4

    Reallocate budget monthly based on incremental returns.

  5. 5

    Share one weekly dashboard with finance and marketing.

Rough cost

Entry points among these tools: cheapest flat monthly plan: Littledata at $159/month, highest entry plan Northbeam at $1,500/month. Free plans: Triple Whale.

ToolLowest published planFree plan
Triple WhaleFree planYes
Northbeam$1,500/monthNo
Polar AnalyticsSee pricing–
Littledata$159/monthNo

Only prices published on vendor sites (checked 2026-10-20). Entry plans rarely cover full usage: AI features are often priced per resolution, credit or seat. Prices may display in USD outside the UK.

Brand examples

Triple Whale: "True Classic automated their Meta ads and saw 36% higher ROAS".
True Classic · using Triple Whale · Source
Littledata case study: "How Grind scaled DTC sales 50x with Littledata".
Grind · using Littledata · Source

Examples are quoted from public vendor case studies and testimonials (vendor-reported, checked 2026-10-21).

Tools for this use case

Listed in order of fit. Prices and ratings are sourced on each tool page.

Triple Whale

Analytics & attribution

Ecommerce analytics and attribution with an AI analyst (Moby) for Shopify and Amazon brands.

Free plan3.7(168)

Northbeam

Analytics & attribution

Multi-touch attribution and media mix modelling for DTC brands.

$1,500/month

Polar Analytics

Analytics & attribution

Ecommerce data platform and AI analyst unifying Shopify, ads, Klaviyo and Amazon data.

See pricing4.9(116)

Littledata

Analytics & attribution
Free trial

Server-side tracking that fixes Shopify data in GA4, Meta and Klaviyo for accurate attribution.

$159/month4.8(147)

Skills for this use case

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AnalyticsChatGPT · Claude · Gemini

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