Grow Revenue.
Make Spend Count.
See which channels bring valuable customers and where potential sales are lost. AI OS connects marketing spend, conversion and customer value so you can decide where to invest and what to improve.
Where Should We Focus?
Put Channel Returns in Context
Google leads on attributed revenue per advertising dollar. Compare acquisition cost and customer contribution before increasing its budget.
Paid Channels · consistent attribution basis
The Cart-to-Checkout Step Needs Attention
More than half of cart sessions do not reach checkout. Investigate device and purchase-journey differences before paying for more traffic.
Site & Conversion
Check What Faster Acquisition Will Require
A larger acquisition budget commits cash before that spending is recovered. Assess the funding requirement alongside the growth target.
Customer Economics · payback at the stated monthly contribution
Marketing Spend Should Build the Business
Campaign results tell only part of the story. Acquisition costs, conversion and repeat purchases determine what the business gets back.
Revenue Without Payback
A campaign reports a strong return on ad spend, but the cost of winning those customers takes months to recover. The revenue result alone does not tell you how much more spending the business can support.
Traffic Without Enough Orders
Visitor numbers rise while purchases fall behind. Increasing the budget sends more people into the same purchase journey without resolving where they leave.
Slowing New-Customer Growth
Returning customers keep revenue steady while new-customer acquisition weakens. A combined sales total can hide the change until it affects the growth plan.
Engagement Without Purchases
Emails and messages attract clicks, but too few lead to orders. A healthy engagement report can leave the commercial value of the campaign unclear.
The Questions Your Marketing Review Should Answer
Get clear answers on channel performance, conversion and payback before deciding where to spend more.
Which channels deserve more budget, and which need review?
Are we acquiring new customers or mostly reaching existing buyers?
Where do visitors drop out before completing a purchase?
How long does it take to recover acquisition cost?
Which email and SMS activity contributes to revenue?
Is growth coming from more buyers or larger orders?
Introducing Growth Marketing Within AI OS
AI That Brings Marketing Priorities Into Focus
Spot the signal. Explore the evidence. Ask the next question.
Explore each capability
Start With What Is Off Target
AI OS highlights marketing measures that need attention, from channel performance to acquisition economics. Start with the gap that matters to the growth plan, then open the supporting figures.
Identify whether revenue has slowed, spending has increased or both before changing the budget.
Find the Break in the Purchase Journey
AI OS identifies conversion gaps between visits, carts, checkout and orders. See which stage needs investigation before committing more spend to traffic.
Compare device and landing-page performance to narrow the investigation. The overall funnel identifies the stage, not the cause.
Ask What Growth Will Require
Ask how acquisition costs, conversion or returning-customer revenue affect your growth plan. Follow up within the report to assess the financial trade-off behind your next investment.
Make Informed Marketing Investments
Put budget behind channels that bring valuable customers, improve the journey to purchase and judge acquisition against the cash it takes to sustain growth.
Paid Channel Investment
Compare paid channels by Return on Ad Spend, acquisition cost and customer outcomes. Follow the result into campaigns to decide where additional budget belongs and where performance needs to improve first.
- Direct budget toward channels that bring customers with lasting value.
- Separate new-customer acquisition from returning-buyer sales.
- Compare channels using consistent periods and attribution.
Budget allocation. Put incremental spend behind a defensible commercial return, rather than the channel reporting the most attributed revenue.
PAID CHANNEL RETURN
Paid Channels · January–May 2026
Conversion Improvement
See where visitors leave between arrival and purchase. Use the gap to choose the page or device experience to improve before paying to bring more people to the site.
- Prioritize the purchase-stage losses with the strongest recovery opportunity.
- Compare mobile and desktop conversion.
- Identify landing pages that need a closer review.
Value from existing traffic. Recover more of the sales opportunity already funded by your acquisition budget.
CHECKOUT CONVERSION
Site & Conversion · January–May 2026
Email and SMS Revenue
Follow campaign and automated-flow engagement through to orders. See which messages bring customers back to buy and which need a different offer, timing or purchase experience.
- Build on flows that generate repeat orders.
- Investigate strong clicks with weak purchase results.
- Use send-time patterns and subscriber health to plan follow-up.
Owned-channel growth. Build a repeat-purchase revenue stream that makes better use of the audience your business has already acquired.
OWNED-CHANNEL RESULTS
| Channel | Revenue | Orders |
|---|---|---|
| $37.50M | 300K | |
| SMS | $12.55M | 100K |
Email & SMS · January–May 2026
Acquisition Payback
Compare acquisition cost with customer value and monthly contribution. Assess how long the business waits to recover its investment before increasing the pace of customer acquisition.
- Review payback alongside the value-to-cost ratio.
- Account for contribution as well as customer revenue.
- Use comparable customer groups and value windows.
Cash required for growth. Set an acquisition pace the business can fund while waiting for customer contribution to repay the initial cost.
ACQUISITION PAYBACK
Customer Economics · January–May 2026
New and Returning Customers
Separate growth from winning customers and growth from bringing them back. Use the mix by channel to decide whether the next investment should strengthen acquisition or repeat purchasing.
- Spot weak acquisition behind a steady revenue total.
- Compare conversion and order value for each group.
- Balance new-customer investment with repeat-purchase revenue.
Sources of growth. Keep the growth plan balanced between expanding the customer base and earning more from existing relationships.
SOURCES OF CUSTOMER REVENUE
| Group | Revenue | Share |
|---|---|---|
| New | $140M | 29.8% |
| Returning | $330M | 70.2% |
New vs Returning · January–May 2026
Set Up, Connected and Maintained for You
We connect advertising, commerce, web analytics and messaging data so marketing and finance can discuss the same results. We align revenue and cost definitions and maintain the connections as your channel mix changes. A traditional ERP is not required.
Marketing Systems Review
- Review advertising and messaging data alongside Shopify, QuickBooks, Xero and any ERP in use.
- Agree reporting periods, currencies and attribution conventions.
- Confirm how new and returning customers are identified.
Revenue and Cost Alignment
- Bring source data into a shared, managed model.
- Define ROAS, Marketing Efficiency, acquisition cost and payback consistently.
- Reconcile source totals and keep different reporting scopes visible.
Rollout and Team Access
- Set access for marketing, finance and leadership teams.
- Agree targets and thresholds for performance reviews.
- Define who reviews recommendations and approves campaign or budget changes.
Ongoing Support as You Grow
- Monitor source and connector changes.
- Add agreed channels, markets and reporting views.
- Update business definitions and targets as your growth priorities change.
Frequently Asked Questions
Answers on acquisition costs, channel performance, conversion and the data behind your marketing decisions.
Which ecommerce marketing KPIs can I review in AI OS?
Review spend, marketing revenue, return on ad spend, Marketing Efficiency, Customer Acquisition Cost, conversion, order value, customer value and payback. Growth Marketing also separates paid channels, email and SMS, site conversion and new versus returning customers.
How should we read Customer Lifetime Value, Acquisition Cost and payback together?
Customer Lifetime Value shows value over a stated period; Customer Acquisition Cost shows what you spent to acquire the customer. Payback considers how long contribution takes to recover that spending. Review the same customer group and cost definitions across all three.
Why can a strong ROAS still leave us with weak profits?
ROAS compares attributed revenue with advertising spend. It does not by itself account for product costs, Discounts, fulfillment or the time required to recover acquisition spending. Review customer economics and relevant business costs alongside it.
Does a fall in conversion always mean the website needs fixing?
No. A change in traffic source or customer mix can also reduce conversion. Compare those changes with cart, checkout and order completion before deciding which part of the purchase journey to investigate.
How do I separate acquisition from returning-customer revenue?
New vs Returning compares customer counts, revenue, conversion and related measures for each group. Review those results by channel and period so repeat purchases do not obscure changes in new-customer acquisition.
Can I compare email and SMS with paid marketing?
Yes, within the agreed connected sources. Review revenue, orders and customer outcomes alongside the cost and engagement measures available for each channel. Keep attribution conventions and channel-specific event definitions visible when comparing results.
What does AI flag in a marketing review?
AI OS highlights marketing measures that need attention, such as acquisition costs or channel performance against your targets. It gives your team a starting point for the review.
Can AI explain where conversion has weakened?
AI OS identifies changes across visits, carts, checkout and orders. Review the affected stage alongside traffic and customer mix to narrow the investigation before choosing a test.
Can I ask why a channel’s performance changed?
Yes. Ask about revenue, conversion or acquisition efficiency in the report, then follow up on the channel, period or customer group behind the change.
How do we validate a recommendation about spending?
Check the attribution basis, reporting period and customer group. Compare acquisition cost with contribution and payback before approving a budget change.
Does AI OS change campaign budgets automatically?
The analysis supports your team’s spending decisions. Budget and campaign changes remain subject to the approval process and operational workflow agreed during setup.
Which marketing systems can be included?
We assess your ad platforms, storefront, web analytics and email or SMS tools. The module covers reporting across channels such as Google, Meta, TikTok, Pinterest, Klaviyo and Recart. Your actual connections and reporting coverage are agreed after reviewing source access and requirements.
How do you reconcile different attribution and revenue totals?
We align time zones, currencies, reporting periods and revenue definitions, and document the attribution basis of each view. Platform-attributed revenue can differ from storefront revenue; those figures should not be added together without a consistent reconciliation method.
Do we need to replace our existing analytics tools?
No. Growth Marketing brings the agreed source data into AI OS for a connected business review. Existing advertising, commerce and messaging platforms continue to run their operational workflows.
How long does it take to get started?
Plan for roughly a month, subject to data access, source complexity and the first reporting scope. Setup is followed by ongoing maintenance of the agreed connections, definitions and analysis as your business evolves.
Who maintains the marketing connections and calculations?
Our team maintains the agreed data connections and model as platforms and source formats change. Your team confirms attribution conventions, targets and business priorities, and approves operational changes.
Make the Next Marketing Dollar Count
Connect channel performance, conversion and customer value before deciding where the next increase in marketing spend should go.
Prefer email? business@rudderanalytics.com
