4/20 drives volume. But volume alone does not tell you what worked.

After the rush, most retailers are left looking at top-line revenue and asking the wrong questions:

• Which campaign performed best?
• Which day drove the most sales?

The real question is: What actually drove revenue, and how do you replicate it?

AIQ’s Marketing reporting & Analytics suite answers this by connecting performance across:

• Customer lifecycle behavior
• Campaign attribution
• Product and brand sales
• Channel performance
• Revenue trends over time

This is how you move from reporting results to understanding outcomes.

Start with revenue trends, not assumptions

Your report period breakdown gives you the clearest starting point:

• Total revenue
• Total orders
• Average order value (AOV)
• Average cart size
• Average days until customer returns

This is where you identify:

• When revenue actually peaked leading into 4/20
• Whether AOV increased or if volume alone drove growth
• How quickly customers are likely to come back

If your avg days until return is high, that is your first signal: You acquired customers, but you have not retained them yet.

Understand customer movement with lifecycle analytics

Your lifecycle dashboard is where post-4/20 performance becomes real.

AIQ breaks customers into:

• Active
• Idle
• Absent
• Highly absent
• Gone

This is not just segmentation, it is a live view of revenue risk.

After 4/20, you should be looking for:

• How many customers stayed active
• How quickly customers moved into idle
• How much of your base is already gone

If a majority of your customers sit in gone, that is not just churn. That is recoverable revenue.

Measure recovery, not just loss

Two of the most overlooked metrics in retail:

Customers won back

This shows how many “gone” customers returned to active.

This is your true reactivation performance.

If this number is low:

• Your win-back strategy is not strong enough
• Your timing is too slow
• Your offers are not aligned to behavior

If it is increasing: You are actively recovering revenue instead of replacing it.

Leaky bucket

This compares:

• New customers
• Repeat customers
• Gone customers

This tells you whether your business is actually growing. If:

• New customers are high
• But gone customers are also high

You are not growing. You are leaking.

The goal post-4/20 is simple: increase repeat faster than you lose customers.

Identify what actually sold, not just what was promoted

Your top performing products and top converted products tell two very different stories.

• Top performing = what sold overall
• Top converted = what marketing actually influenced

This distinction matters.

You can now answer:

• Which products drove organic demand
• Which products were driven by campaigns
• Where discounts impacted margin vs true demand

You also get deeper operational insight:

• Units sold vs units remaining
• Days of stock
• Margin and inventory cost

This connects marketing directly to inventory strategy.

Break down performance by brand and location

Your top converted brands and locations show:

• Which partners actually benefited from your campaigns
• Which stores converted the most demand

This is where retail operators gain leverage:

• Double down on high-performing brands
• Replicate success across top-performing locations
• Identify underperforming stores despite high traffic

This is how you move from blanket campaigns to targeted growth strategies.

Go deeper with campaign attribution

Your conversion overview (strict attribution) removes the guesswork.

You can see:

• Revenue generated directly after engagement
• Net revenue
• ROI and ROI %
• Conversions and AOV by converters
• Revenue generated per message

This is critical. 

Because now you are not asking:  “Did this campaign perform?” 

You are asking: “Did this campaign generate revenue after someone actually engaged?”

That is a completely different standard.

Understand what engagement actually drives revenue

Your conversions by engagement type break this down further:

• Opened email
• Clicked email
• Opened landing page
• Clicked link in text

This shows the real hierarchy of intent.

For example:

• Opens may drive awareness
• Clicks drive action
• Landing page engagement drives conversion

This helps you refine:

• Messaging strategy
• CTA structure
• Landing page experience

Evaluate channel performance with real metrics

Your channel performance dashboard ties everything together.

You can compare:

• Conversions and revenue by channel
• Conversion rate
• Revenue per send
• ROI and ROI %
• AOV by converters
• Opens, clicks, sends
• Cost and efficiency
• Unsubscribes and failed sends

This is where you get clarity on:

• Which channel actually drives revenue vs engagement
• Where you are overspending
• Where deliverability impacts performance
• Which channel scales most efficiently

For example: If one channel has higher revenue per send but lower total volume, that is an opportunity to scale,not replace.

Turn insights into action with flows

Everything above answers what happened. Flows determine what happens next.

Using these insights, you can:

• Target idle customers before they become absent
• Re-engage gone customers with personalized offers
• Follow up based on product purchased on 4/20
• Trigger campaigns based on customer behavior and lifecycle stage
• Personalize outreach using real purchase and engagement data

This is how you turn analytics into revenue.

What to do next

After 4/20, your strategy should shift immediately:

• Prioritize customers moving from active → idle
• Build win-back campaigns for gone customers
• Double down on high-converting products and brands
• Optimize campaigns based on strict attribution performance
• Reallocate spend toward highest ROI channels
• Automate everything possible using flows

The bottom line

4/20 is not your biggest opportunity. What you do after is.

AIQ Analytics gives you a complete view of:

• Who your customers are
• What they bought
• What influenced their purchase
• How they behave after

And more importantly: what to do about it.

Because the goal is not just to drive revenue on 4/20. It is to make every customer you acquired worth more over time.

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