Analytics Magic
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Set Up Your Revenue Engine

Turn your core growth levers into a repeatable system.

Set Up Your Revenue Engine


1. What this recipe is for

Engineering predictable revenue growth by controlling the three levers you actually own: Customers (C), Frequency (F), and Average Order Value (AOV)—while keeping acquisition efficient and profitable.


2. What you’ll get out of it

  • A clear model of how your current revenue is generated.
  • Identification of the highest-leverage growth lever(s).
  • Specific actions to grow revenue without sacrificing margin.
  • Early warning signals so you don’t scale into losses.

3. Key inputs

  • Active customers (per period)
  • Purchase frequency (how often they buy)
  • Average Order Value
  • Customer Acquisition Cost (CAC) by channel
  • Gross margin per sale
  • Retention or repeat rate
  • Conversion rates (if relevant)

4. Core logic

Revenue = C × F × AOV

Growth comes from increasing one or more of those, but each has a cost. You must keep acquisition efficient: aim for LTV : CAC ≥ 3 : 1 (i.e., the lifetime value of a customer should be at least three times what you spend to acquire them). If that ratio slips, growth levers need tuning before doubling down.


5. Step-by-step actions

Step 1: Benchmark your current engine

  • Calculate your current revenue: #Customers × Frequency × AOV.
  • Estimate customer lifetime value (LTV): Frequency × AOV × expected lifespan (or repeat period) × gross margin %.
  • Compare to CAC: compute LTV / CAC. Target 3 : 1 or better.

Step 2: Diagnose weak points

  • High CAC with low return → acquisition inefficiency.
  • Customers buying less often → retention/frequency leak.
  • Flat or declining AOV → value extraction failure.

Step 3: Prioritize interventions (Impact vs. Effort)

  • Customers:
    • Quick: Double down on highest-ROI channels, improve offer clarity.

      Next: Introduce referrals or predictable lead sources.

  • Frequency:
    • Quick: Follow-up sequences, simple loyalty nudges.

      Next: Segmented repeat offers or subscription-style hooks.

  • AOV:
    • Quick: Add relevant upsells or order bumps.

      Next: Repackage offers into tiered bundles or revise pricing structure.

Step 4: Validate acquisition cost discipline

  • If LTV / CAC < 3, pause increasing spend. Fix retention, increase AOV, or improve conversion before scaling acquisition.

Step 5: Systematize feedback

  • Weekly check: track C, F, AOV, CAC, LTV:CAC, and resulting revenue.
  • Ask: Which lever moved? What action caused it?

Step 6: Scale the winning combinations

  • Formalize what’s working (e.g., repeatable acquisition funnel, standardized upsells, retention flows).
  • Protect margin as volume grows by enforcing the LTV:CAC and frequency/AOV guardrails.

6. Decision thresholds / guardrails

  • LTV : CAC < 3 : 1 → Stop scaling acquisition; improve retention, AOV, or lower CAC first.
  • AOV increase causes conversion drop > 15% → Refine value communication before cementing new price.
  • Frequency declines > 10% month-over-month → Diagnose customer experience, onboarding, or follow-up breakdowns.
  • CAC spikes without better customer quality → Audit and reduce or reallocate spend in that channel.

7. Examples

  • E-commerce:
    • Baseline: 400 customers × 1.3 purchases/mo × $55 AOV = $28,600.

      Action: Add a $15 complementary upsell (+AOV) and implement a “buy again” email to raise frequency to 1.5 → New revenue = 400 × 1.5 × $70 = $42,000.

  • Service business:
    • Baseline: 30 clients × quarterly engagement × $1,200 = $36,000/quarter.

      Action: Introduce a monthly check-in upsell (increases frequency) and bundle services (increases per-client value) → Predictable lift with higher LTV, keeping acquisition cost justified.


8. Thinking checks

  • Are we growing profitably, or just top-line?
  • Which lever shifted last period, and what caused it?
  • If acquisition cost rises, do we have fallback (frequency or AOV) to sustain revenue?
  • Is our LTV : CAC at or above 3 : 1 before expanding spend?

9. If the answer is no…

  • LTV : CAC below 3 → Tighten retention, improve AOV, or reduce CAC.
  • Revenue stalled despite traffic → Audit offer fit and funnel leakage.
  • Repeat behavior dropping → Reassess customer experience and follow-up cadence.

10. Minimum weekly metrics

  • Active customers
  • Purchase frequency
  • AOV
  • CAC by channel
  • LTV : CAC ratio
  • Revenue & gross margin
  • Retention / repeat rate

11. Common traps

  • Chasing more customers while ignoring deteriorating LTV : CAC.
  • Raising price without testing perceived value, causing conversion loss.
  • Over-investing in new channels before squeezing current ones.
  • Ignoring retention and relying solely on fresh acquisition (expensive growth).

Ready for the next topic? Do you want to go into Offer & Price Fit or Customer Acquisition Budgeting next?


Launch Ana AI✦

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