Unit Economics

Magic Number

Most companies judge go-to-market efficiency through CAC, ROAS, or funnel conversion. Those are useful, but each sees only one slice of the picture. Magic Number answers the broader operating question: how effectively each dollar of Sales and Marketing spend turns into new recurring revenue.

Language: Read this article in Russian

MN

Magic Number: how to measure sales and marketing efficiency and when scaling makes sense

Definition and base formula

Magic Number measures how much new ARR is created for each dollar spent on Sales and Marketing in the prior period. It is one of the clearest go-to-market efficiency signals in SaaS.

Magic Number = Net New ARR (current quarter) / S&M Expenses (previous quarter)
Net New ARR = (MRR end of quarter − MRR start of quarter) × 12

Example: if Net New ARR in Q2 is $600,000 and S&M expenses in Q1 were $400,000, Magic Number is 1.5. That means each dollar spent in Q1 generated $1.50 of new ARR in Q2.

The lag matters because SaaS sales cycles are not instantaneous. Current-quarter ARR usually reflects pipeline work funded in the prior quarter, especially in mid-market and enterprise motions.

What actually drives Magic Number

The lag is not optional

A one-quarter lag is the standard version for many B2B SaaS businesses, but the correct lag depends on sales cycle length.

  • Sales cycle under 1 month: same-period lag may be acceptable.
  • Sales cycle 1-2 months: one-quarter lag is usually right.
  • Sales cycle 3-6 months: two-quarter lag may be more accurate.
  • Long enterprise cycle: rolling averages often work better than a single-quarter view.

Net New ARR, not New ARR

Net New ARR = New ARR + Expansion ARR − Churned ARR − Contraction ARR

This is the most expensive mistake in Magic Number calculation. Using New ARR alone can make a weak business look efficient, even when churn and contraction are eating most of the gains.

What belongs inside S&M

S&M should include everything spent to acquire and expand customers through go-to-market work.

  • Paid acquisition, content, SEO, events, ABM, marketing platforms, and brand production.
  • SDR, AE, sales leadership, commissions, enablement, and sales tooling.
  • Customer Success time tied directly to expansion quotas, when that work is truly sales-linked.

Product R&D, finance, HR, legal, infrastructure, and support should not sit in S&M.

Useful formula variants

Magic Number (TTM) = Net New ARR (TTM) / S&M Expenses (TTM)
GM-adjusted Magic Number = Net New ARR × Gross Margin / S&M Expenses
Segment Magic Number = Net New ARR (segment) / S&M Expenses (segment)

The GM-adjusted view is especially useful because it converts revenue efficiency into margin-aware business quality.

Related metrics and strategic interpretation

Magic Number and CAC

In simplified form, Magic Number approximates the relationship between ACV and CAC. Stronger Magic Number generally implies faster revenue recovery on acquisition spend, although churn can distort the relationship materially.

Magic Number and CAC Payback

Payback Period (months) = 12 / (Magic Number × Gross Margin)

This is one of the most useful operational translations of Magic Number. A Magic Number of 1.5 at 80% gross margin implies roughly 10 months of payback.

Break-even Magic Number

Break-even Magic Number = 1 / Gross Margin

At 80% gross margin, the break-even Magic Number is 1.25. Below that threshold, each S&M dollar is not creating enough gross profit to cover itself.

Magic Number and Rule of 40

Magic Number is one of the engines that buys revenue growth inside Rule of 40. Strong sales efficiency can lift ARR growth without requiring proportionally higher S&M spend.

Magic Number and Burn Multiple

These metrics move in opposite directions. As Magic Number improves, go-to-market capital efficiency improves and Burn Multiple tends to decline, assuming the rest of the cost structure does not deteriorate.

Sales Efficiency Score

Sales Efficiency = Magic Number × Gross Margin

A value above 1.0 means each S&M dollar creates more than $1.00 of gross profit, which is a strong signal that scaling can be justified.

Common Magic Number mistakes

  • Using New ARR instead of Net New ARR. This is the biggest error and can overstate efficiency dramatically.
  • Ignoring lag. Without the correct lag, Magic Number jumps around for the wrong reasons.
  • Putting retention-oriented CS inside S&M. That distorts the denominator.
  • Using monthly Magic Number as a strategic signal. Quarterly is standard; TTM is better for strategic planning.
  • Comparing motions with very different sales cycles as if they were equivalent. PLG and field sales require different lag treatment.
  • Ignoring segment-level efficiency. A healthy blended Magic Number can hide a deeply weak SMB or outbound motion.
  • Reading a low Magic Number as purely a sales problem. Retention drag inside Net New ARR may be the real culprit.

Worked example and diagnosis

Five-quarter example:

  • Q2 2024: Net New ARR $360k / prior-quarter S&M $180k = 2.00
  • Q3 2024: $396k / $200k = 1.98
  • Q4 2024: $564k / $220k = 2.56
  • Q1 2025: $276k / $240k = 1.15

On the surface, Q1 2025 looks like a major sales-efficiency breakdown. But a deeper read may show that the selling engine is still healthy while churn and contraction increased sharply, which pulled Net New ARR down.

Sales-only Magic Number = New ARR / S&M Expenses

If the sales-only version stays strong while the full Magic Number drops, the problem is not acquisition efficiency. The problem is retention drag.

Diagnosis: a falling Magic Number may come from weak new sales, higher churn, rising contraction, or a temporary sales-team ramp.

Best next step: decompose Net New ARR before cutting S&M budget.

Practical implication: retention problems can masquerade as sales problems inside Magic Number.

How Dnoise calculates Magic Number

Dnoise calculates Magic Number from Stripe-derived MRR movements. Net New ARR is built from New, Expansion, Churned, and Contraction components rather than from simplistic top-line revenue changes.

S&M expenses can be entered quarterly or synced from finance systems, and the lag can be configured based on the company’s actual sales cycle. Standard, GM-adjusted, and TTM views can be shown side by side.

See go-to-market efficiency in the demo

Why operators watch this closely

Dnoise helps teams see whether S&M dollars are really compounding into healthy ARR or being cancelled out by churn and contraction.

Why operators watch this closely

Dnoise helps teams see whether S&M dollars are really compounding into healthy ARR or being cancelled out by churn and contraction.