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Leading a GTM team

How do I use CAC payback and magic number to decide whether to hire more reps?

Treat them as a gate, not a target. If your magic number is comfortably above one and CAC payback is under twelve months, the machine is returning more than you feed it and hiring is the obvious use of cash. Between about 0.5 and 0.75, adding reps mostly buys you a bigger, slower version of the same problem, so fix productivity first. Below 0.5, hiring makes things worse. Two adjustments people forget: measure spend in the period before the revenue it produced, since a rep hired today produces nothing for two quarters, and use fully ramped productivity rather than team average, otherwise every new hire silently drags the ratio down and you conclude the market is saturated when you have simply hired too fast.

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4 resources, 1 India-specific, 4 link-checked.

📄 Article
✓ Link checked Free Intermediate

Separates gross sales efficiency, net sales efficiency and magic number, which most people use interchangeably and should not. Also sets the 0.7 long run median you will be judged against.

SaaS Metrics: A Primer on SaaS Sales Efficiency

From Scale Venture Partners by Dale Chang 10 min read

  • Gross sales efficiency is gross new ARR divided by total sales and marketing expense; net sales efficiency uses net new ARR instead.
  • The magic number version is the change in GAAP revenue between periods times 4, divided by sales and marketing expense.
  • Median sales efficiency in the Scale Studio dataset is around 0.7, and going above 1 is rare.
Open scalevp.com
📄 Article
✓ Link checked Free Intermediate

The magic number was invented at Scale, so this is the primary source, including the Omniture story behind the name and how the benchmark has drifted since 2005.

SaaS Metrics: A History of the Magic Number

From Scale Venture Partners by Dale Chang 8 min read

  • The magic number measures first-year revenue generated per dollar of sales and marketing spend.
  • It came from Scale's Rory O'Driscoll around 2005, when Omniture returned more than 2 dollars of first-year revenue per dollar of go-to-market spend.
  • The long-term private SaaS median is about 0.7x, which Scale treats as a healthy baseline rather than a pass mark.
Open scalevp.com
📄 Article
✓ Link checked India Free Beginner

Lays out Upekkha's Value SaaS argument that SaaS built from India is structurally capital efficient, which changes what a healthy CAC payback or magic number looks like for an Indian company.

Why Indian Startup Ecosystem Needs More Catalysts Like Upekkha Than Typical Incubators And Accelerators?

From Inc42 by Team Inc42 10 min read

  • Upekkha takes no equity unless the startup hits a pre-agreed revenue milestone, such as 1M dollars ARR, by the end of the program.
  • UpekkhaOne is a two-year program for B2B SaaS only, aimed at product-market fit then a growth plan.
  • They call themselves a catalyst rather than an accelerator: remove acceleration and momentum reverts, so they stay through the transformation.
  • 15 startups went through in the first two years, with the first cohort reaching a million under 18 months.
Open inc42.com

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The same ground, at another level

How forecasting and gtm metrics reads from a different seat.

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