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Why we optimize for Revenue per Employee ($175k+) and why you should too

Why ARR per FTE suits AI companies better than burn multiple, and how FINDMINE hired for talent and kept diversity

Michelle Bacharach · FINDMINE

Published September 6, 2023
About this resource
Format
Bootstrapped Stage at SaaStr Annual 2023
Inside
4 key moments

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What you’ll learn

Michelle Bacharach explains why FindMine uses revenue per employee to guide hiring and operating efficiency. She compares benchmarks by company stage, discusses talent and geographic flexibility, and shows why ARR per employee can complement burn multiple for compute-heavy companies.

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Key moments

Find the ideas you need and go straight to the source.

Derisk company for future investors

“Derisk company for future investors”

This Goal Doesn’t Have to Come at

“This Goal Doesn’t Have to Come at The Expense of Diversity!”

Let’s jump into Section 2

“First: what are the Benchmarks? They vary by stage.”

How we became an outlier for ARR/FTE

“How we became an outlier for ARR/FTE”

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Resource files

  • Michelle Saastr Slide deck

About the speaker
Michelle Bacharach

Michelle Bacharach

CEO · FINDMINE

Michelle is CEO and Co-Founder of FINDMINE, an award winning software platform that uses machine learning to scale product curation for the world's top retailers. As a product and strategy expert, Michelle is experienced in growing companies by launching software, apps and websites to millions of people, putting together joint ventures, and conceiving of new products. Michelle has shared her expertise with thousands of leaders in retail and technology as a speaker at SXSW, the National Retail Federations' Retail’s Big Show and Shop.org, Intel's Shift, Women in Machine Learning and Data Science, and many others.

Company revenue
$2.2M
Team size
31

Slide by slide

Each slide with a short explanation of what it shows. Open the slide text for its exact wording.

19 passages

Introduction

  1. Slide text

    Why we optimize for Revenue per Employee ($175k+) and why you should too Michelle Bacharach CEO, FINDMINE

Derisk company for future investors

  1. Talk roadmap

    The talk moves from reasons to optimize revenue per employee to benchmarks and ways to improve it, then closes with operating considerations such as slower growth and harder decisions as a company scales.

    Slide text

    Over the next 20 minutes I’m going to show you Ensure A+++ talent Derisk company for future investors ARR/FTE is a much better fit for AI companies than burn multiple First: what are the Benchmarks? They vary by stage Culture that prioritizes autonomy and GSD Be open to any location to get the best talent / $ Who's a growth driver and who's a cost center? It's harder than you think. Growth will be slower, plan for that It gets harder as you grow, not easier Why Optimize Revenue Per Employee? How to Get ARR/FTE Up Considerations

  2. Revenue per employee trend

    FindMine’s ARR per employee rose from 166,040 in 2022 to 188,264 TTM, then stood at 171,455 in June ’23. The same table tracks burn multiple and LTV:CAC alongside this efficiency measure.

    Slide text

    FindMine Labs ARR Per Employee

  3. A distributed team structure

    The org chart places the chief executive at the top, with product operations, sales and marketing, and general administration roles beneath. The team includes both remote and location-based roles, with product and operations spanning several levels.

    Slide text

    FindMine Labs Org Chart

  4. Diversity and team composition

    The chart reports that 20.0% of the team identifies as LGBTQ+ and 80.0% as non-LGBTQ+. It presents the revenue-per-employee goal alongside a single measure of team diversity.

    Slide text

    This Goal Doesn’t Have to Come at The Expense of Diversity!

Pursue efficiency without sacrificing diversity

  1. Ethnic diversity breakdown

    This build adds a race and ethnicity breakdown: White 50.0%, Latinx 35.0%, and BIPOC, African American, and AAIP at 5.0% each. The slices show a majority White team alongside several smaller represented groups.

    Slide text

    This Goal Doesn’t Have to Come at The Expense of Diversity!

  2. Gender breakdown

    This build adds the gender split: 45.0% female and 55.0% male. The chart shows a relatively balanced division between these two categories.

    Slide text

    This Goal Doesn’t Have to Come at The Expense of Diversity!

  3. Reasons to optimize ARR per employee

    The slide gives three reasons to optimize ARR per employee: ensure strong talent, derisk the company for future investors, and use a metric it says fits AI companies better than burn multiple.

    Slide text

    Why Optimize for ARR/Employee I’m going to show you Ensure A+++ talent Derisk company for future investors ARR/FTE is a much better fit for AI companies than burn multiple Ensuring Talent Future Proof Better Metric

  4. Burn multiple as an efficiency signal

    The comparison rates a burn multiple under 1x as amazing, 1-1.5x as great, 1.5-2x as good, 2-3x as suspect, and over 3x as bad. FindMine’s table shows 1.6 for 2022, 2.8 TTM, and 1.1 in June ’23.

    Slide text

    Burn Multiple vs ARR/FTE for Companies with High Compute Cost (e.g., AI) David Sacks

  5. Benchmarks rise with company scale

    The benchmark graphic pairs larger ARR ranges with higher top-quartile ARR per FTE: $100K for $1-$10M ARR, $165K for $10-$25M, and up to $335K post-IPO. FindMine’s adjacent table shows its ARR per employee at 166,040 in 2022, 188,264 TTM, and 171,455 in June ’23.

Set ARR per employee benchmarks

  1. Benchmarking and hiring

    The second section turns to stage-dependent benchmarks, setting targets, and how to get there through a results-oriented culture and a wider search for talent.

    Slide text

    Let’s jump into Section 2 I’m going to show you First: what are the Benchmarks? They vary by stage. Culture that prioritizes autonomy and GSD Be open to any location to get the best talent for your $ What should your target be? How to get there 1 How to get there 2

  2. Funding type changes the benchmark

    The chart shows bootstrapped companies with higher median ARR per FTE than equity-backed peers in each ARR band. The gap is visible from $50,000 versus $25,750 below $1 million ARR to $280,596 versus $170,950 above $20 million.

    Slide text

    Benchmarks depend on who you ask… 2022 Median ARR per Full-Time Equivalent (FTE) by Funding Type

  3. Targets rise with ARR stage

    The Battery graphic sets higher target APE ranges as ARR grows: $100-$150K at $20-$50M ARR, rising to over $300K above $300M. Its maturity curve points toward focusing on current and breakeven APE, especially above $20M ARR.

    Slide text

    And also vary by stage

Build a results-oriented team across locations

  1. Build efficiency through hiring choices

    The slide links an outlier ARR per employee to a results-focused culture, openness to geography, and slow hiring. It emphasizes getting the sequence right: establish the culture first, then choose locations, so poor performance is easier to identify early.

    Slide text

    How we became an outlier for ARR/FTE Prioritize a culture of results Be open on geography - not only #1 first, then #2! Get the order wrong, you might hire the wrong people in the wrong locations, making it harder to catch poor performers early Hire slow. VCs don’t care about this number til it’s too late, but you have to care NOW

  2. Operating considerations

    The third section turns to tradeoffs founders should expect: identifying growth drivers and cost centers, preparing for slower growth, and recognizing that execution gets harder as the company grows.

    Slide text

    And now onto Section 3 I’m going to show you Who's a growth driver and who's a cost center? It's harder than you think. Growth will be slower Prepare for it. Gets harder as you grow, not easier. Things to Consider Slower Growth Difficulty Level

  3. Prepare stakeholders for slower growth

    The slide advises discussing slower growth early with venture investors and preparing adjusted figures when a bootstrapped company plans to raise. Its table reports revenue growth normalized for salespeople at 200% in 2022 and 184% for 1H ’23 annualized.

    Slide text

    Growth will be slower: Prepare for it Have convos early and often with your VCs if venture-backed Figure out how to show adjusted growth figures if you’re bootstrapped now, going for VC soon

  4. Headcount changes the efficiency math

    For a SaaS company at $100M ARR, the slide contrasts 500 employees previously with 1,000 now and calculates $100K ARR per employee on average. A cited SaaStr founder says fully burdened employee costs exceed $100K a year, underscoring the sustainability concern.

    Slide text

    Q: How many employees does a SaaS company have at 100M ARR? Previously: 500 Now: 1000 Why? More capital raised! That’s $100K ARR / employee on average “Ultimately though, that’s not sustainable. The average SaaS company employee, fully burdened, costs much more than $100k a year.” Jason Lemkin Founder SaaStr

  5. Recap: measure and manage efficiency

    The recap returns to talent, investor readiness, and ARR per employee as a metric for AI companies, then stresses stage-specific benchmarks, autonomy, broad talent geography, slower growth, and greater difficulty as the company scales.

    Slide text

    Over the last 20 minutes I showed you Ensure A+++ talent Derisk company for future investors ARR/FTE is a much better fit for AI companies than burn multiple First: what are the Benchmarks? They vary by stage Culture that prioritizes autonomy and GSD Be open to any location to get the best talent for your $ Who's a growth driver and who's a cost center? It's harder than you think. Growth will be slower, plan for that It gets harder as you grow, not easier Why Optimize Revenue Per Employee? How to Get ARR/FTE Up Considerations

  6. Thank you

    Michelle Bacharach closes by thanking the audience and leaving the talk’s focus on revenue per employee and FindMine’s operating approach.

    Slide text

    Michelle Bacharach CEO, FINDMINE