Run the Numbers

Run the Numbers

By CJ GustafsonBusinessManagement
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Run the Numbers episodes

  • What It Takes to Go Public Today | Inside the IPO Process with RBC’s Federico Acabbi

    In this episode of Run the Numbers, CJ sits down with Federico Acabbi, investment banker at RBC, to break down what’s happening across cybersecurity, infrastructure, and the broader software market. They cover why horizontal software is under pressure while security spend holds up, what it really takes to go public today, and how the IPO process actually works behind the scenes—from diligence to pricing.

    —

    SPONSORS:

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Federico: https://www.linkedin.com/in/federicoacabbi/

    rbccm.com

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    TIMESTAMPS:

    0:00 Preview and intro

    2:36 Software investability right now

    6:46 Cyber — CFO's #2 investment priority

    8:17 AI turbocharging attacks

    9:08 DevOps disruption

    10:30 Sponsors — Rillet | Tabs | Abacum

    13:55 IPO landscape overview

    14:33 Revenue and market cap benchmarks

    19:24 Founder share sales at IPO

    22:28 Secondary market vs. IPO market

    23:14 How many IPOs can the market digest?

    24:20 Investor mix for larger vs. smaller IPOs

    25:04 Sponsors — Brex | Metronome | RightRev

    28:23 Role of mutual funds in IPOs

    30:00 What banks actually do on an IPO

    31:49 Book building and allocation

    32:43 Research coverage

    35:52 NDRs and testing the waters

    38:59 Roadshow format — then vs. now

    40:41 Direct listings explained

    43:57 How banks make money on IPOs

    44:56 Fee splits between banks

    47:36 IPO vs. M&A — which is more attractive?

    51:02 Junior banking story — Nokia and the Vespa

    54:31 Craziest expense story

    56:08 Credits

    57 min
  • The Anatomy of Financial Bubbles | Lessons From 200 Years of Market Panic

    In this episode of Run the Numbers, CJ sits down with financial historian and PayPal Mafia member Aman Varejee to explore the recurring patterns behind economic bubbles. Drawing on research from his upcoming book “A Brief History of Financial Bubbles”, Aman explains what defines a bubble, the psychology that fuels speculative manias, and why major technological shifts—from railways to the internet to AI—often coincide with periods of extreme market speculation.

    —

    SPONSORS:

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Aman: https://www.linkedin.com/in/aman-verjee/

    https://practicalvc.com/

    Aman’s book: https://bigbubbletrouble.com/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    TIMESTAMPS:

    0:00 Preview and intro

    1:38 Welcome and guest intro

    3:48 Defining a bubble

    6:03 Cognitive biases behind bubbles

    10:27 Sponsors — RightRev | Rillet | Tabs

    13:56 Do bubbles produce breakthroughs?

    14:35 Dot-com bubble — winners and losers

    16:00 UK railway bubble

    21:24 Bubble warning signs

    25:30 Sponsors — Abacum | Brex | Metronome

    28:47 Do bubbles attract grifters?

    31:11 Role of government in bubbles

    35:59 Bubble duration vs. severity

    37:32 2008 — roots go back to 1992

    40:27 Are bubbles connected through time?

    43:38 Are we in an AI bubble?

    45:06 Nvidia vs. Cisco valuation comparison

    46:52 Circular finance in AI

    49:16 FP&A at PayPal under Thiel and Musk

    52:02 PayPal's referral campaign and LTV/CAC

    54:40 Book plug

    55:09 Credits

    #RunTheNumbersPodcast #Fintech #EconomicBubbles #FinanceHistory #CFO

    56 min
  • Marketplace Economics | Faire CFO Jason Lee

    In this episode of Run the Numbers, CJ sits down with Jason Lee, CFO of Faire, to unpack the economics of wholesale marketplaces. They break down how Faire connects independent brands with local retailers, the key metrics that matter in marketplace businesses, and ROI as a decision-making framework. Jason also shares lessons from scaling Square through its IPO and how finance leaders navigate valuation resets in private markets.

    —

    SPONSORS:

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Jason: https://www.linkedin.com/in/jason-lee-11787020/

    Faire: https://www.faire.com/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    TIMESTAMPS:

    0:00 Preview and intro

    3:01 How Faire serves retailers

    5:49 Revenue model and retention metrics

    8:21 Recurring vs. reoccurring revenue

    11:54 Sponsors — Metronome | RightRev | Rillet

    15:17 Input vs. output metrics

    17:13 The business equation

    19:08 Metric ownership

    22:07 Killing metrics: signal to noise

    23:21 800 metrics at Faire

    24:51 Customer count as a misleading metric

    26:04 Sponsors — Tabs | Abacum | Brex

    29:25 Planning cadences at Faire

    32:41 When to reallocate resources

    36:40 ROI as a framework

    40:25 Portfolio view of investments

    43:53 Discipline is knowing where to say yes

    47:11 Faire's valuation reset

    50:49 Tender offer mechanics

    55:33 Screwing up IR at Square IPO

    56:52 Advice to younger self

    58:44 AI at Faire

    59:32 Claude connected to data warehouse

    1:00:16 Tariff analysis with AI

    1:02:38 Credits

    #RunTheNumbersPodcast #Marketplace #CFO #SaaS #FinanceLeadership

    1 hr 4 min
  • Blockchain.com CFO on How Crypto Exchanges Actually Make Money

    In this episode of Run the Numbers, CJ sits down with Mike Wilcox, CFO of Blockchain.com, to unpack the economics of crypto exchanges. They discuss how platforms serve both retail traders and institutional clients, the different ways exchanges generate revenue, and the tension between blockchain’s radical transparency and the valuable first-party data exchanges control.

    —

    SPONSORS:

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Mike: https://www.linkedin.com/in/mike-wilcox-65078a12/

    https://www.blockchain.com/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    TIMESTAMPS:

    Here's the trimmed version:

    0:00 Preview and intro2:12 Tradfi to crypto transition3:49 Blockchain.com origin5:45 CFO as business partner6:01 Finance team backgrounds7:02 Banking relationships8:51 On ramps and off ramps8:51 Retail vs. institutional10:53 Sponsors — Brex | Metronome | RightRev14:09 B2C to B2B motion16:04 Shared infrastructure18:31 Go-to-market differences19:00 Brand equity and low CAC20:06 Education as top-of-funnel21:13 Institutional vs. retail volatility22:37 Exchange vs. brokerage model23:56 How brokerages make money24:06 Sponsors — Rillet | Tabs | Abacum27:31 Setting take rates29:13 Distribution flywheel30:13 Data as a moat31:13 Nigeria market playbook31:44 Crypto balance sheet33:25 Duration matching34:37 Transaction-level risk36:12 Latency arms race37:28 Stablecoins and CFOs38:13 Risk vectors40:01 Annual planning41:51 Lightning round43:00 Finance software stack43:31 Advice to younger self44:09 Credits

    45 min
  • Venture Debt Explained: How Startup Lending Actually Works | Marshall Hawks

    CJ sits down with Marshall Hawks, a 20-year veteran of venture lending and author of Venture Debt Deals. They cover the real rules of thumb behind deal sizing, why lenders underwrite likelihood of raising again (not breakout outcomes), how banks and private credit differ, the three real sources of repayment, and how to actually run a venture debt process without blowing your legal budget.

    ---

    SPONSORS:

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That's why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you're scaling on an ERP that wasn't built in the 90s, book a demo at https://www.rillet.com/cj

    LINKS:

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Marshall: https://www.linkedin.com/in/marshallhawks/

    Marshall's website: https://www.marshallhawks.com

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    TIMESTAMPS:

    0:00 Preview and intro

    3:23 Marshall's background and the book

    4:47 Venture Deals as inspiration

    6:30 Companies Marshall has worked with

    6:49 The venture debt sweet spot

    8:01 Why venture debt follows equity raises

    10:55 The 25–40% rule of thumb

    12:08 AI companies and the limits of the rule

    13:58 Sponsors — Abacum | Brex | Metronome

    17:15 How lenders think vs. investors

    19:12 The three sources of repayment

    21:37 Venture debt and the AI boom

    23:52 Banks vs. private credit

    26:28 Sponsors — RightRev | Rillet | Tabs

    29:57 Private credit pricing and warrants

    33:04 Syndicated deals

    35:04 Legal timelines

    38:13 Who pays the legal bill?

    40:06 Why your GC shouldn't quarterback the deal

    41:30 What forecast to give your lender

    43:37 Reporting cadence

    45:57 Bad news should travel fast

    47:49 The Twitch case study

    50:19 Are we over our skis in 2026?

    54:50 Where to get Venture Debt Deals

    55:09 Credits

    56 min
  • How Superhuman Structures Its Analytics Team | Chris Byington

    In this episode of Run the Numbers, CJ sits down with Superhuman’s Head of Analytics Chris Byington. They break down where analytics should sit inside a company, why dashboards often fail, and how the best teams connect metrics, OKRs, and forecasting to real decisions. Chris also explains why “ship goals” can mislead teams and what CEOs and CFOs should expect from a truly decision-driving data function.

    —

    SPONSORS:

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Chris: https://www.linkedin.com/in/chris-byington/

    Superhuman: https://superhuman.com/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    RELATED EPISODES:

    Matt Hudson Episode

    https://youtu.be/_FWGYkzhymQ

    —

    TIMESTAMPS:

    0:00 Preview and intro

    3:29 Centralized analytics team

    7:29 Start analytics with problems not tools

    9:41 Lead with the problem

    10:14 Align on growth model

    11:46 Pre-commit to decisions

    13:14 Sponsors — Tabs | Abacum | Brex

    16:35 Dashboards need growth context

    19:10 Where analytics should sit

    21:18 Pros and cons of analytics in finance

    23:18 Operations vs revenue org placement

    24:11 Hub-and-spoke analytics model

    25:18 What “embedded” actually means

    26:14 Sponsors — Metronome | RightRev | Rillet

    29:38 When self-service analytics works

    32:04 Self-serve pitfalls

    33:44 Buy vs build BI

    35:44 Analytics owns metrics

    38:26 Hero metric example

    41:41 Outcomes > shipping

    42:14 Set goals before build

    43:57 Metrics are outcome proxies

    46:40 Easy way to say no

    48:29 Start answers with yes

    52:17 Proving analytics impact

    56:19 Credits

    #RunTheNumbersPodcast

    57 min
  • The Economics of Marketplaces: Take Rates, Middlemen, and Power

    In this episode of Run the Numbers, CJ breaks down the 5,000-year history of marketplaces—from Mesopotamia to Amazon—and the economics behind take rates, trust layers, and vertical unbundling. We unpack Airbnb’s fee backlash, Facebook Marketplace’s hidden value, why inventory kills platforms, and how AI will reshape discovery—without eliminating the middleman.

    —

    SPONSORS:

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    Slacker Stuff: https://www.slackerstuff.com/

    Ben: https://www.linkedin.com/in/slackerstuff/

    —

    RELATED EPISODES:

    The Mindshare Advantage Marketplace Success With Boris Wertz of Version One Ventures

    https://youtu.be/kN61sAxw_yk

    The Marketplace Plus Model Explained | Colin Gardiner of Yonder VC

    https://youtu.be/VIWFVwCfyLE

    A CFO Explains the History of EBITDA

    https://youtu.be/JySZv_fSNqs

    —

    TIMESTAMPS:

    0:00 Preview

    1:34 Marketplace Origins

    2:48 The Digital Shift

    5:55 Unbundling of Craigslist

    9:56 Sponsors — Rillet | Tabs | Abacum

    13:21 Smart Phone Revolution

    17:33 Take Rate Calculations

    21:08 When the Marketplace Crosses the Line

    24:49 Sponsors — Brex | Metronome | RightRev

    28:09 When Fees Become Friction

    30:37 The Marketplace Plus Model

    33:26 The $100B Flea Market

    36:14 The Inventory Trap

    40:07 The Disintermediation Problem

    42:35 Convenience Beats Inspection

    45:09 AI Compresses the Marketplace

    47:56 You Can’t Cut Out the Middleman

    50:03 Credits

    #RunTheNumbersPodcast #Marketplaces #PlatformEconomy #Middleman #TechStrategy

    51 min
  • The $150B Secondary Market and the Future of Venture Liquidity | Mike Jung

    CJ sits down with Mike Jung, Co-Founder and Managing Partner of Founders Circle Capital. They unpack the rise of structured liquidity, how secondaries went mainstream, and what CFOs should know before running a tender. Mike shares lessons from the dot-com era, AI’s “super cycle,” and what separates durable growth companies from hype.

    —

    SPONSORS:

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Mike: https://www.linkedin.com/in/mikjung

    https://www.founderscircle.com/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    https://www.mostlymetrics.com

    —

    TIMESTAMPS:

    1:08 Founder Circle origin

    3:15 The founder liquidity insight

    5:16 Staying private longer problem

    6:04 Secondary market control vs chaos

    8:44 Secondaries over IPOs

    10:12 Liquidity keeps VC alive

    11:27 Ask Jeeves dot-com lesson

    12:26 $190 to $1 + AMT reality

    13:10 Sponsors — RightRev | Rillet | Tabs

    16:39 Private share opacity risk

    20:25 Founder + employee liquidity playbooks

    21:55 Early investors need liquidity too

    22:31 Cap table math actually matters

    24:17 SPV fee stacking insanity

    25:37 Sponsors — Abacum | Brex | Metronome

    28:54 Tender offer guardrails

    30:09 Minimum vs maximum liquidity balance

    33:01 Growth stage sweet spot + IPO bar rising

    34:17 AI Cambrian explosion

    34:58 Buying fear vs buying hype

    36:29 AI growth sustainability

    37:19 Founder-led advantage + product velocity

    38:47 TAM is created, not measured

    41:06 Anti-portfolio lessons

    43:01 What is a supercycle

    44:34 Do supercycles end in crashes?

    46:16 AI’s unprecedented adoption curve

    48:31 Community as a moat

    52:50 Earning the right to be on the cap table

    58 min
  • Minted’s CFO: Half the Year Happens in One Month

    In this episode of Run the Numbers, CJ sits down with Mateo Bryant, CFO of Minted. They break down Minted’s life-event flywheel and decades-long LTV, managing extreme seasonality when half the year happens in one month, and balancing long-term CAC with short-term monetization. Mateo also shares lessons from scaling Uber and Amazon globally, localization missteps, and making marketplaces work in emerging markets.

    —

    SPONSORS:

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    —

    LINKS: 

    Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN

    Mateo: https://www.linkedin.com/in/bryantmatt/

    Minted: https://www.minted.com/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    RELATED EPISODES:

    Peter Oey, CFO of Grab:

    https://youtu.be/tdq0AZO0dLU

    —

    TIMESTAMPS:

    00:00 Intro

    03:16 Fixer to CFO

    05:32 Mexico City Startups

    09:00 Minted Flywheel

    10:24 LTV Expansion

    11:04 Entry Points

    12:18 CAC and Cohorts

    13:42 Sponsors: Metronome | RightRev | Rillet

    17:06 Wedding Lifecycle

    19:49 Holiday Forecasting

    22:23 Retail Calendar

    24:03 Cash Flow Swings

    25:05 Marketing Over Sales

    26:06 Email Limits

    27:41 Sponsors: Tabs | Abacum | Brex

    31:02 Retail Strategy

    35:08 Global Experience

    40:47 Uber Cash Economics

    46:04 Cost of Not Localizing

    50:19 Importer of Record

    53:17 No Google Lesson

    55:34 QBR Mistake

    56:48 High Leverage Hours

    59:03 Finance Stack

    59:50 Seven Day Cruise Expense

    #RunTheNumbersPodcast #MarketplaceStrategy #EcommerceFinance #GigEconomy #CFOInsights

    1 hr 2 min
  • How a CFO Budgets for Forward Deployed Engineers

    In this episode of Run the Numbers, CJ sits down with Varsha Udayabhanu of Invisible to unpack what enterprise AI adoption actually looks like beyond the hype. They cover forward deployed engineers, eight-week solution sprints, value-based pricing when outcomes are hard to meter, ARR vs. services revenue, and why “momentum” beats traditional SaaS metrics. A tactical look at trust, expansion, and building durable AI revenue.

    —

    SPONSORS:

    Brex is an intelligent finance platform that combines corporate cards, built-in expense management, and AI agents to eliminate manual finance work. By automating expense reviews and reconciliations, Brex gives CFOs more time for the high-impact work that drives growth. Join 35,000+ companies like Anthropic, Coinbase, and DoorDash at https://www.brex.com/metrics

    Metronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.com

    RightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj

    Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/run

    Abacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.ai

    —

    LINKS: 

    Varsha: https://www.linkedin.com/in/varshaudayabhanu/

    Company: https://invisibletech.ai/

    CJ: https://www.linkedin.com/in/cj-gustafson-13140948/

    Mostly metrics: https://www.mostlymetrics.com

    —

    RELATED EPISODES:

    Marketing as a Form of Capital Allocation With Carta's Head of Growth Angela Winegar

    https://youtu.be/rG09ehsrWv8

    —

    TIMESTAMPS:

    00:00 Intro

    03:21 What Invisible Technologies Does

    05:34 Enterprise AI Adoption Gap

    07:38 Forward Deployed Engineers

    09:44 Evolving GTM in AI Services

    10:36 Solution Sprints

    12:37 Sponsor — Brex | Metronome | RightRev

    15:56 Upfront Investment vs. Upside

    18:38 Bespoke Deals

    20:37 Value-Based Pricing in Enterprise AI

    22:12 Value Sold vs. Value Delivered

    23:31 Enterprise Revenue as a Portfolio of Bets

    24:53 Time-Bound Solution Sprints

    27:06 Sponsor — Rillet | Tabs | Abacum

    30:32 Humans in the Loop & Expert Incentives

    33:38 Niche Human Expertise

    34:10 Rethinking KPIs Beyond ARR

    35:44 Momentum Metrics

    39:00 Evaluating GenAI Financial Profiles

    40:47 Expansion as the Atomic Unit

    42:19 AdTech Lessons on Distribution & Brand

    43:23 Why Brand Matters for Enterprise

    47:10 Commoditization Risk

    48:31 Long-Ass Lightning Round

    53:20 Credits

    54 min

About Run the Numbers

From the publisher's feed

Run the Numbers is a business podcast about financial metrics and business models for CFOs, aspiring CFOs, finance leaders, and ambitious people operating tech startups. Hosted by CJ Gustafson, CFO…

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