Run the Numbers

Run the Numbers

By CJ GustafsonBusinessManagement
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Run the Numbers episodes

  • Cumberland Farms S-1 Breakdown: Fuel, Snacks, and Debt

    On this episode of Run the Numbers, CJ breaks down Cumberland Farms’ IPO filing and the surprising business behind it.

    —

    SPONSORS:

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Pulley is an equity management platform that lets you issue options, model dilution, and complete 409As without your cap table turning into a spreadsheet disaster. Founders raising, hiring, and scaling use Pulley to keep equity clean and stay focused on building. Learn more or request a demo at https://pulley.com/mostlymetrics

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    Maximor is an autonomous finance platform that runs order-to-cash, procure-to-pay, the close, cash management, and reporting on self-learning agents instead of a dozen disconnected tools. One PE-backed customer cut their close in half, took audit findings from seven to zero, and cut back-office costs by 70% in six months. You pay for outcomes, not seats. See it at https://www.maximor.ai/

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Anrok is the sales tax platform that watches your exposure everywhere, automates compliance, and flags risk before it turns into a surprise back-tax letter from a state you've never set foot in. Companies like Anthropic, Notion, and Vanta already trust Anrok to stay ahead of rules that move faster than any spreadsheet can. Talk to a sales tax expert for a personalized exposure estimate at https://www.anrok.com/rtn

    —

    LINKS: 

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

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

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

    —

    TIMESTAMPS:

    0:00 Preview and Intro

    2:57 Key metrics

    4:28 Europe now out-earns America

    5:01 $5.8B debt at 8x leverage

    6:20 TLDR: snacks, gas, borrowed money

    7:58 Fuel vs. inside: the gross profit photo finish

    8:58 COCO, CONCO, and OTHER explained

    10:57 Sponsors — Maximor | Brex | Anrok

    14:02 Why scale matters: four reasons

    16:02 The US convenience store market

    17:42 EVs: long the birth rate

    18:05 Back to the debt

    19:10 The sale leaseback

    20:24 Sponsors — RightRev | Pulley | Rillet

    23:26 Does the deleveraging math work?

    24:27 The growth thesis

    25:06 600–700 stores become Cumberland Farms

    26:16 The chicken fryer ROI

    27:00 Coffee and loyalty: 6M members in 13 months

    28:15 Red flag 1: five-for-five COSO failures

    28:41 Red flag 2: entire C-suite is new

    29:04 Red flag 3: lending to their own parent

    29:42 Red flag 4: Big Tobacco funds loyalty

    29:57 Red flag 5: foreign issuer, Cayman charter

    30:10 Red flag 6: one supplier is 31% of costs

    30:32 Red flag 7: balance sheet is stale

    30:45 Cap table: TDR Capital and the Issa brothers

    31:55 Casey's vs. ARCO

    33:47 Goldman got bumped

    34:08 Massachusetts banned the pump clip until 2015

    34:57 No health insurance disclosure for 16K US workers

    35:30 Robert Swan (ex-Intel CEO) is on the board

    36:08 Credits

    37 min
  • Token Economics, AI ROI, and the Future of Investment Banking with Rahul Rekhi

    In this episode of Run the Numbers, CJ sits down with Rogo president Rahul Rekhi to unpack what AI actually changes in investment banking and finance. They dig into token economics, why adoption without ROI is a trap, how vertical AI wins, and why domain expertise still matter.

    —

    SPONSORS:

    Pulley is an equity management platform that lets you issue options, model dilution, and complete 409As without your cap table turning into a spreadsheet disaster. Founders raising, hiring, and scaling use Pulley to keep equity clean and stay focused on building. Learn more or request a demo at https://pulley.com/mostlymetrics

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    Maximor is an autonomous finance platform that runs order-to-cash, procure-to-pay, the close, cash management, and reporting on self-learning agents instead of a dozen disconnected tools. One PE-backed customer cut their close in half, took audit findings from seven to zero, and cut back-office costs by 70% in six months. You pay for outcomes, not seats. See it at https://www.maximor.ai/

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Anrok is the sales tax platform that watches your exposure everywhere, automates compliance, and flags risk before it turns into a surprise back-tax letter from a state you've never set foot in. Companies like Anthropic, Notion, and Vanta already trust Anrok to stay ahead of rules that move faster than any spreadsheet can. Talk to a sales tax expert for a personalized exposure estimate at https://www.anrok.com/rtn

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    —

    LINKS: 

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

    Guest: https://www.linkedin.com/in/rahulrekhi/

    Company: https://www.rogo.ai/

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

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

    —

    RELATED EPISODES:

    A CFO Explains the Stock Exchanges

    https://youtu.be/pooOE6ZNGR4

    A CFO Explains Marketplaces

    https://youtu.be/LpbH9GpBrSY

    —

    TIMESTAMPS:

    0:00 Preview and Intro

    2:44 Why finance was first to verticalize AI

    6:28 What the president title means at Rogo

    9:55 Sponsors — Pulley | Rillet | Maximor

    13:02 The problem Rogo is solving

    16:16 Token maxing is not transformation

    17:43 Why ROI is so hard to measure

    19:39 Sponsors — Brex | Anrok | RightRev

    22:37 ROI is business-unit specific

    24:03 Budgeting tokens like a benefits load

    25:00 AI incentives aren't aligned to efficiency

    26:26 The model broker function

    32:03 Not all token spend is equal

    37:14 Who owns AI efficiency?

    40:59 The forward deployed banker

    43:00 Domain expertise: the Interstellar analogy

    49:21 Lightning round

    49:28 Screwed up: DCF error in a live deal

    51:13 Will new grads have the spidey sense?

    53:03 Meeting Pope Francis

    55:04 Fact-checking jobs numbers at the White House

    57:39 Advice to younger self

    59:21 Credits

    1 hr
  • Jersey Mike’s S-1 Breakdown: How a $4.2B Sandwich Machine Works

    On this episode of Run the Numbers, CJ breaks down Jersey Mike’s S-1 and the franchise machine behind more than $4 billion in sandwich sales. He explains how an asset-light royalty model works, why franchise economics can be so powerful, what Blackstone saw in the business, and what the filing reveals about growth, margins, and the real money behind the subs.

    —

    SPONSORS:

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Pulley is an equity management platform that lets you issue options, model dilution, and complete 409As without your cap table turning into a spreadsheet disaster. Founders raising, hiring, and scaling use Pulley to keep equity clean and stay focused on building. Learn more or request a demo at https://pulley.com/mostlymetrics

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    Maximor is an autonomous finance platform that runs order-to-cash, procure-to-pay, the close, cash management, and reporting on self-learning agents instead of a dozen disconnected tools. One PE-backed customer cut their close in half, took audit findings from seven to zero, and cut back-office costs by 70% in six months. You pay for outcomes, not seats. See it at https://www.maximor.ai/

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Anrok is the sales tax platform that watches your exposure everywhere, automates compliance, and flags risk before it turns into a surprise back-tax letter from a state you've never set foot in. Companies like Anthropic, Notion, and Vanta already trust Anrok to stay ahead of rules that move faster than any spreadsheet can. Talk to a sales tax expert for a personalized exposure estimate at https://www.anrok.com/rtn

    —

    LINKS: 

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

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

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

    —

    TIMESTAMPS:

    0:00 Sell $4B in subs, own none of the stores

    0:33 Origin story: Peter Cancro buys a sub shop at 17

    1:47 It's a royalty business

    2:42 Key metrics

    6:07 What you're actually buying

    6:42 The three revenue streams

    7:19 The franchisee's P&L

    10:00 Sponsors — RightRev | Pulley | Rillet

    13:02 Corporate P&L: 47% EBITDA margins

    13:33 The Blackstone math

    14:38 $2.1B whole business securitization

    15:09 Full EBITDA bridge

    16:00 The CEO buying back the 2%

    17:10 Red flag 1: Up-C structure

    18:11 Red flag 2: tax receivable agreement

    18:45 Red flag 3: controlled company governance

    19:05 Red flag 4: sponsor already took $500M

    19:29 Red flag 5: charitable donations added back

    20:13 Red flag 6: cheap debt maturing in 2029

    20:52 Sponsors — Maximor | Brex | Anrok

    23:56 Valuation: $10–12B

    24:32 Peer comparison

    25:27 How do you underwrite $12B?

    25:58 Misc: quantum attack on the provolone

    26:28 The hidden 53rd week

    26:57 No drive-thru is a feature

    27:13 Verdict

    27:56 Credits

    #RunTheNumbersPodcast #IPO #Investing #BusinessStrategy #FinanceLeadership

    29 min
  • The CFO Who Was “Ill Equipped” to Save Lehman Brothers

    What actually prepares someone to become a CFO? CJ revisits Erin Callan’s short, brutal run as Lehman Brothers CFO and pulls lessons from past guests on operational reps, simple communication, fast-moving bad news, budget mistakes, and why great finance leaders can’t just report the numbers, they have to shape them.

    —

    SPONSORS:

    Anrok is the sales tax platform that watches your exposure everywhere, automates compliance, and flags risk before it turns into a surprise back-tax letter from a state you've never set foot in. Companies like Anthropic, Notion, and Vanta already trust Anrok to stay ahead of rules that move faster than any spreadsheet can. Talk to a sales tax expert for a personalized exposure estimate at https://www.anrok.com/rtn

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Pulley is an equity management platform that lets you issue options, model dilution, and complete 409As without your cap table turning into a spreadsheet disaster. Founders raising, hiring, and scaling use Pulley to keep equity clean and stay focused on building. Learn more or request a demo at https://pulley.com/mostlymetrics

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    Maximor is an autonomous finance platform that runs order-to-cash, procure-to-pay, the close, cash management, and reporting on self-learning agents instead of a dozen disconnected tools. One PE-backed customer cut their close in half, took audit findings from seven to zero, and cut back-office costs by 70% in six months. You pay for outcomes, not seats. See it at https://www.maximor.ai/

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    —

    LINKS: 

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

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

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

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

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

    —

    RELATED EPISODES:

    Steve Isom

    https://youtu.be/a4lEdrgFW5E

    Jake Kornreich

    https://youtu.be/GKo0B1w4bo4

    Manu Diwakar

    https://youtu.be/J0J4Rfne54E

    Dan Bettes

    https://youtu.be/b4w_OHpSNNw

    Alan Imberman

    https://youtu.be/UD9lYhkfA6U

    —

    TIMESTAMPS:

    0:00 Erin Callan: Lehman's CFO Set up to Fail

    5:48 Steve Isom: broadcaster vs. team captain

    9:37 Be in rhythm with the business

    11:15 Sponsors — Anrok | RightRev | Pulley

    14:07 Jake Kornreich: title vs. impact

    18:23 Get into the room where decisions are made

    22:08 Sponsors — Rillet | Maximor | Brex

    25:23 Dan Betts: don't church it up

    27:11 The higher up you go, the simpler it gets

    29:04 Dan Betts: the many faces of EBITDA

    30:39 Understand what success means to them

    32:07 Jake Kornreich: the $5M budget bust

    33:04 Bad news travels fast

    35:01 Alan Imberman: the $100K coffee tab

    38:15 ROI on perks

    40:25 Alan Imberman: long-term vs. short-term investors

    43:28 Would you take the Lehman job?

    45:44 Credits

    #RunTheNumbersPodcast #CFO #FinanceLeadership #StartupGrowth #FinanceHistory

    47 min
  • How Finance Teams Are Actually Using AI | Opendoor, Datadog, PwC

    In this episode of Run the Numbers, CJ goes live from Rillet Recon with Dana Decker (VP of Finance at Opendoor), AJ Ljubich (SVP, FP&A at Datadog), and Micah Richard (Principal, AI at PwC) to unpack how finance teams are actually using AI.

    —

    SPONSORS:

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Anrok is the sales tax platform that watches your exposure everywhere, automates compliance, and flags risk before it turns into a surprise back-tax letter from a state you've never set foot in. Companies like Anthropic, Notion, and Vanta already trust Anrok to stay ahead of rules that move faster than any spreadsheet can. Talk to a sales tax expert for a personalized exposure estimate at https://www.anrok.com/rtn

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Pulley is an equity management platform that lets you issue options, model dilution, and complete 409As without your cap table turning into a spreadsheet disaster. Founders raising, hiring, and scaling use Pulley to keep equity clean and stay focused on building. Learn more or request a demo at https://pulley.com/mostlymetrics

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    Maximor is an autonomous finance platform that runs order-to-cash, procure-to-pay, the close, cash management, and reporting on self-learning agents instead of a dozen disconnected tools. One PE-backed customer cut their close in half, took audit findings from seven to zero, and cut back-office costs by 70% in six months. You pay for outcomes, not seats. See it at https://www.maximor.ai/

    —

    LINKS: 

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

    Guests:

    https://www.linkedin.com/in/aj-ljubich-cfa-727ab912/

    https://www.linkedin.com/in/dana-decker/

    https://www.linkedin.com/in/micah-richard-64a53238/

    Companies:

    https://www.datadoghq.com/

    https://www.opendoor.com/

    https://www.pwc.com/

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

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

    —

    TIMESTAMPS:

    0:00 Preview and Intro

    2:27 Panel intros: AJ, Micah, Dana

    4:00 FP&A a year ago vs. today

    6:45 Opendoor: default-to-AI company

    7:40 Leadership being in the weeds

    8:30 Building a daily P&L view with Claude

    9:39 Sponsors — Brex | Anrok | RightRev

    12:38 Forecasting at Datadog: consumption model

    14:20 AI picks up seasonality, misses customer context

    15:10 Semantic layer and blessed queries

    16:35 Self-serve data: how far can you go?

    20:10 Best-in-class adoption: build over buy

    20:23 Sponsors — Pulley | Rillet | Maximor

    23:30 Does a 2-year head start matter?

    24:10 Build vs. buy criteria haven't changed

    25:10 Evaluating vendor roadmaps

    26:20 Procurement shifting toward build

    28:00 Data access controls and RBAC

    31:00 Token usage: haves and have-nots

    32:50 Encouraging tokens across the org

    34:40 ROI metrics haven't changed

    35:45 90-day advice: just start

    36:55 Leadership has to pull the red tape

    38:05 Get the data right first

    39:07 Credits

    40 min
  • Lime’s S-1 Breakdown: The $1.8B Scooter IPO

    In this episode of Run the Numbers, CJ breaks down Lime’s S-1 as the scooter company heads toward the public markets. He gets into the $1.8B valuation, Wayne Ting’s turnaround playbook, Lime’s unit economics, the post-Covid recovery, and the debt wall that may be forcing the IPO window open.

    —

    SPONSORS:

    SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cj

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Aleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/run

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    EY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups

    —

    LINKS: 

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

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

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

    —

    RELATED EPISODES:

    SpaceX S1 Breakdown

    https://youtu.be/AARjbTO8FKo

    —

    TIMESTAMPS:

    0:00 Intro

    1:48 What Lime does

    2:47 Phoenix rising from the ashes

    3:53 Revenue: $887M, 29% growth

    6:38 Gross margin and the depreciation trick

    7:53 Adjusted EBITDA: $218M, up 42%

    8:27 Why the net loss got bigger

    9:54 Sponsors — SpendHound | Brex | Aleph

    13:08 Revenue per vehicle per day

    13:42 Marketing: only 2% of revenue

    14:01 Subscription mix: 28% and rising

    14:25 The debt: $821M but most converts

    15:37 The turnaround story

    16:42 What Wayne found taking over

    17:31 The three numbers he locked in on

    18:05 The warehouse overhaul

    19:31 Sponsors — RightRev | Rillet | EY

    22:33 The debt deep dive

    23:20 Why the net loss widened

    24:27 Post-IPO: nearly debt free

    25:07 Why more scooters make each scooter worth more

    28:43 How a scooter pays for itself

    30:43 The swappable battery

    32:39 Is this a real moat?

    34:14 Red flag 1: going concern

    35:11 Red flag 2: depreciation change before IPO

    36:11 Red flag 3: permits can disappear

    36:32 Red flag 4: Uber is everything

    37:24 Red flag 5: vehicles catch fire

    37:56 Valuation: under 2x revenue

    39:55 Comps: between Lyft and Uber

    40:55 Bull vs. bear

    41:52 Legal name is Neutron Holdings

    42:47 Credits

    44 min
  • How Confluent’s CFO Runs Planning, Pricing, and Prioritization

    On this episode of Run the Numbers, CJ sits down with Confluent CFO Rohan Sivaram to talk goal setting, prioritization, consumption-based pricing, hybrid zero-based budgeting, and the frameworks finance leaders use to scale companies. Rohan shares why he carries his 12-month goals with him, how he evaluates opportunities through TAM, technology, and team, and why usage-based pricing changes the entire operating model.

    —

    SPONSORS:

    EY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups

    SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cj

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Aleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/run

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    —

    LINKS: 

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

    Guest: https://www.linkedin.com/in/rohan-sivaram-69007b7/

    Company: https://www.confluent.io/

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

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

    —

    RELATED EPISODES:

    A CFO Explains Marketplaces

    https://youtu.be/LpbH9GpBrSY

    —

    TIMESTAMPS:

    0:00 Preview and Intro

    2:26 Writing down 12-month goals and carrying them

    6:33 Rule of 168: 168 hours a week

    7:36 Delegation and calendar management

    9:25 Learning to say no: cultural shift

    11:32 Sponsors — EY | SpendHound | Brex

    14:29 Joining Confluent: the state of the company

    16:57 Building blocks of a budgeting process

    19:46 Execute, learn, adapt

    21:59 Healthy tension in the planning cycle

    22:26 Sponsors — Aleph | RightRev | Rillet

    25:46 What is hybrid zero-based budgeting?

    30:37 Moving from subscription to consumption pricing

    32:22 Why this was a one-way door

    33:56 New metrics required in a consumption business

    35:28 Evaluating job opportunities: the three T's

    37:39 Networking and reciprocity

    39:54 Lightning round

    40:04 Screwed up: free cash flow sign error

    42:03 Advice to younger self: take more risks

    42:38 Finance software stack

    43:00 AI tools the team has built

    43:44 Credits

    45 min
  • Salesforce Paid $2.1 Billion for His Company: Meet the CFO Who Made it Happen

    In this episode of Run the Numbers, CJ sits down with Jake Kornreich, CFO of CoLab and former CFO of Own, live from the New York Stock Exchange. Jake breaks down the six-part framework behind Own’s $2.1B sale to Salesforce, why “control your destiny” matters, how CFOs should think about IPO readiness, board communication, share price theater, and why great finance leaders operate beyond the spreadsheet.

    —

    SPONSORS:

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    EY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups

    SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cj

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Aleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/run

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    —

    LINKS: 

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

    Guest: https://www.linkedin.com/in/jake-kornreich/

    Company: https://www.colabsoftware.com/

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

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

    TIMESTAMPS:

    0:00 Preview and Intro

    2:20 First stock

    3:28 Benefits of going public today

    5:42 Come-up: chief of staff to CFO

    6:31 Running HR like a sales org

    8:32 Control your destiny

    9:24 Synergies with Salesforce

    10:09 Sponsors — Rillet | EY | SpendHound

    13:10 Do your own ROI due diligence

    14:40 Share price equals entertainment

    16:26 Disciplined execution

    17:45 Performance, not stories

    19:24 Activist investors and the acquirer's board

    20:13 Write the memo for the other side

    20:45 Sponsors — Brex | Aleph | RightRev

    24:02 Triangulate your way to success

    25:18 Your board takes snapshots, you run the movie

    26:21 Knowing when to sell

    27:16 Valuation limits your exit options

    27:38 Stakeholder comms during the acquisition

    29:58 CFO as operator, not just function

    31:31 What is CoLab?

    32:09 Why Jake joined post-Series C

    33:50 Personal product market fit for CFOs

    35:27 Lightning round

    35:42 Screwed up: $5M budget error

    36:17 Advice to younger self

    36:41 Finance software stack

    37:34 Culture of expense discipline

    38:22 Credits

    39 min
  • SoundCloud CFO Dan Bettes on Marketplace Liquidity, Music, and Forecasting

    In this episode of Run the Numbers, CJ sits down with Dan Bettes, CFO of SoundCloud, at the New York Stock Exchange. Dan breaks down how SoundCloud operates as a two-sided music marketplace, how he thinks about liquidity between fans and creators, and why great finance leaders need to make forecasting feel owned by the business

    —

    SPONSORS:

    Aleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/run

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    EY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups

    SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cj

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    —

    LINKS: 

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

    Guest: https://www.linkedin.com/in/danielbettes/

    Company: https://soundcloud.com/

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

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

    —

    TIMESTAMPS:

    0:00 Preview and Intro

    2:17 First stock: a Vanguard index fund

    3:13 Most memorable IPO: Groupon

    4:54 Benefits of going public have changed

    5:47 SoundCloud and the music industry

    7:21 Three eras: physical, streaming, creator platform

    8:49 Streaming unbundled the album

    10:03 Artists don't need labels anymore

    11:40 Sponsors — Aleph | RightRev | Rillet

    15:00 SoundCloud's two-sided business model

    16:23 Touring replaced the album

    17:17 First metric every morning: net adds

    18:31 DAU vs. MAU: it's a funnel

    19:14 Viral moments and exogenous pops

    20:10 LTV and the subscription funnel

    21:38 Sponsors — EY | SpendHound | Brex

    24:35 Tops-down vs. bottoms-up: reconcile both

    26:21 Revenue is an output

    27:45 Handling forecast deviation

    29:24 How often to reforecast

    30:23 The final boss: indirect cash flow statement

    33:09 Cash vs. EBITDA fluency

    35:04 Plain English and the power of reps

    36:52 Tailor the message to the audience

    37:45 Lightning round

    37:45 Screwed up: miscounted corn at a banquet

    38:41 Lean into discomfort

    39:55 Craziest expense: a post-flight massage

    40:17 Credits

    41 min
  • Bending Spoons S1: How Italy's Software Acquirer Built a $20B Empire From the Discount Rack

    In this episode of Run the Numbers, CJ breaks down Bending Spoons’ F-1 filing and the acquisition machine behind AOL, Evernote, Vimeo, Eventbrite, and more. He unpacks the company’s playbook: buy under-optimized digital businesses, transform operations, raise prices, reinvest earnings, and repeat — while asking the core question: how much was built, and how much was bought?

    —

    SPONSORS:

    RightRev is an automated revenue recognition platform that lets your product team ship new pricing without asking finance for permission, and your sales team close deals without creating downstream chaos. Check out their free tool at calculator.rightrev.com It scores your rev rec process, shows what's exposing you to risk, and tells you exactly where to focus before it bites you in the rear end. Check it out at https://calculator.rightrev.com

    Rillet is an AI-native ERP built for modern finance teams that want to replace NetSuite and close faster. With revenue recognition, close management, multi-entity support, and native Stripe and Salesforce integrations, Rillet helps scaling companies run their finance stack in one place. Hundreds of teams, including Windsurf and Mercor, use Rillet to make the zero-day close real. Book a demo at https://www.rillet.com/cj

    EY has been part of Silicon Valley since it was just a valley, helping the most successful names in tech go from startup to exit to megacap. With teams across strategy, tax, audit, and transactions, EY helps you get your financials right early, long before your investors start asking for it. You build the next big thing, and EY will help you build it right. Learn more at https://www.ey.com/techstartups

    SpendHound cuts your SaaS and AI spend by up to 30% using real pricing benchmarks across 10,000 vendors, so you always know what fair pricing looks like before your next renewal. Rated #1 on G2 in SaaS spend management, it's free forever for teams up to 1,000 employees. Sign up by June 12th and get $500 just for getting started. Go to https://www.spendhound.com/cj

    Brex is an intelligent finance platform with AI-powered agents that capture expenses automatically, enforce policy before the spend happens, and close your books in minutes instead of weeks. 35,000+ companies like OpenAI, Coinbase, Anthropic, and DoorDash already run on Brex. It's time to get Brex AF. Learn more at https://www.brex.com/metrics

    Aleph is a modern FP&A platform built for teams that want more than another planning tool. By connecting your ERP, CRM, and other systems into one trusted data layer with AI workflows, Aleph helps you move faster with real-time insights. Get a personalized demo at https://www.getaleph.com/run

    —

    LINKS: 

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

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

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

    —

    TIMESTAMPS:

    0:00 What is Bending Spoons?

    1:03 The Internet's attic: the portfolio

    3:11 The metrics rundown

    5:44 Revenue: $1.3B, 95% growth

    6:04 82% of growth was bought, not built

    6:29 Gross margin: 66%

    6:50 Subscription mix and NRR

    7:33 Net income: basically zero

    8:00 Cash: $741M, debt: $4.4B

    8:35 Revenue per employee: $2.57M

    9:39 Sponsors — RightRev | Rillet | EY

    12:42 Organic growth is mostly price hikes

    13:50 A house of adjustments

    14:54 Add-backs bigger than the profit

    15:22 The reorganization line: cost of firing

    19:21 Sponsors — SpendHound | Brex | Aleph

    22:51 Does the playbook actually work?

    23:07 Evernote: the proof point

    23:45 Romini: the growth proof point

    24:10 AI in three directions at once

    25:45 The debt engine

    27:50 Red flag 1: material accounting weaknesses

    28:38 Red flag 2: pro forma numbers come with a confession

    29:00 Red flag 3: App Store dependency

    29:11 Red flag 4: no long-term contracts

    29:30 Red flag 5: foreign private issuer

    29:52 Red flag 6: they've never sold anything

    30:19 Cap table and board

    31:07 Valuation: 14–18x

    33:00 Bull vs. bear case

    33:55 Miscellaneous: the S1 is already stale

    35:25 Credits

    36 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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