Run the Numbers is a twice-weekly podcast about financial metrics and business models, designed for ambitious people operating tech startups. It's a collection of things host CJ Gustafson (CFO at Partstech and writer of Mostly Metrics) has learned and thought about in the trenches as a tech CFO.
This show is meant to serve as a playbook of sorts for the stuff CJ wishes he knew earlier in his career, both from experience and from copying people smarter than himself.
Topics frequently touch upon Startup SaaS Metrics, Annual Budgeting, Financial Forecasting, Headcount, Equity, Dilution, and Fundraising – and how all of these drive business performance and growth.
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Check latest episodes from Run the Numbers podcast
Anthropic's Historic IPO Has Arrived | S1 Breakdown
2026/10/27
In this episode of Run the Numbers, CJ breaks down Anthropic’s S-1: the revenue growth, 900% net revenue retention, compute costs, gross margin, and whether the company is actually profitable. We also cover the risk factors, the five-class share structure, executive pay, and what a roughly $2 trillion valuation implies next to other recent IPOs.
—
SPONSORS:
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made. Go to abacum.ai/mostly-metrics.
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. 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
—
TIMESTAMPS:
0:00 Cold Open
1:08 Ticker, Raise, and Valuation
2:02 Three Big Questions
2:21 Key Stats at a Glance
8:04 The Best Shareholder Letter Ever
11:18 Where Anthropic Sits in the AI Stack
15:20 How Anthropic Makes Money
18:02 Run Rate vs. ARR
20:56 Revenue Efficiency
22:48 The Four Financial Drivers
25:16 Are They Profitable?
26:37 Gross Margin
31:29 Cash Flow
35:22 Wallet Share and Too Many Partners
37:18 Red Flags
40:49 The Cap Table
42:08 Exec Pay and the Board
43:33 Valuation
44:50 IPO Comps
45:12 Odds and Ends
45:55 Bull Case and Final Take
46:57 Wrap Up
#RunTheNumbersPodcast #Anthropic #IPO #S1 #AI
Why Databricks’ Sid Kumar is Always Planning
2026/10/26
In this episode of Run the Numbers, CJ welcomes back Sid Kumar, who has led go-to-market through perpetual, cloud, SaaS, and consumption models at CA, AWS, HubSpot, and now Databricks. They cover how consumption changes the sales org, why customer success has an identity crisis, how to build a commission stack, and what ARR actually means. Sid also shares how AI is reshaping capacity planning and why he thinks annual planning is giving way to continuous planning.
—
SPONSORS:
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made.
Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Craig on Linkedin: linkedin.com/in/craig-bealmear-a375573
Oklo: https://oklo.com/
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
2:52 Go-to-Market
5:05 Perpetual, SaaS, Consumption
7:01 The Contract Isn’t the Moment of Truth
10:24 A Different Kind of AE
17:41 Customer Success’s Identity Crisis
20:23 Hunter vs. Farmer
22:44 Motion Specialization
23:50 Building the Commission Stack
28:07 CAC and LTV
29:54 What ARR Means
33:44 Pattern Matching With Data
38:13 Forecasting
38:59 Always Be Planning
41:10 AI and Capacity Planning
43:48 Will AI Change Sales Ops?
46:16 The Player-Coach Is Back
46:44 Getting Hands-On With AI
48:08 Hot Take on Annual Planning
#RunTheNumbersPodcast #Databricks #GoToMarket #SalesOps #ConsumptionPricing
Oklo CFO on Leading Through Deepwater Horizon | Craig Bealmear
2026/10/22
In this episode of Run the Numbers, recorded live at Brex Mode in Chicago, CJ sits down with Craig Bealmear, CFO of Oklo, who spent nearly 30 years at BP before moving into nuclear. They cover raising billions before meaningful revenue, why cash matters more than the P&L, and how he hires the finance team Oklo will need two years from now. Craig also looks back at leading through the Deepwater Horizon crisis.
—
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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made. Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Craig on Linkedin: linkedin.com/in/craig-bealmear-a375573
Oklo: https://oklo.com/
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
2:38 What Oklo Does
3:38 From BP to Nuclear
6:03 The Power Behind the AI Stack
7:47 Unconstrained Demand
12:38 Risks
13:50 Running a Pre-Revenue Company
14:57 The Say-Do Ratio
17:41 Asking the Dumb Questions
18:13 Raising Capital Before the Projects
21:15 Cash Management Pillars
25:05 One-Way vs. Two-Way Decisions
26:11 Defining Capability
27:35 Hiring for Two Years Out
28:07 Forecasting the Team 8 Quarters Out
30:07 Deepwater Horizon
31:46 Leading Through a Crisis
32:19 Wrap Up
#RunTheNumbersPodcast #Oklo #Nuclear #CFO #BrexMode
Token Series Part 2 | Finance's ChatGPT moment: MCP, Harness, and Headless Explained (simply)
2026/10/20
In Part 2 of our Token Series with Tabs, CJ and Ali Hussain ask how much AI is too much in finance. They cover why finance may be the most AI-forward function after product and engineering, how MCP became its “ChatGPT moment,” and why headless agents need a leash. They also get into where to start with governance and why deterministic layers still matter.
—
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
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/ali-hussain786
Company: www.tabs.com
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
1:05 Why CFOs Ask About Org Design
2:25 Finance Is the Most AI-Forward Team
3:43 MCP: Finance’s ChatGPT Moment
5:08 Laying Tracks for Agents
5:53 Vendors, Employees, Customers
6:51 MCP, Harnesses, and Headless Agents
8:34 The New Finance Operating System
11:50 Governing AI in Finance
12:12 Where to Start: Billing and Collections
13:51 Will Deterministic Layers Survive?
14:51 Build vs. Buy
16:28 Why Revenue Work Is So Hard
18:11 Next Up: Who Foots the Bill?
#RunTheNumbersPodcast #Tabs #CFO #AI #AITokens
Brex's CFO on the Weekend SVB Collapsed | Erica Dorfman
2026/10/19
Episode Description:
In this episode of Run the Numbers, CJ sits down with Erica Dorfman, CFO of Brex, to trace her path from capital markets at SoFi to product to the CFO seat. They cover why Brex moved away from lending, what happened behind the scenes during the SVB collapse, and how Erica keeps reinventing her role and her team as the company scales.
—
SPONSORS:
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made.
Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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 works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Erica on Linkedin: linkedin.com/in/erica-dorfman-4034b717
Brex: www.brex.com
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
2:24 Swimming and the CFO Mindset
6:03 The Columbia Finance Mafia
7:48 The Physics of a Business
11:16 VP of Cash at Brex
12:40 How Banking Partnerships Work
17:58 Why Brex Moved Away From Lending
19:23 Great Adjacency vs. Distraction
21:31 AI Auditing Every Transaction
23:00 Operating Through Chaos at SoFi
25:45 The SVB Weekend
29:00 Crisis Meets Opportunity
37:31 Asking “Stupid” Questions
39:44 Rebuilding the Team
43:33 Killing Meetings
46:05 Erica’s Biggest Mistake
47:08 Advice to Her Younger Self
47:36 Brex’s Finance Tech Stack
48:37 Craziest Expense Ever
#RunTheNumbersPodcast #Brex #CFO #Building #FinanceLeadership
Former Netflix CFO Breaks Down Return on Compute | Jim Cook
2026/10/15
In this episode of Run the Numbers, CJ welcomes back Jim Cook, a multi-time CFO (Intuit, Netflix, Mozilla) turned coach, author, and newsletter writer. They dig into “return on compute,” the metric Jim believes every finance leader needs in their vocabulary, and why surprise AI bills echo the early days of the cloud. They cover how to budget for tokens, the “frontier convergence” idea for ramping compute spend by role, and why revenue per compute may join revenue per headcount on the CFO scorecard.
—
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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made.
Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.com
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Jim on Linkedin: linkedin.com/in/cookflix
Benchboard: https://www.benchboard.com/
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Welcome Back, Jim Cook
2:56 Return on Compute
5:51 The $500K Surprise Bill
8:25 Do Execs Know Their Token Usage?
10:05 Tagging Compute Like Cloud Costs
12:03 Budgeting for Tokens
13:19 Revenue per Compute
14:45 The Modern CFO Framework
15:50 What Strategy Really Means
17:44 Communication and Influence
22:27 Lead With a Thesis
24:05 Speaking Up in the Boardroom
26:04 Better Questions with EY
28:11 Where to Find Jim
#RunTheNumbersPodcast #ReturnOnCompute #CFO #AI #FinanceLeadership
Inside the Food52 Bankruptcy | Heidi Robinson
2026/10/12
In this episode of Run the Numbers, CJ sits down with Heidi Robinson, former CFO and COO of Food52, for one of the wildest CFO stories the show has featured. Heidi joined expecting to lead a modest turnaround and within weeks realized the company was in far deeper trouble than anyone understood. She walks through being the newest executive in the room and having to deliver that news and the Monday evening a lender swept the company's cash without warning.
—
SPONSORS:
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made. Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/heidilrobinson
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
2:29 Joining Food52
3:45 Food52's Three Brands
6:14 Building a Cash Flow Model
7:25 Delivering the Worst News
8:09 A Path Without Bankruptcy?
9:05 The Cash Sweep
13:44 The Scramble
18:30 Selling at 60% Off
19:45 Working Through the Holidays
20:10 Filing Chapter 11
21:48 Chapter 7 vs. 11
23:05 The Headline Objective
23:33 The Stalking Horse Bidder
26:17 Meet the Cast29:41 Testifying Under Oath
30:50 The Independent Board Member
35:27 The Live Auction
39:06 Bidding Like Poker
40:50 The Payout Waterfall
44:24 Better Questions with EY
44:41 Rethinking Risk
46:00 CFO/COO Convergence
#RunTheNumbersPodcast #CFOs #Food52 #Bankruptcy #FinancePodcast
Robinhood's CFO on Refounding & the Art of Capital Allocation | Shiv Verma
2026/10/08
In this episode of Run the Numbers, CJ sits down with Shiv Verma, CFO of Robinhood, to unpack the company's 2022 "refounding". They dig into why Shiv personally signs off on every headcount and marketing dollar at a $100B+ company, and how Robinhood's capital allocation philosophy — no loss leaders, minimal variable costs, and a hard $100 million ARR bar for new products — shapes everything from prediction markets to private-market investing.
—
SPONSORS:
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made.
Go to abacum.ai/mostly-metrics.
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/shiv-verma-6408249
Company: www.robinhood.com
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Intro
2:21 The 2022 Refounding
8:46 Using NPS
17:53 Moving to a GM Model
19:58 Finance Partners
17:49 Killing Committees for DRIs
20:04 Headcount Requests
27:02 RPM Teams and Efficiency
32:27 The Art of Capital Allocation
33:34 Core, Scaling, and New Seeds
37:07 Funding a New Idea
38:17 Killing OKRs
44:59 No Loss Leaders
48:36 Building Prediction Markets Fast
51:26 Why Shiv Hates Variable Costs
53:37 Market Share Over Revenue
55:59 Forecasting a Volatile Business
59:53 Shiv's Biggest Mistake
1:02:03 Lessons from the Oakland A's
1:04:04 Advice to His Younger Self
1:04:48 Finance Tech Stack
1:05:30 Craziest Expense
Token Series Part 1 | How AI Created a New Budget
2026/10/06
This is Part 1 of our new Token Series with Tabs. CJ calls up Ali Hussain to dig into one of the fastest-growing, least-understood line items on the P&L: AI inference and token spend. They debate whether AI costs ultimately belong to the CTO or the CFO, why the shift from "experimentation budgets" to real operating costs is forcing companies to rethink ownership, what's actually different about AI spend compared to the early cloud transition, and how tools like OpenRouter (acquired by Stripe) and Ramp's new offering are approaching the problem from opposite ends of engineering vs. finance.
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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
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LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/ali-hussain786
Company: www.tabs.com
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
1:11 From Experimentation Budgets to Real AI Costs
2:43 Who Owns AI Spend Inside a Company?
4:12 Lessons from the Cloud Transition
5:55 Why AI Costs Are Different from Cloud
7:51 AI as "Electricity Through the House"
8:42 Paying for 5 to 10 LLM Providers
9:58 OpenRouter vs. Ramp: Two Approaches
11:47 What the Finance Stack for AI Spend Should Look Like
13:34 Passing AI Costs on to Customers
Why Owning Your Data Is the New Moat | Primary Venture's Emily Man
2026/10/05
In this episode of Run the Numbers, CJ sits down with Emily Man of Primary Ventures to map out where value actually accrues in the AI economy. They break down the 5 layers of the AI stack and why Emily believes the next era of AI adoption will be driven by diffusion through apps rather than smarter models alone.
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SPONSORS:
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made.
Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
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
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/emily-man-02a1a486
Company: https://www.primary.vc/
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Opens
1:12 Meet Emily Man, Primary Ventures
2:01 What's Exciting in Venture Right Now
3:09 The 5 Layers of the AI Stack
4:08 Where Funding Has Focused So Far
5:54 Diffusion Through Apps
9:30 "Enough" Intelligence
17:11 Payroll vs. Compute Ratio
23:01 Alex Karp and "Owning Your Weights"
24:05 On-Prem vs. Cloud, Again?
30:53 Models vs. Loops
32:34 Software Goes Headless
34:14 Pre-2022 SaaS Companies
36:29 The Roadkill Bucket
41:42 The Vibe-Coding Backlash
44:55 Objectivity vs. Subjectivity
48:03 When AI Agents Talk to Each Other
49:43 Creating Alpha Without Being AI-Native
51:01 Better Questions, Brought to You by EY
51:16 The Future CFO Tech Stack
#RunTheNumbersPodcast #AIforCFOs #FinanceLeadership #Zuora #GoingPrivate
Zuora’s COFO On Going Private and Pricing AI | Todd McElhatton
2026/10/01
In this episode of Run the Numbers, CJ sits down with Todd McElhatton, CFO of Zuora, for a deep cut on pricing, packaging, and value in the age of AI. They dig into how companies are figuring out whether to charge for AI at all, why token-based budgets are starting to sit alongside headcount budgets, and why AI may be increasing — not decreasing — the value of deep expertise.
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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
Abacum puts your actuals, forecasts, models, and business context in one place, so you can update the plan, run scenarios, and answer "why did this change?" without rebuilding the story from six spreadsheets and a Slack thread. Connect your source systems, keep models and assumptions aligned, and give leaders trusted answers while decisions are still being made. Go to abacum.ai/mostly-metrics.
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
Fidelity Private Shares gives founders the structure and simplicity to focus on what actually matters - building your company. If your startup needs a little extra support (and let’s be honest, who doesn’t need a little help now and then), then you’re in for a pleasant surprise with Fidelity. If you stay investor ready, you don’t have to get investor ready. Check out www.fidelityprivateshares.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
Cloud Capital helps you say goodbye to on-demand rates for cloud. Committing more cuts the rate you pay for cloud infrastructure by 20–60%. Commit wrong and you pay for capacity you'll never use. Cloud Capital underwrites that risk, so you capture the savings of deeper commitments without locking in architecture or putting engineers on it. Go to www.cloudcapital.co
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/todd-mcelhatton-2140761
Company: www.zuora.com
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Intro
1:15 Meet Todd
2:24 Debating Price
7:33 Is Software "Going Headless"?
9:18 Is AI Increasing the Value of Experts
9:58 Hiring Specialists vs. Generalists
16:49 Rethinking the Budget Envelope
26:56 Time to Value
31:20 Forward-Deployed Engineers
35:20 Parallels Between On-Prem-to-Cloud
36:10 Rethinking Strategy
37:07 Avoiding the Sunk Cost Trap
38:58 The Art of Pivoting
40:12 VMware
41:31 Experimenting With AI
42:33 What Private Boards Bring
43:13 Short-Term Pain
43:45 One-Way Doors vs. Two-Way Doors
44:57Long-Ass Lightning Round
45:04 Biggest Career Mistake
45:36 Advice45:56 Finance Tech Stack
46:43 The Craziest Thing Expense
#RunTheNumbersPodcast #AIforCFOs #FinanceLeadership #Zuora #GoingPrivate
LiveRamp’s CFO Rebuilt Pricing From Scratch | Lauren Dillard
2026/09/28
CJ sits down with Lauren Dillard, CFO of LiveRamp, whose path to the CFO seat ran through investor relations, communications, and even a year as interim CMO. They dig into why storytelling and influence matter as much as technical finance chops, how LiveRamp tore down and rebuilt its entire commercial model — collapsing 25+ usage metrics into 5 and inventing the "token" along the way.
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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
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 a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
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 posts 98% of transactions directly to its ERP, with the remaining 2% routed to a human for review. You pay for outcomes, not seats. See it at https://www.maximor.ai/
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: https://www.linkedin.com/in/lauren-russi-dillard-25502424/
Company: https://www.liveramp.com
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
1:18 Intro
1:29 Meet Lauren Dillard
4:48 Lauren's Path to CFO
5:06 The "Wrong" Career Move
7:48 Why Storytelling Matters
9:41 Turning the Answer Into Action
10:33 People Plus AI
14:50 Pricing Is a Strategy Exercise
16:43 Rebuilding a Commercial Model
22:29 Simplifying Quote-to-Cash
23:29 Where the "Token" Came From
28:48 Selling a New Pricing Model
29:27 Balancing New Logos
30:17 Upmarket or Downmarket?
34:17 Where Finance and HR Disagree
36:07 The Biggest Mistake
38:23 Will It Make the Boat Go Faster?
42:27 Lessons from the NBA
44:25 Lauren's Biggest Misstep
46:27 Finance Tech Stack
47:42 Craziest Expense
#RunTheNumbersPodcast #AIforCFOs #FinanceLeadership #MasterworksArt #ContextEngineering
The NScale IPO | A Neocloud S1 Breakdown
2026/09/24
Nscale just filed its S-1 to go public on the NYSE — and it might be the wildest IPO filing of the year. This UK-based "NeoCloud" is only 2 years old, is gross margin negative, started life as a crypto miner, and has somehow locked up over $100 billion in contracted value from Anthropic and Microsoft. CJ breaks down the entire S-1 line by line: what a NeoCloud actually is, how Nscale's "power to token" strategy works, why Nvidia shows up as its supplier, investor, guarantor, AND customer, and whether this is a durable business or a well-timed arbitrage on the AI compute shortage.
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SPONSORS:
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 posts 98% of transactions directly to its ERP, with the remaining 2% routed to a human for review. You pay for outcomes, not seats. See it at https://www.maximor.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
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 a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
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 works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Company: https://www.nscale.com/
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open
0:53 Intro: Nscale Files to Go Public
2:40 WTF Is a NeoCloud?
4:11 The 5 Layers of the AI Stack
5:55 Landlord vs. Hotel: Nscale's Two Businesses
7:21 How Take-or-Pay Contracts Work
8:28 Sponsor Break
11:43 Breaking Down the Financials
15:37 What's a Contract Actually Worth?
18:45 Is This Just Nvidia Vendor Financing?
20:58 Sponsor Break
22:54 Medium-Term Arbitrage or Durable Company?
24:30 5 Potential Red Flags
27:08 How Does the CEO Get Paid?
28:04 Who's on the Board?
28:26 Is This the CoreWeave of the UK?
31:09 Miscellaneous Filing Oddities
33:31 Final Take
#Nscale #IPO #NeoCloud #S1Breakdown #AIInfrastructure
How Media Actually Makes Money | Blake Saunders
2026/09/21
In today’s Run the Numbers, CJ sits down with Blake Saunders, founder and managing director at Core Advisors (an investment bank focused on media) and founder of The Joint, to go deep on how media companies actually make money — and how that's changing fast.
If you're anywhere near advertising, media, or content monetization, this one's a masterclass.
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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
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 posts 98% of transactions directly to its ERP, with the remaining 2% routed to a human for review. You pay for outcomes, not seats. See it at https://www.maximor.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
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 a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/blakesaunders
Company: https://coreadvs.com/
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
0:00 Cold Open and Intro
1:17 Welcome Back: Meet Blake Saunders
3:11 What Does "Media" Even Mean Today?
3:24 AI and LLMs
6:13 How Media Companies Make Money
7:32 Subscriptions vs. Ads vs. Events
8:54 Why Events Are the Riskiest Ad Dollar
9:48 B2B vs. B2C
14:25 Why Advertising Gets Such a Bad Rap
17:58 The Hulu Paradox
20:50 Built to Hold vs. Built to Sell
27:10 Content Decay and the Monetization Mismatch
29:08 Are IP Libraries Becoming Valuable
34:39 How Big-Name Podcast Deals Get Structured
37:50 Bundling, Unbundling, and Subscription Fatigue
39:08 The Bending Spoons Trade
40:20 Inside a Private Equity Value Creation Plan
41:56 The Content-to-Commerce Playbook
44:50 How Narrative-Driven Is Media M&A?
46:49 7 Moments a Deal Feels Dead
49:00 Farewell
How to Sell Your Company: A Multi-Time CFO's Full Playbook | Rick Smith
2026/09/17
CJ sits down with multi-time CFO Rick Smith, founder of Bonfire Advisory and author of Six Months to the Sale, to break down what actually happens when you sell a company. They cover why buyers value some businesses on ARR and others on EBITDA (and why being slightly profitable can hurt you), how to negotiate banker fees, what buyers find when they dig into your balance sheet, and why every cap table Rick inherits is wrong.
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SPONSORS:
RightRev is a revenue recognition platform built for the AI economy, helping finance support usage-based pricing, credits, hybrid contracts, seats plus consumption, and whatever commercial model comes next. It gives product teams the freedom to keep innovating without outdated revenue systems slowing them down. Learn how RightRev can help at https://rightrev.com/cj
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 posts 98% of transactions directly to its ERP, with the remaining 2% routed to a human for review. You pay for outcomes, not seats. See it at https://www.maximor.ai/
Brex is an intelligent finance platform with AI-powered workflows that enforce expense policies at the point of sale, match receipts automatically, and reduce month-end close from weeks to hours. Thousands of companies, including Anthropic, Coinbase, and DoorDash, already run on Brex. Stop asking A-level finance talent to do B-level admin work. 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
EY works with high-growth tech companies to navigate the messy realities of scaling—from regulatory requirements to IPO readiness. By helping teams get it right early and often, EY lets founders stay focused on building while reducing risk as they grow. Learn more at https://www.ey.com/techstartups
—
LINKS:
Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsN
Guest: linkedin.com/in/rick-smith-906939
Company: https://www.linkedin.com/company/bonfire-advisory
CJ: https://www.linkedin.com/in/cj-gustafson-13140948/
Mostly metrics: https://www.mostlymetrics.com
—
TIMESTAMPS:
1:21 Meet Rick Smith and "Six Months to the Sale"2:44 Why Teach M&A Through Fiction4:26 CEO/CFO Tension7:08 Botching the Announcement8:15 How Staff Really React9:18 When Personal Life Collides With a Deal13:50 ARR vs. EBITDA17:58 What to Optimize Before a Sale18:50 Churn and Contract Renewal20:43 Strategics vs. PE27:46 Investment Banker Fee Structures29:09 What's Negotiable29:56 The Realtor Problem34:53 Big 4 vs. Regional Firms for Audit and QoE35:47 Negotiating Accounting Fees37:47 Deferred Revenue41:23 Warrants, Options, and Carta Cleanup44:02 QSBS: What CFOs Need to Know45:28 Quality of Earnings: Who Pays and Why47:44 What a QoE Actually Digs Into51:22 Why Deal Momentum Is So Hard to Stop53:47 The Waterfall58:19 Who Keeps Their Job61:31 Why Selling CFOs Feel Intimidated62:56 Prospect Theory65:28 Where to Find the Book
#RunTheNumbersPodcast #MandA #CFOLife #SellingACompany #QualityOfEarnings
Podcast reviews
Read Run the Numbers podcast reviews
4.9 out of 5
68 reviews
★★★★★
mladipo 2025/12/31
Best podcast to actually understand how to run the numbers.
This is the first podcast I’ve rated because CJ is definitely worth it. The only podcast that makes me love my work in finance and the people that do ...
★★★★★
znanakkekkdmckdfkgl 2025/03/12
🐐
CJ is goated. Thanks for all the knowledge bombs
★★★★★
The FP&A Guy 2024/04/08
Awesome
Great host and great podcast. CJ has an amazing way of helping others understand SaaS and tech.
★★★★★
PJ2345 2024/03/22
Solid Gold
My good friends at Virtua Research recommended this podcast to me an I’m addicted. There is usually some nugget, tip or tactic that I learn that I ca...
★★★★★
Niko Koutovides 2024/01/03
Must-listen
CJ does an excellent job communicating insightful financial topics in an easy-to-understand, funny way. You can tell he spends a significant amount of...
★★★★★
Too many pucks to the head 2024/01/03
Applicable to any role in SaaS
If you are trying to have a 360 degree view of how your business is run this podcast is for you. Highly suggest for anyone in any position (this is co...
★★★★★
The_MayorP 2024/01/03
Fantastic content and host
Really insightful content, always learning something and useful tips to apply in my career.