How Superhuman Structures Its Analytics Team | Chris Byington cover art

How Superhuman Structures Its Analytics Team | Chris Byington

How Superhuman Structures Its Analytics Team | Chris Byington

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 In this episode of Run the Numbers, CJ sits down with Superhuman’s Head of Analytics Chris Byington. They break down where analytics should sit inside a company, why dashboards often fail, and how the best teams connect metrics, OKRs, and forecasting to real decisions. Chris also explains why “ship goals” can mislead teams and what CEOs and CFOs should expect from a truly decision-driving data function.—SPONSORS:Tabs is an AI-native revenue platform that unifies billing, collections, and revenue recognition for companies running usage-based or complex contracts. By bringing together ERP, CRM, and real product usage data into a single system of record, Tabs eliminates manual reconciliations and speeds up close and cash collection. Companies like Cortex, Statsig, and Cursor trust Tabs to scale revenue efficiently. Learn more at https://www.tabs.com/runAbacum is a modern FP&A platform built by former CFOs to replace slow, consultant-heavy planning tools. With self-service integrations and AI-powered workflows for forecasting, variance analysis, and scenario modeling, Abacum helps finance teams scale without becoming software admins. Trusted by teams at Strava, Replit, and JG Wentworth—learn more at https://www.abacum.aiBrex 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/metricsMetronome is real-time billing built for modern software companies. Metronome turns raw usage events into accurate invoices, gives customers bills they actually understand, and keeps finance, product, and engineering perfectly in sync. That’s why category-defining companies like OpenAI and Anthropic trust Metronome to power usage-based pricing and enterprise contracts at scale. Focus on your product — not your billing. Learn more and get started at https://www.metronome.comRightRev is an automated revenue recognition platform built for modern pricing models like usage-based pricing, bundles, and mid-cycle upgrades. RightRev lets companies scale monetization without slowing down close or compliance. For RevRec that keeps growth moving, visit https://www.rightrev.comRillet is an AI-native ERP built for modern finance teams that want to close faster without fighting legacy systems. Designed to support complex revenue recognition, multi-entity operations, and real-time reporting, Rillet helps teams achieve a true zero-day close—with some customers closing in hours, not days. If you’re scaling on an ERP that wasn’t built in the 90s, book a demo at https://www.rillet.com/cj—LINKS: Mostly Talent: https://mostlymetrics.typeform.com/to/cLTxtAsNChris: https://www.linkedin.com/in/chris-byington/Superhuman: https://superhuman.com/CJ: https://www.linkedin.com/in/cj-gustafson-13140948/Mostly metrics: https://www.mostlymetrics.com—RELATED EPISODES:Matt Hudson Episodehttps://youtu.be/_FWGYkzhymQ—TIMESTAMPS:0:00 Preview and intro3:29 Centralized analytics team7:29 Start analytics with problems not tools9:41 Lead with the problem10:14 Align on growth model11:46 Pre-commit to decisions13:14 Sponsors — Tabs | Abacum | Brex16:35 Dashboards need growth context19:10 Where analytics should sit21:18 Pros and cons of analytics in finance23:18 Operations vs revenue org placement24:11 Hub-and-spoke analytics model25:18 What “embedded” actually means26:14 Sponsors — Metronome | RightRev | Rillet29:38 When self-service analytics works32:04 Self-serve pitfalls33:44 Buy vs build BI35:44 Analytics owns metrics38:26 Hero metric example41:41 Outcomes > shipping42:14 Set goals before build43:57 Metrics are outcome proxies46:40 Easy way to say no48:29 Start answers with yes52:17 Proving analytics impact56:19 Credits#RunTheNumbersPodcast
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