Business Breakdowns

Sean Barrett

Counter Global’s Sean Barrett holds a 15% Toast position at 18x 2027 GAAP earnings, citing 20%-plus revenue and 30%-plus EPS growth.Its multi-tenant operating system, purpose-built hardware, location base, and roughly half of new U.S. restaurant openings support five-TAM expansion and margins approaching 40%+.Toast IQ and Toast Grow offer emerging AI monetization, while DoorDash, churn convergence, and macro conditions remain risks.

Matt Reustle × Kaz Nejatian

Opendoor is reframing itself as a software-enabled market maker, not a prop desk, with underwriting and velocity producing a claimed 90 to 120 day information advantage.EBITDA-positive as of April 1, 2026 and targeting adjusted-net-income-positive by year-end, it is pursuing tighter spreads and attached title, mortgage, insurance, and other services; cash-flow discipline and whether attachments slow velocity remain key watchpoints.

Matt Reustle × Sam Eden

Cloudflare’s moat is a 15-year network flywheel: over 20% of global web traffic and 13,000+ network connections generate threat data, peering leverage, lower costs, and stronger products on shared hardware.Enterprise momentum is a near-term catalyst: large-customer revenue growth accelerated from 30% to 40% YoY and Q3 NRR reached 119%, but 25x NTM revenue leaves no room for execution error, while GPU ROI remains concentrated.

Matt Reustle × David Plon

David Plon, founder of Portrait Analytics and former Baupost and Slate Path generalist, sees AI's edge in relieving investors' information bottleneck through idea generation, context building, and ecosystem monitoring—not outsourcing conviction.Filtering customers, suppliers, and competitors can expose demand, pricing, distribution, and share shifts, while mapping and guidance may kill weak ideas early; longer-term payoff depends on documented decisions, bottom-up adoption, and solving agentic research's engineering problem.

Ben Needham

Amadeus holds over 50% share in both distribution and air IT, with air IT now generating 50% of group profits at almost 70% contribution margins.With 80%+ outsourced airline IT, 10–15-year inflation-linked contracts, sub-1% take rates, and Nevio’s 5–7% early uplift per passenger, the model reaches 8–9% growth while AI-agent disintermediation remains a risk to monitor.

Jim Jones

Doximity combines an always-on workflow platform used by 80% of doctors with precise pharma targeting, as healthcare digital advertising remains roughly half as penetrated as the 75% level across the rest of the economy. 90% gross margins, 55% EBITDA margins, rising pharma wallet share from 10% to more than 50%, and Portal’s real-time ad feedback support operating leverage, while doctor engagement and pharma profitability remain key risks.

Zack Fuss × Stephanie Niven

UnitedHealth’s differentiated signal is a two-engine model: UnitedHealthcare’s coverage base and Optum’s care, data, analytics and pharmacy-benefit businesses reinforce one another.This integration has supported rapid revenue growth and repricing, while Medicare Advantage utilization, CMS risk-factor recalibration, political unpredictability and reputational pressure remain key variables.

Ben Hensman

Flexible “LEGO blocks” helped monday.com win a crowded market, lifting ARR from $400K in 2014 to over $1B today. mondayDB supports horizontal workflows as >$50K customers grew from 76 in 2019 to 3,200 today, with 115-116% NDR.AI agents could enable consumption pricing, but seats may require a hybrid shift over 5 to 10 years.

Brett Larson

AI-enabled edge learning is Cognex’s next S-curve, shifting vision from rules-based programming to teaching by example.Trained on 5–10 images and deployed in hours, it helped add 3,000 customers through 80,000 visits, reaching roughly $1M/week with accretive gross margins.With 13% operating margins versus a 30%+ peak and 5.5x NTM sales, cycle timing, China’s 18% exposure, and AI disruption remain risks.