6 min read

Thyme Care Reaches 70% Gross Margin with AI

Thyme Care used AI to drive margins over 70%, while Confluent's CFO adopted hybrid zero-based budgeting to reallocate resources.

Thyme Care Reaches 70% Gross Margin with AI

The operating playbook is shifting from incremental gains to step-function changes driven by AI and data, forcing a zero-based approach to both budgets and strategy.

📊 8 episodes across 5 podcasts

⏱ 315 minutes of intelligence analyzed

🎙 Featuring: Jesse Waldron (Thyme Care), The Future of Finance is Listening (Host), Rohan Sivaram (Confluent), CJ Gustafson (Run the Numbers)


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The Big Shift

The era of incremental budgeting and "keeping the lights on" is over. Leaders are embracing a zero-based mindset, not just for costs, but for entire strategies, leveraging AI to unlock new levels of efficiency and redefine operational models. This isn't just about saving money; it's about reallocating resources to high-impact areas and fundamentally reshaping how businesses generate value. Businesses that fail to adopt this radical re-evaluation will find themselves outmaneuvered by leaner, more agile competitors.

"The hybrid zero based budgeting philosophy basically takes you away from incremental thinking and kind of asks you step one of the process is you have $100 this year. Why don't you figure out what you're going to stop doing?"
— Rohan Sivaram, CFO of Confluent on Run the Numbers

This isn't a theoretical exercise; it's being implemented by operators on the ground. Rohan Sivaram, CFO of Confluent, detailed the hybrid zero-based budgeting philosophy (Run the Numbers), moving away from incremental thinking by first identifying what to stop doing before funding new initiatives. This forces a critical review of every dollar spent, ensuring alignment with strategic priorities. Jesse Waldron, CFO of Thyme Care, demonstrated the tangible results of this shift, explaining how AI and technology drove gross margins from the mid-50s to over 70% in two and a half years (CFO THOUGHT LEADER). This isn't just a cost-cutting measure; it's a strategic imperative to leverage new capabilities and reallocate capital more effectively. The message is clear: if you're not questioning every line item and every strategy, your organization will be left behind.


The Rundown

① AI's Cost Problem Demands New Governance.

The uncontrolled deployment of AI is leading to budget overruns for even major tech players like Microsoft, despite widespread experimentation. (Joe Rourke on Digital Transformation Podcast)

The Operator's Take: Enterprises need to prioritize cost optimization for AI solutions by implementing strict governance around observability, security, and access controls for AI in production. Without deliberate cost management, AI initiatives will sink profits, not enhance them.

② Scaling AI Requires Problem-First Approach, Not Just Tech Focus.

Despite ⅔ of companies experimenting with AI, only 6% successfully scale solutions, often due to focusing on the technology rather than understanding the underlying business problem and codifying institutional knowledge. (Joe Ours on Digital Transformation Podcast)

The Operator's Take: Start any AI initiative by identifying high-impact AI use cases tied to clear KPIs and existing organizational pain points, rather than jumping to solution-first deployment.

③ CFOs Are Redefining Leadership Through Curiosity & Adaptive Styles.

Stacey Jenkins, CFO of Aerotek, champions curiosity and adaptive leadership, noting that "No matter what your job description says you are, you are a leader first." (Stacey Jenkins on CFO THOUGHT LEADER)

The Operator's Take: Move beyond a rigid leadership style and proactively cultivate curiosity across your finance team. This enables connecting dots and challenging conventional thinking, crucial for navigating complex, fast-changing business landscapes.

④ Financial Sophistication is the Non-Negotiable for Scaling Specialty Contractors.

Many $10M+ specialty contracting businesses lack the financial intelligence systems and data infrastructure required to scale, leading to decision-making based on gut feelings rather than data. (Steve Coughran on Strategy Meets Finance)

The Operator's Take: Conduct a rigorous audit of your financial intelligence system, starting with the chart of accounts, to tie KPIs directly to value drivers. This provides the clarity needed to identify and solve the single greatest constraint in the business.

⑤ Controlling Your Destiny is More Critical Than Ever in M&A.

The only way to ensure favorable outcomes in sales or financings is by consistently delivering strong performance, maintaining robust capital reserves, and having a clear strategic plan, rather than being forced into decisions. (Jake Kornreich on Run the Numbers)

The Operator's Take: Develop a robust Disciplined Financial Execution for Exits strategy. Focus on maintaining high performance and capital efficiency to negotiate from a position of strength, especially as the IPO bar continues to rise.


Signal Board

🔥 Heating Up

Financial Control and Intelligence System for $10M Specialty Contracting Business: Building robust financial systems is paramount for scaling in construction. (Steve Coughran on Strategy Meets Finance)

cost equation of deploying AI: The financial implications of AI deployment are coming under intense scrutiny, with costs exceeding revenue for some early adopters. (Joe Rourke on Digital Transformation Podcast)

Humanoid robotics development and application: Freudenberg, a 177-year-old industrial company, is actively developing products for and applying humanoid robots, signaling future operational shifts. (Vishwanath Hegadekatte on Technovation with Peter High (CIO, CTO, CDO, CXO Interviews))

🆕 On Watch

Agentic Workforce vs. Agentic Assistance: This new distinction highlights that true economic scaling with AI comes from tackling "agentic workforce" problems, not just individual task automation. (Joe Rourke on Digital Transformation Podcast)

CLAUDE plugin for Excel: This tool can generate complex financial models in minutes, disrupting traditional finance operations. (Jesse Waldron on CFO THOUGHT LEADER)

Fine-tuning Open-Source LLMs for Cost Savings: Optimizing model usage and considering fine-tuned open-source models is becoming critical to manage prohibitive AI costs. (Joe Rourke on Digital Transformation Podcast)

🧊 Cooling Off

AI experimentation to production chasm: While many companies experiment with AI, only a small fraction successfully scale solutions to production. (Joe Ours on Digital Transformation Podcast)

Share price equals entertainment until the day you sell: The focus on optics over transaction price is called into question, especially with rising IPO thresholds. (Jake Kornreich on Run the Numbers)

Cybersecurity industry's slow adaptation to AI threats: Despite urgent threats, the cybersecurity sector lags in adopting AI-native defenses. (Stephen Ward on Technovation with Peter High (CIO, CTO, CDO, CXO Interviews))


The Debate

The debate focuses on the role of AI in an organization's strategic vision: Is AI a central strategic pillar or merely a mechanism to achieve existing strategies? On one side, Joe Ours, Director of AI Solutions at Centric Consulting, directly states, "AI is never your strategy. Make AI the mechanism by which you can help achieve that strategy faster, better, cheaper," arguing it's a tool, not a direction. Conversely, Jesse Waldron, CFO of Thyme Care, showcases how central AI can be, attributing over 70% gross margin improvement directly to AI and technology adoption, effectively reshaping the company's valuation and operational model. This suggests AI can profoundly become the strategy by enabling entirely new revenue and cost structures. The Operator's Read: While AI alone isn't a strategy, its transformative power enables strategies that were previously impossible, making AI foundational rather than merely supportive.


The Bottom Line

The ability to achieve step-function improvements in margins and market position hinges on aggressively interrogating every operational assumption and leveraging AI, lest you confuse activity for impact.


📖 Want the full episode breakdowns, guest details, and listen links?

Read the Episode Guide →

Quick Appendix

CFO THOUGHT LEADER: "1193: Building Finance Functions That Shape Outcomes | Jesse Waldron, CFO, Thyme Care" · 49 min · Featuring Jesse Waldron

Listen if you're building a tech-enabled healthcare business and need to understand how AI can drive gross margin improvements in value-based care models. ▶ Listen

Run the Numbers: "How Confluent’s CFO Runs Planning, Pricing, and Prioritization" · 44 min · Featuring Rohan Sivaram

Listen if you're a finance leader struggling with traditional budgeting and exploring hybrid zero-based approaches for dynamic resource allocation in a cloud-native business. ▶ Listen

Technovation with Peter High (CIO, CTO, CDO, CXO Interviews): "How Freudenberg Built a Startup-Style Innovation Engine for Emerging Tech" · 32 min · Featuring Vishwanath Hegadekatte

Listen if you're leading innovation within a large, established enterprise and need a blueprint for creating a startup-like R&D engine focused on emerging technologies like humanoid robotics and agentic AI. ▶ Listen

Strategy Meets Finance: "If I Were Running a Construction Business, Here's Exactly What I'd Do | Ep 242" · 15 min · Featuring Steve Coughran

Listen if you're a leader in a $10M+ specialty contracting business that needs to move past gut decisions and implement a robust 90-day financial intelligence and constraint resolution plan. ▶ Listen

CFO THOUGHT LEADER: "1194: Why Curiosity Creates Better Finance Leaders | Stacey Jenkins, CFO, Aerotek" · 41 min · Featuring Stacey Jenkins

Listen if you're a finance executive aiming to cultivate adaptive leadership and curiosity in your team, and want to hear how to redefine work-life balance into "work-life harmony." ▶ Listen

Technovation with Peter High (CIO, CTO, CDO, CXO Interviews): "Stephen Ward on Why Great Cybersecurity Leaders Think Beyond Technology" · 60 min · Featuring Stephen Ward

Listen if you're a cybersecurity leader or investor who needs to understand the challenges of building cyber companies, the operator-to-VC transition, and the under-discussed risks of AI-enabled digital crime. ▶ Listen

Digital Transformation Podcast: "Moving from Experimentation to Impact with AI" · 35 min · Featuring Joe Ours

Listen if your organization is experimenting with AI but struggling to scale, and you need a framework for aligning AI initiatives with KPIs and managing deployment costs. ▶ Listen

Run the Numbers: "Salesforce Paid $2.1 Billion for His Company: Meet the CFO Who Made it Happen" · 39 min · Featuring Jake Kornreich

Listen if you're a founder or CFO navigating M&A, need to understand the dynamics of high-valuation exits, and want to learn how "controlling your destiny" impacts acquisition outcomes. ▶ Listen

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