GrowCFO Show
The GrowCFO Show is the podcast produced for finance leaders by finance leaders
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As organizations scale AI, CFOs must balance faster, more efficient finance operations with cost control, reliable decision-making, data protection, and accountability. In this episode, the discussion frames AI governance not simply as a compliance checkpoint, but as a performance system—one that can help organizations adopt AI with confidence while supporting business value and innovation.
Bruce Mullan, Managing Partner, AI Governance Partners describes how AI adoption in finance can progress from administrative assistance, to process automation, and eventually to automated decisions. Using invoice processing as an example, he explains how governance can be matched to risk: straightforward use cases can receive lighter review, while higher-risk applications warrant more scrutiny. He also emphasizes evaluating whether AI is the right solution in the first place.
For CFOs, scaling AI also means understanding where employees are already using it, choosing tools appropriate to the task, protecting confidential information, and weighing the cost of AI against its value. The conversation highlights AI literacy, human oversight, and post-launch feedback as practical ways to monitor reliability, errors, cost, and unintended consequences – without rushing simply to catch up.
Key topics covered:
- AI governance can be designed to enable performance and innovation, rather than operate only as a compliance gate.
- Finance teams can progress from AI-assisted administration to automated processes and, in some cases, automated decisions.
- Governance can be proportionate to risk, with lighter review for low-risk use cases and fuller assessment for higher-risk ones.
- CFOs need visibility into “shadow AI”- tools employees may already be using outside formal processes.
- AI literacy, human review, and feedback after deployment help teams assess accuracy, reliability, cost, and unintended effects.
- A measured, steady approach can be more effective than rushing into AI adoption out of fear of falling behind.
Links
Timestamps:
- 00:00 — Kevin Appleby introduces Bruce and frames AI governance as a performance system, not just a compliance system.
- 12:16 — The discussion turns to AI governance as a way to support value and innovation while avoiding organizational bottlenecks.
- 18:22 — Bruce outlines stages of AI use in finance, illustrated through invoice processing.
- 23:43 — Risk-based review and asking whether AI is actually needed for a use case.
- 27:00–30:20 — AI literacy, human oversight, feedback loops, and monitoring performance after deployment.
- 34:35 — Advice for CFOs who feel behind: avoid panic and take a measured approach.
- 37:06 — Shadow AI, employee use of public tools, and the challenge of protecting sensitive information.
- 45:14–49:21 — AI costs, tool accuracy, and why confidential information should be handled cautiously.
Find out more about GrowCFO
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The Next 100 Days
The Next 100 Days Podcast is a leading UK business show. Through this podcast, Kevin and Graham reveal strategies you can use to improve your business and take it to the next level. In addition to featuring their own advice, Kevin and Graham host amazing guests from across the business world. Often the guests are successful, but lesser-known business owners and entrepreneurs, enabling the show to bring fresh content and stand out from many of the US based business shows.
Graham and Kevin believe that business change comes about when a business owner focusses on just one thing that will make a real difference to his business. That might be product development, a new product launch or a marketing campaign. Focussing for less than 100 days, or focussing on too many things generally won’t deliver the results you need, Equally, its difficult to maintain effective focus for much longer than 100 days without re-assessing priorities.
The Next 100 Days Podcast is your source to learn how to move your business forward, with practical advice and guidance that you can put into action and make a difference in your own organisation within the next 100 days.
David’s story includes scaling businesses for 4 different founders (3 have exited in the past 5 years). These days, he’s in the business of buying businesses and coaches a select group of business owners.
Summary of the Podcast
Key Takeaways
- Podcast Guest: David Hori (Top Line Operators) discussed acquiring established businesses (e-commerce, water industry) and preparing companies for sale.
- Four Pillars of Sellability: To reduce risk and increase value, businesses must minimise owner dependency and customer concentration, document all processes, and ensure predictable financials.
Podcast: David Hori on Business Acquisition
- Guest Profile: David Hori, founder of Top Line Operators, acquires small and medium-sized businesses.
- Background: Grew three VC-funded startups from ~10 to ~60 people, leading to exits to Qualtrics, Opendoor, and Toyota.
- Current Strategy: Buy and hold established, profitable businesses (10+ years old) with a focus on two sectors:
- Physical E-commerce: Must be a product he can understand; avoids supplements, medical devices, and cannabis.
- Water Industry: Well drilling, pumps, filtration. A recession-resistant, foundational service.
The “Four Pillars of Sellability”:
Key risk factors that buyers evaluate.
- Owner Dependency: The business relies too heavily on the founder.
- Concentration: Over-reliance on a single customer or employee.
- Documentation: Processes are not documented and are trapped in individuals’ heads.
- Financial Predictability: Irregular or unpredictable cash flow.
Process Documentation (“Camcorder Method”):
- Record all recurring tasks (e.g., payroll) using Loom.
- Link videos in a central document to create a living, practical handbook.
- This ensures continuity and reduces risk, making the business easier to run and more attractive to buyers.
The Next 100 Days Podcast Co-Hosts
Graham Arrowsmith
Graham founded Finely Fettled in 2014 to provide data from The UK High Net Worth Database to marketers targeting affluent and high-net-worth customers. He’s the founder of MicroYES, a Partner for MeclabsAI, creating lead generation AI Agents & Workflows and introducing the MeclabsAI Platform. Graham is an inCruises Independent Partner, and is building up interest from people around the world in the World’s Largest Travel Membership – inCruises. You can sign up and access 21,000+ cruises, hotels and tours by clicking HERE
Kevin Appleby
Kevin specialises in finance transformation and implementing business change. He’s the COO of GrowCFO, which provides both community and CPD-accredited training designed to grow the next generation of finance leaders. You can find Kevin on LinkedIn and at kevinappleby.com