ByteSized

Who Owns QA? Cross-Functional Leadership & Risk-Based Governance

When AI meets QA, who takes the wheel? In this episode, we tackle a deceptively simple question with deep operational implications: which team should lead quality assurance? From manufacturing leads who know the defects, to technical teams driving implementation, and enterprise PMOs orchestrating the risk trade-offs—this conversation breaks down the cross-functional choreography behind successful AI-driven QA. We also explore real-world parallels like SpaceX's high-stakes testing and what it teaches us about live QA, decision ownership, and risk tolerance. Fast-paced, technical, and full of real talk.
 
Struggling with agile rollouts? Get the FREE guide: https://theconfluencial.com/agile-whitepaper-form Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai
Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham Connect with The Confluencial https://www.linkedin.com/company/the-confluencial Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Architecting QA Infrastructure for AI Integration

In this episode, we cut straight to the technical essentials—what infrastructure needs to be in place for AI to add real value to QA. From defining feedback loops and role-based prompts to scenario modeling and gap analysis, this is your blueprint for AI-ready QA. Short, sharp, and actionable.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham
Connect with The Confluencial https://www.linkedin.com/company/the-confluencial
Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Why QA Matters: Preventing AI Hallucinations and Model Drift

Most teams don’t think about quality assurance until something breaks. In this episode, Mick calls out the tendency to assume AI will “just work” and explains why that mindset invites risk. We talk about infamous failures (hello, Tay), the dangers of skipping validation and content filtering, and how unchecked hallucinations can spiral into full-blown model drift. If you’re building with generative AI, this is your reminder to slow down, set up safeguards, and treat QA like the strategic layer it is, not an afterthought.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham
Connect with The Confluencial https://www.linkedin.com/company/the-confluencial
Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

How SMBs Can Leverage Predictive Analytics

This episode is all about making predictive analytics work for small and mid-sized businesses. We talk through how to get started without needing a full data science team, where to focus your efforts, and how to make sure your data is actually ready for smarter tools. You’ll hear practical advice on choosing the right vendors, organizing your data, and using AI to support the decisions that matter most to your business. If you’re looking for a way to get real value from your data, this conversation is a great place to start.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham
Connect with The Confluencial https://www.linkedin.com/company/the-confluencial
Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Is AI Taking Jobs or Making Them?

Let’s talk about the big question everyone is asking. Is AI coming for your job? The short answer is yes, but not the way you think. In this episode, we get real about which jobs are getting replaced, why that is not all bad, and how a 500 billion dollar AI industry could open up even more opportunities. From boring journal entries to smart decision-making, we break down what is changing, what is staying human, and why loss can be the start of something way better.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham
Connect with The Confluencial https://www.linkedin.com/company/the-confluencial
Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Predictive Waste in AI: Model Failures, Misused Metrics, and How to Fix Them

Predictive models are everywhere, but not all of them are useful. In this episode, we talk about the biggest reasons models break down, like bad data, overfitting, misaligned KPIs, and insights that just don’t land. We get into what went wrong, what to watch for, and how companies can keep things on track with real ownership, regular audits, and smart decisions. You’ll hear why Amazon’s data said Prime would fail and why Jeff Bezos did it anyway. Whether you're working with MES or SAP, this one is about getting value from your models without getting buried in dashboards.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham
Connect with The Confluencial https://www.linkedin.com/company/the-confluencial
Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Dashboard Noise vs. Operational Intelligence

What separates a cluttered interface from clear decision-making? In this episode, we dive into the difference between dashboard noise and operational intelligence. It all started with a Tablo addiction, some stealthy dashboard requests, and one sales ops leader who had seen enough. Adam shares why too many metrics can blur your view and how the right ones create focus, speed, and real impact. This is the difference between data that distracts and data that drives.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham
Connect with The Confluencial https://www.linkedin.com/company/the-confluencial
Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Predictive Analytics vs. Reality: Data Integrity, Trust, and the Limits of AI Decisioning

Why do predictive models fail to drive better decisions in the real world? In this episode, we explore the biggest barriers between AI-powered predictions and confident human decision-making—including fractured trust in data, lack of a clean single source of truth, and organizational readiness. From messy spreadsheets to misaligned patient forecasts in healthcare, we break down how bad inputs create conflicting outputs, and how even powerful models like IBM Watson Health stumbled on real-world complexity. Plus, we talk about the future of AI in high-stakes scenarios like autonomous vehicles and clinical care, and why the human-in-the-loop will always matter.
 
Try our FREE ERP Shortlist tool: https://theconfluencial.com/river-ai Connect with me on LinkedIn https://www.linkedin.com/in/kylercheatham/ Follow me on Instagram https://www.instagram.com/kyler_cheatham_tech/ Follow me on TikTok https://www.tiktok.com/@kylercheatham Connect with The Confluencial https://www.linkedin.com/company/the-confluencial Follow The Confluencial on TikTok: https://www.tiktok.com/@the.confluencial

Operational Intelligence: Building AI-Driven Strategy in Mid-Market Manufacturing

AI isn't here to replace your team. It's here to make them better. In this episode, we talk about how mid-sized manufacturers can use AI to boost efficiency without causing panic. From ERP tools to plant twins, we cover where to start, how to find real problems on the floor, and how to aim AI at the right targets. The key is simple. Talk to your people, learn what’s actually happening, and use that knowledge to shape your AI game plan.
 
Explore our blog insights: https://theconfluencial.com/blog
Try our ERP shortlist builder: https://theconfluencial.com/oldmanriver Connect with Kyler on LinkedIn: https://www.linkedin.com/in/kylercheatham
Follow The Confluencial on LinkedIn: https://www.linkedin.com/company/the-confluencial

Operational AI in the Fortune 500

How far are major enterprises really going when it comes to handing over operational control to AI? This episode explores how Fortune 500 companies in complex manufacturing and healthcare are deploying AI to enhance safety, streamline production, and reduce risk—without removing the human element. From lifting multi-ton coils to preventing prescription errors, we examine the tension between speed and diligence, impact and oversight. It’s a deep dive into real-world AI implementation where quality assurance and strategic leadership matter more than ever.
 
Explore our blog insights: https://theconfluencial.com/blog
Try our ERP shortlist builder: https://theconfluencial.com/oldmanriver Connect with Kyler on LinkedIn: https://www.linkedin.com/in/kylercheatham
Follow The Confluencial on LinkedIn: https://www.linkedin.com/company/the-confluencial