The AI Riff

The AI Riff (Ep48) - From Systems of Record to Systems of Intelligence

AI isn’t coming for the mortgage industry “someday” — it’s already knocking on the door. In this episode, the crew unpacks Andreessen Horowitz’s bold idea of moving from “systems of record” to “systems of intelligence,” and what that could mean for lenders drowning in legacy tech, APIs, CRMs, and disconnected workflows. From AI-powered loan officer assistants that can answer calls in real time to the looming cost explosion of AI tokens and API access, the conversation gets surprisingly practical — and controversial. They debate whether AI will truly become agentic enough to replace human expertise, or if the real future is smarter orchestration layered on top of existing systems. Along the way: compliance headaches, AI licensing, the future of loan officers, and why the mortgage industry may be closer to disruption than most people realize. a16z article: https://open.substack.com/pub/a16z/p/from-system-of-record-to-system-of

The AI Riff (Ep49) - AI That Knows Your Business

What happens when AI stops acting like a chatbot—and starts understanding how your business actually works? In this episode, the crew dives into the emerging world of “context models”: AI systems trained not just on the internet, but on the messy, contradictory, highly specific realities of how companies operate day to day. From mortgage compliance and workflow chaos to hallucinations, hidden operational risk, and the myth of every lender’s “secret sauce,” this conversation gets into the uncomfortable gap between how businesses *say* they work and how they *really* function. The debate gets surprisingly sharp: should AI preserve a company’s uniqueness, or force industries toward standardization and efficiency? And if every organization thinks it’s different, can a true industry-wide AI model ever exist? For operators, tech leaders, and anyone watching AI reshape enterprise software in real time, this episode surfaces the questions most companies still aren’t asking. References: Celonis Context Model: https://www.celonis.com/news/press/celonis-launches-the-context-model-to-eliminate-enterprise-ais-operational-blind-spots-agrees-to-acquire-ai-decision-intelligence-leader-ikigai-labs

The AI Riff (Ep47) - Guardrails or Disaster?

What happens when AI starts making decisions your business can’t fully explain—and your customers, regulators, or employees are the ones who find the mistakes first? In Episode 47 of The AI Riff, Kyle, Mike, and Mario dive into one of the most urgent—and massively underbuilt—frontiers in enterprise AI: AI observability, agent evaluation, and red teaming. From hallucinations and prompt drift to shadow AI inside mortgage lending, banking, healthcare, and other regulated industries, the crew explores why today’s AI systems still feel “squidgy around the edges”—and why the companies solving trust, guardrails, auditability, and AI governance may become the next billion-dollar acquisition targets. They also tackle a bigger question most leaders aren’t asking yet: when AI starts influencing culture, compliance, and strategic decisions… who’s actually watching the algorithm? And how long before the first public AI failure makes headlines? Their answer: maybe six months.

The AI Riff (Ep46) - AI Customer Service Is Here—But Can Anyone Afford It?

What happens when AI stops being a chatbot—and starts becoming your front line? In this episode, the hosts unpack one of the boldest predictions from CB Insights: multimodal AI agents that can talk, text, email, and even appear on video may soon transform customer service. But here’s the real question—will they actually improve the customer experience, or just become a more expensive version of the old phone tree? From token costs and latency issues to ROI, data training, human handoffs, and the “sameness tax” of off-the-shelf AI, this conversation digs into what most companies are missing right now. The hosts challenge the assumption that AI automatically reduces headcount, explore why hybrid human + AI models may win, and make a bold prediction: within 2.5 years, customers may be escalated… from humans to AI. For founders, operators, and customer experience leaders, this is the AI adoption conversation happening in real time.

The AI Riff (Ep45) - How Fake Trust Scales Faster Than Truth

A $1.8B “AI startup” built in two months—genius growth story or something far more dangerous? This episode pulls back the curtain on how AI can manufacture credibility at scale, from fake doctors to synthetic social proof, and why the real risk isn’t just bad actors—it’s how easy the tools have made it. The conversation digs into a deeper tension: AI as both accelerator and amplifier—of innovation and fraud. From compliance blind spots in regulated industries to Meta’s evolving role in policing AI-generated content, the hosts explore what happens when speed outpaces oversight. If you’re a builder, operator, or leader navigating AI right now, this is the uncomfortable reality check most people are still ignoring.