Pattern Recognized https://patternrecognized.podbean.com Pattern Recognized is a plainspoken podcast about AI, work, power, and the human systems underneath it all. Hosted by Josh Bechtel, the show cuts through hype, panic, and magical thinking to explain what AI actually does, where it helps, where it fails, and why human judgment still matters.

]]> Fri, 05 Jun 2026 12:57:45 -0400 https://podbean.com/?v=5.5 en Copyright 2026 All rights reserved. Technology 1440 episodic kal75el kal75el No false https://pbcdn1.podbean.com/imglogo/image-logo/22331629/Pattern_Recognized_Podcast_Thumb_1400x1400.jpg Pattern Recognized https://patternrecognized.podbean.com 144 144 E7: Why AI Adoption Should Start With the Human Layer, Not the Machine Layer E7: Why AI Adoption Should Start With the Human Layer, Not the Machine Layer https://patternrecognized.podbean.com/e/e7-why-ai-adoption-should-start-with-the-human-layer-not-the-machine-layer/ https://patternrecognized.podbean.com/e/e7-why-ai-adoption-should-start-with-the-human-layer-not-the-machine-layer/#comments Fri, 05 Jun 2026 12:57:45 -0400 patternrecognized.podbean.com/ea4f3921-c960-364e-898a-1cbc63f1da36 Most organizations "do AI" by handing it to the engineers, and six months later nothing about the real work has changed. In this episode, Josh makes the case that AI adoption fails at the human layer, not the machine layer. He explains why most failures are baked in before an engineer ever touches a tool, and why the people best suited to lead adoption are often the ones every org wrote off as a support function. Along the way he draws a hard line: the market took two different jobs, AI implementation and AI adoption, and stapled them into one job description. Whether your rollout stalled or you are realizing the door is open to you, this one is for you.

]]> Most organizations "do AI" by handing it to the engineers, and six months later nothing about the real work has changed. In this episode, Josh makes the case that AI adoption fails at the human layer, not the machine layer. He explains why most failures are baked in before an engineer ever touches a tool, and why the people best suited to lead adoption are often the ones every org wrote off as a support function. Along the way he draws a hard line: the market took two different jobs, AI implementation and AI adoption, and stapled them into one job description. Whether your rollout stalled or you are realizing the door is open to you, this one is for you.

]]> kal75el false No 1582 7 full E6: The Real ROI of AI - What to Measure and When E6: The Real ROI of AI - What to Measure and When https://patternrecognized.podbean.com/e/e6-the-real-roi-of-ai-what-to-measure-and-when/ https://patternrecognized.podbean.com/e/e6-the-real-roi-of-ai-what-to-measure-and-when/#comments Wed, 03 Jun 2026 16:13:32 -0400 patternrecognized.podbean.com/7042dac0-0ced-3658-be58-850f6cf86785 Everyone wants to know if AI is working. The problem is when they ask, and what they reach for to answer it. Most leaders grab a stopwatch three weeks in and wonder why the numbers are disappointing. They are not measuring the wrong tool. They are measuring the right tool at the wrong time.

In this episode, Josh Bechtel walks through how to read the real return on AI investment without getting fooled by the obvious metric. You will learn why "time saved" is a trap in the first month, the crucial difference between efficiency ROI and capability ROI, and exactly what to measure in week one, month one, and month three. Josh also covers how to set expectations with leadership before they pull the plug during the dip, and how to build a simple tracking dashboard using tools you already have.

No magic formula. No hype. Just a better way to tell whether your AI investment is heading somewhere worth going.

]]> Everyone wants to know if AI is working. The problem is when they ask, and what they reach for to answer it. Most leaders grab a stopwatch three weeks in and wonder why the numbers are disappointing. They are not measuring the wrong tool. They are measuring the right tool at the wrong time.

In this episode, Josh Bechtel walks through how to read the real return on AI investment without getting fooled by the obvious metric. You will learn why "time saved" is a trap in the first month, the crucial difference between efficiency ROI and capability ROI, and exactly what to measure in week one, month one, and month three. Josh also covers how to set expectations with leadership before they pull the plug during the dip, and how to build a simple tracking dashboard using tools you already have.

No magic formula. No hype. Just a better way to tell whether your AI investment is heading somewhere worth going.

]]> kal75el false No 1262 6 full E5: How to Write a Prompt That Actually Works E5: How to Write a Prompt That Actually Works https://patternrecognized.podbean.com/e/e5-how-to-write-a-prompt-that-actually-works/ https://patternrecognized.podbean.com/e/e5-how-to-write-a-prompt-that-actually-works/#comments Thu, 28 May 2026 14:39:26 -0400 patternrecognized.podbean.com/3d701c8e-ae90-3573-81ca-6eb454febae8 Prompting is the new literacy and most people are doing it the way they used to Google things: throwing keywords at the screen and hoping. This episode teaches the fundamentals of prompting in plain language, with real before-and-after examples your listeners can try immediately

]]> Prompting is the new literacy and most people are doing it the way they used to Google things: throwing keywords at the screen and hoping. This episode teaches the fundamentals of prompting in plain language, with real before-and-after examples your listeners can try immediately

]]> kal75el false No 3028 5 full E4: The Five Mistakes Organizations Make in Week One E4: The Five Mistakes Organizations Make in Week One https://patternrecognized.podbean.com/e/e4-the-five-mistakes-organizations-make-in-week-one/ https://patternrecognized.podbean.com/e/e4-the-five-mistakes-organizations-make-in-week-one/#comments Fri, 22 May 2026 15:38:07 -0400 patternrecognized.podbean.com/57b0b33f-f692-3bfb-8df1-25232527e73f AI adoption can go sideways before anyone realizes it. In this episode of Pattern Recognized, we break down the five predictable mistakes organizations make in the first week of AI rollout: tool excitement without a plan, one-hour training that never becomes practice, accidental AI departments of one, missing policies, and measuring the wrong things too early. More importantly, we look at how to catch these mistakes early and turn AI adoption into something useful, measurable, and human-centered.

]]> AI adoption can go sideways before anyone realizes it. In this episode of Pattern Recognized, we break down the five predictable mistakes organizations make in the first week of AI rollout: tool excitement without a plan, one-hour training that never becomes practice, accidental AI departments of one, missing policies, and measuring the wrong things too early. More importantly, we look at how to catch these mistakes early and turn AI adoption into something useful, measurable, and human-centered.

]]> kal75el false No 1588 4 full E3: The Crawl-Walk-Run Framework for AI Adoption E3: The Crawl-Walk-Run Framework for AI Adoption https://patternrecognized.podbean.com/e/e3-the-crawl-walk-run-framework-for-ai-adoption/ https://patternrecognized.podbean.com/e/e3-the-crawl-walk-run-framework-for-ai-adoption/#comments Wed, 20 May 2026 08:41:02 -0400 patternrecognized.podbean.com/c1931587-cf3a-3857-b73e-b6f7cf578e82 Today on Pattern Recognized, we are talking about AI skill and readiness. Specifically, where you and your organization actually stand in its ability to use AI effectively, and why almost every organization that fails at this misreads its position the same way.

]]> Today on Pattern Recognized, we are talking about AI skill and readiness. Specifically, where you and your organization actually stand in its ability to use AI effectively, and why almost every organization that fails at this misreads its position the same way.

]]> kal75el false No 1470 3 full E2: Shadow AI, Why Your Teams Are Already Using AI Before You Know E2: Shadow AI, Why Your Teams Are Already Using AI Before You Know https://patternrecognized.podbean.com/e/e2-shadow-ai-why-your-teams-are-already-using-ai-before-you-know/ https://patternrecognized.podbean.com/e/e2-shadow-ai-why-your-teams-are-already-using-ai-before-you-know/#comments Wed, 13 May 2026 14:37:55 -0400 patternrecognized.podbean.com/455cb833-42ef-3442-8fd7-3fab0f8ed784 Shadow AI is real and it is happening in many organizations right now. This episode pulls back the curtain on what your staff is already doing with tools like ChatGPT and Claude, why they are doing it quietly, and what that means for your organization. The goal is not to scare leaders but to shift them from reaction to intention.

]]> Shadow AI is real and it is happening in many organizations right now. This episode pulls back the curtain on what your staff is already doing with tools like ChatGPT and Claude, why they are doing it quietly, and what that means for your organization. The goal is not to scare leaders but to shift them from reaction to intention.

]]> kal75el false No 904 2 full E1: What AI Actually Is E1: What AI Actually Is https://patternrecognized.podbean.com/e/what-ai-actually-is/ https://patternrecognized.podbean.com/e/what-ai-actually-is/#comments Mon, 11 May 2026 13:24:45 -0400 patternrecognized.podbean.com/ac6cf09e-d9ef-34f2-82cc-5389e1a5cef1 I am not going to tell you AI is going to change everything. In this episode, I am going to tell you something of what AI actually is, because once you know that, the hype gets a lot easier to ignore and the tools’ power becomes more evident.

]]> I am not going to tell you AI is going to change everything. In this episode, I am going to tell you something of what AI actually is, because once you know that, the hype gets a lot easier to ignore and the tools’ power becomes more evident.

]]> kal75el false No 571 1 full