Aug 4, 2023 · 28m · catalyst

With Great Power: What other industries can teach utilities about innovation

Rayford Smith · 18m spoken Brad Langley · 5m spoken Daniel Waldorf · 1m spoken Jeff Bezos · 9s spoken News Anchor · 5s spoken
0:00 / 0:00

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In this crossover episode of With Great Power, AES Chief Utility Innovation Officer Rayford Smith discusses how the electric power sector can overcome regulatory bottlenecks, deploy artificial intelligence, and adopt tech-industry operating models to accelerate grid decarbonization.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. How this is scored →

Shayle as informed peer 4.0 Guest teaching 4.6 Guest disagreement 1.1 Shayle pushing back 1.0
05100:0010:0020:001:40–6:00 · Shayle as informed peer 4/10 Google's Ambitious Leap to 24/7 Carbon-Free Energy Host Brad Langley introduces Google's 24/7 carbon-free energy initiative with recorded clips before asking Rayford Smith to reflect on changes across his career. Smith provides nuanced context on how the core physics remain unchanged while regulatory and market structures undergo continuous waves of deregulation and innovation.6:01–9:34 · Shayle as informed peer 4/10 Applying Artificial Intelligence and Machine Learning from Google X to the Grid Langley asks about moonshot projects at Google X and the emerging role of AI and machine learning. Smith provides a technical breakdown of model explainability challenges versus heuristic models while highlighting AI's potential to accelerate power flow iterations.9:35–13:15 · Shayle as informed peer 4/10 The Next Frontier: Distributed Analytics and the Transactive Edge Grid Langley prompts Smith on future grid technologies beyond AMI and the necessary talent shifts. Smith outlines edge-based distributed analytics and transactive grid concepts, noting the imperative for utilities to internally develop data science capabilities.13:16–15:29 · Shayle as informed peer 3/10 Synergies and Collaboration Between Tech Giants and Utilities Langley asks how tech giants and power utilities can effectively collaborate. Smith illustrates how tech companies can dynamically shift data center power demand across time and space in response to real-time grid conditions and carbon intensity.15:29–18:07 · Shayle as informed peer 5/10 Returning to Utilities and AES's Aggressive Clean Energy Strategy Langley cites specific industry knowledge regarding AES's acquisition of the two-gigawatt Bellefield solar plus storage project. Smith explains how AES combines utility operations, clean energy assets, and internal innovation incubators.18:08–22:35 · Shayle as informed peer 4/10 Railroads vs. Telecoms: The Strategic Crossroads for Utilities Langley asks about Smith's railroad versus telecom metaphor for utility strategy. Smith details the dangerous pricing arbitrage between sub-second algorithmic edge responses and slow multi-month utility rate adjustment processes.22:36–26:02 · Shayle as informed peer 5/10 Overcoming Regulatory Bottlenecks in Rate Making Langley presses on why rate cases take up to 24 months and questions what must change to truncate that timeline down to months. Smith rejects complacency around interconnection delays, insisting the sector must set ambitious targets of one to three months.26:03–27:13 · Shayle as informed peer 3/10 Career Legacy, Superpowers, and Final Reflections The conversation concludes warmly with conversational questions about career legacy, personal superpowers, and the necessity of collaborative teamwork.1:40–6:00 · Guest teaching 4/10 Google's Ambitious Leap to 24/7 Carbon-Free Energy Host Brad Langley introduces Google's 24/7 carbon-free energy initiative with recorded clips before asking Rayford Smith to reflect on changes across his career. Smith provides nuanced context on how the core physics remain unchanged while regulatory and market structures undergo continuous waves of deregulation and innovation.6:01–9:34 · Guest teaching 5/10 Applying Artificial Intelligence and Machine Learning from Google X to the Grid Langley asks about moonshot projects at Google X and the emerging role of AI and machine learning. Smith provides a technical breakdown of model explainability challenges versus heuristic models while highlighting AI's potential to accelerate power flow iterations.9:35–13:15 · Guest teaching 5/10 The Next Frontier: Distributed Analytics and the Transactive Edge Grid Langley prompts Smith on future grid technologies beyond AMI and the necessary talent shifts. Smith outlines edge-based distributed analytics and transactive grid concepts, noting the imperative for utilities to internally develop data science capabilities.13:16–15:29 · Guest teaching 5/10 Synergies and Collaboration Between Tech Giants and Utilities Langley asks how tech giants and power utilities can effectively collaborate. Smith illustrates how tech companies can dynamically shift data center power demand across time and space in response to real-time grid conditions and carbon intensity.15:29–18:07 · Guest teaching 4/10 Returning to Utilities and AES's Aggressive Clean Energy Strategy Langley cites specific industry knowledge regarding AES's acquisition of the two-gigawatt Bellefield solar plus storage project. Smith explains how AES combines utility operations, clean energy assets, and internal innovation incubators.18:08–22:35 · Guest teaching 6/10 Railroads vs. Telecoms: The Strategic Crossroads for Utilities Langley asks about Smith's railroad versus telecom metaphor for utility strategy. Smith details the dangerous pricing arbitrage between sub-second algorithmic edge responses and slow multi-month utility rate adjustment processes.22:36–26:02 · Guest teaching 5/10 Overcoming Regulatory Bottlenecks in Rate Making Langley presses on why rate cases take up to 24 months and questions what must change to truncate that timeline down to months. Smith rejects complacency around interconnection delays, insisting the sector must set ambitious targets of one to three months.26:03–27:13 · Guest teaching 3/10 Career Legacy, Superpowers, and Final Reflections The conversation concludes warmly with conversational questions about career legacy, personal superpowers, and the necessity of collaborative teamwork.1:40–6:00 · Guest disagreement 1/10 Google's Ambitious Leap to 24/7 Carbon-Free Energy Host Brad Langley introduces Google's 24/7 carbon-free energy initiative with recorded clips before asking Rayford Smith to reflect on changes across his career. Smith provides nuanced context on how the core physics remain unchanged while regulatory and market structures undergo continuous waves of deregulation and innovation.6:01–9:34 · Guest disagreement 1/10 Applying Artificial Intelligence and Machine Learning from Google X to the Grid Langley asks about moonshot projects at Google X and the emerging role of AI and machine learning. Smith provides a technical breakdown of model explainability challenges versus heuristic models while highlighting AI's potential to accelerate power flow iterations.9:35–13:15 · Guest disagreement 1/10 The Next Frontier: Distributed Analytics and the Transactive Edge Grid Langley prompts Smith on future grid technologies beyond AMI and the necessary talent shifts. Smith outlines edge-based distributed analytics and transactive grid concepts, noting the imperative for utilities to internally develop data science capabilities.13:16–15:29 · Guest disagreement 1/10 Synergies and Collaboration Between Tech Giants and Utilities Langley asks how tech giants and power utilities can effectively collaborate. Smith illustrates how tech companies can dynamically shift data center power demand across time and space in response to real-time grid conditions and carbon intensity.15:29–18:07 · Guest disagreement 1/10 Returning to Utilities and AES's Aggressive Clean Energy Strategy Langley cites specific industry knowledge regarding AES's acquisition of the two-gigawatt Bellefield solar plus storage project. Smith explains how AES combines utility operations, clean energy assets, and internal innovation incubators.18:08–22:35 · Guest disagreement 2/10 Railroads vs. Telecoms: The Strategic Crossroads for Utilities Langley asks about Smith's railroad versus telecom metaphor for utility strategy. Smith details the dangerous pricing arbitrage between sub-second algorithmic edge responses and slow multi-month utility rate adjustment processes.22:36–26:02 · Guest disagreement 2/10 Overcoming Regulatory Bottlenecks in Rate Making Langley presses on why rate cases take up to 24 months and questions what must change to truncate that timeline down to months. Smith rejects complacency around interconnection delays, insisting the sector must set ambitious targets of one to three months.26:03–27:13 · Guest disagreement 0/10 Career Legacy, Superpowers, and Final Reflections The conversation concludes warmly with conversational questions about career legacy, personal superpowers, and the necessity of collaborative teamwork.1:40–6:00 · Shayle pushing back 1/10 Google's Ambitious Leap to 24/7 Carbon-Free Energy Host Brad Langley introduces Google's 24/7 carbon-free energy initiative with recorded clips before asking Rayford Smith to reflect on changes across his career. Smith provides nuanced context on how the core physics remain unchanged while regulatory and market structures undergo continuous waves of deregulation and innovation.6:01–9:34 · Shayle pushing back 1/10 Applying Artificial Intelligence and Machine Learning from Google X to the Grid Langley asks about moonshot projects at Google X and the emerging role of AI and machine learning. Smith provides a technical breakdown of model explainability challenges versus heuristic models while highlighting AI's potential to accelerate power flow iterations.9:35–13:15 · Shayle pushing back 1/10 The Next Frontier: Distributed Analytics and the Transactive Edge Grid Langley prompts Smith on future grid technologies beyond AMI and the necessary talent shifts. Smith outlines edge-based distributed analytics and transactive grid concepts, noting the imperative for utilities to internally develop data science capabilities.13:16–15:29 · Shayle pushing back 1/10 Synergies and Collaboration Between Tech Giants and Utilities Langley asks how tech giants and power utilities can effectively collaborate. Smith illustrates how tech companies can dynamically shift data center power demand across time and space in response to real-time grid conditions and carbon intensity.15:29–18:07 · Shayle pushing back 1/10 Returning to Utilities and AES's Aggressive Clean Energy Strategy Langley cites specific industry knowledge regarding AES's acquisition of the two-gigawatt Bellefield solar plus storage project. Smith explains how AES combines utility operations, clean energy assets, and internal innovation incubators.18:08–22:35 · Shayle pushing back 1/10 Railroads vs. Telecoms: The Strategic Crossroads for Utilities Langley asks about Smith's railroad versus telecom metaphor for utility strategy. Smith details the dangerous pricing arbitrage between sub-second algorithmic edge responses and slow multi-month utility rate adjustment processes.22:36–26:02 · Shayle pushing back 2/10 Overcoming Regulatory Bottlenecks in Rate Making Langley presses on why rate cases take up to 24 months and questions what must change to truncate that timeline down to months. Smith rejects complacency around interconnection delays, insisting the sector must set ambitious targets of one to three months.26:03–27:13 · Shayle pushing back 0/10 Career Legacy, Superpowers, and Final Reflections The conversation concludes warmly with conversational questions about career legacy, personal superpowers, and the necessity of collaborative teamwork.

speaking balance: gold is Shayle, purple is the guest (3 minute bins)

0:00 · Shayle 0% · guest 100%0:00 · Shayle 0% · guest 100%3:00 · Shayle 0% · guest 100%3:00 · Shayle 0% · guest 100%6:00 · Shayle 0% · guest 100%6:00 · Shayle 0% · guest 100%9:00 · Shayle 0% · guest 100%9:00 · Shayle 0% · guest 100%12:00 · Shayle 0% · guest 100%12:00 · Shayle 0% · guest 100%15:00 · Shayle 0% · guest 100%15:00 · Shayle 0% · guest 100%18:00 · Shayle 0% · guest 100%18:00 · Shayle 0% · guest 100%21:00 · Shayle 0% · guest 100%21:00 · Shayle 0% · guest 100%24:00 · Shayle 0% · guest 100%24:00 · Shayle 0% · guest 100%27:00 · Shayle 0% · guest 100%27:00 · Shayle 0% · guest 100%
Sharpest disagreement ▶ 25:15 Audacious interconnection goals

Smith forcefully rejects conventional claims that grid interconnections cannot be completed in under 12 to 18 months, arguing utilities must aggressively aim for one to three months.

Hardest push from Shayle ▶ 22:36 Challenging rate-making timelines

Langley directly questions the standard 18 to 24 month regulatory timeline for rate adjustments, pressing on why it cannot be truncated down to three to six months.

Biggest teaching moment ▶ 19:50 The temporal mismatch arbitrage

Smith educates the listener by breaking down the structural arbitrage created when smart grid edge devices adjust in seconds while utility rate cases take over a year to update.

Shayle holds their own ▶ 16:44 Referencing the Bellefield project details

Langley demonstrates deep sector awareness by citing AES's specific acquisition of the two-gigawatt Bellefield solar plus storage project in California.

the scores for every segment, with the reasoning behind each
ChapterTopicShayle as informed peerGuest teachingGuest disagreementShayle pushing backWhy
Google's Ambitious Leap to 24/7 Carbon-Free Energy 4411 Host Brad Langley introduces Google's 24/7 carbon-free energy initiative with recorded clips before asking Rayford Smith to reflect on changes across his career. Smith provides nuanced context on how the core physics remain unchanged while regulatory and market structures undergo continuous waves of deregulation and innovation.
Applying Artificial Intelligence and Machine Learning from Google X to the Grid 4511 Langley asks about moonshot projects at Google X and the emerging role of AI and machine learning. Smith provides a technical breakdown of model explainability challenges versus heuristic models while highlighting AI's potential to accelerate power flow iterations.
The Next Frontier: Distributed Analytics and the Transactive Edge Grid 4511 Langley prompts Smith on future grid technologies beyond AMI and the necessary talent shifts. Smith outlines edge-based distributed analytics and transactive grid concepts, noting the imperative for utilities to internally develop data science capabilities.
Synergies and Collaboration Between Tech Giants and Utilities 3511 Langley asks how tech giants and power utilities can effectively collaborate. Smith illustrates how tech companies can dynamically shift data center power demand across time and space in response to real-time grid conditions and carbon intensity.
Returning to Utilities and AES's Aggressive Clean Energy Strategy 5411 Langley cites specific industry knowledge regarding AES's acquisition of the two-gigawatt Bellefield solar plus storage project. Smith explains how AES combines utility operations, clean energy assets, and internal innovation incubators.
Railroads vs. Telecoms: The Strategic Crossroads for Utilities 4621 Langley asks about Smith's railroad versus telecom metaphor for utility strategy. Smith details the dangerous pricing arbitrage between sub-second algorithmic edge responses and slow multi-month utility rate adjustment processes.
Overcoming Regulatory Bottlenecks in Rate Making 5522 Langley presses on why rate cases take up to 24 months and questions what must change to truncate that timeline down to months. Smith rejects complacency around interconnection delays, insisting the sector must set ambitious targets of one to three months.
Career Legacy, Superpowers, and Final Reflections 3300 The conversation concludes warmly with conversational questions about career legacy, personal superpowers, and the necessity of collaborative teamwork.

Statements from this episode (11)

Assertion Supported
Langley: One-Third of World's Largest Companies Have Net-Zero Targets
“A third of the world's largest companies now have net zero targets in place for carbon emissions.”
Brad Langley Aug 4, 2023 ▶ 1:40
Opinion
Rayford Smith: 24/7 carbon-free energy is vastly harder than 100% renewables
“This is a fundamental sea change in how we do it, and it's considerably harder than what we had been accomplished up to that date.”
Rayford Smith Aug 4, 2023 ▶ 2:42
Insight
Rayford Smith: AI's lack of explainability hinders regulatory approval in utilities
“One of the areas that's challenging is the explainability of it. When you're training these models, you're trying to get them to do what they do, and then they go make decisions. It's really hard to kind of backtrace, like, why did you make decision X versus w…”
Rayford Smith Aug 4, 2023 ▶ 7:57
Prediction Not checkable as stated
Rayford Smith: Utilities won't replace Newton-Raphson power flow models with AI soon
“The promise is there and we'll absolutely get there. But there's just some significant challenges technology-wise to make sure that, you know, no, you're not going to throw out your Newton-Raphson power flow model tomorrow because we've got this cool AI. Like,…”
Rayford Smith Aug 4, 2023 ▶ 9:10
Prediction Not checkable as stated
Rayford Smith Predicts Power Grids Will Shift Optimization Algorithms to the Edge
“And I think what you're going to start to see is you're going to start to see those technologies show up at the edge. You're going to start to see a much more intelligent, interactive ecosystem along the lines of IOT. And I think ultimately what that looks lik…”
Rayford Smith Aug 4, 2023 ▶ 10:38
Disclosure
Smith: Google dynamically shifted computing loads based on grid constraints and carbon
“When I was at Google, one of the things we did was we created the ability to basically forecast forward power prices grid constraints, carbon content and then dynamically move our load around to take advantage of that. So if there was a storm and there was goi…”
Rayford Smith Aug 4, 2023 ▶ 13:58
Assertion Supported
AES acquired the 2-gigawatt Bellefield project, America's largest solar-plus-storage site
“I think you recently acquired the two gigawatt Bellfield solar plus storage project, which is under construction in California. It's set to be the largest solar plus storage project in the U.S. Once it's complete.”
Brad Langley Aug 4, 2023 ▶ 16:54
Insight
Rayford Smith: Utilities naturally prefer acting like low-innovation railroads
“And I think that utilities, like, their natural inclination is to be the railroad because that's the safe and it's the consistent thing that they've always done, and it's explainable to regulators, it's explainable to shareholders, to Wall Street, like, that, …”
Rayford Smith Aug 4, 2023 ▶ 18:51
Disclosure
Rayford Smith: AES started a robotics company to automate solar panel installation
“We started a robotics company that can automatically lay those down. We have another one that can basically, it folds out like an accordion to basically speed up those sorts of challenges. We, we're an investor in, in one of the leading areas in, in terms of u…”
Rayford Smith Aug 4, 2023 ▶ 21:33
Assertion Not checkable as stated
Rayford Smith: Google sometimes waited seven years for data center transmission access
“I can tell you when we were building data centers at Google, you know, in some places it took us seven years to get transmission access. In other places it took us, you know, 18 months to two years.”
Rayford Smith Aug 4, 2023 ▶ 24:51
Opinion
Rayford Smith: Utilities should target one-month grid interconnections, not 18 months
“I've heard people say there's no way to get things on the grid faster than that, 12 to 18 months. I think fundamentally like that, then we still have a problem. Like we should be shooting for three months. We should be shooting for one month.”
Rayford Smith Aug 4, 2023 ▶ 25:37
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