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Nov 28, 2025 · 17m · big-technology

Groq and Cohere CFOs: Can Artificial Intelligence Be Profitable?

Alex Kantrowitz · 6m spoken Simon Edwards · 5m spoken Francois Chadwick · 4m spoken
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In this live podcast panel, Cohere CFO Francois Chadwick and Groq CFO Simon Edwards examine the financial viability of enterprise AI, addressing ROI measurement discrepancies, infrastructure constraints, and strategic deployment paths.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Alex holds 38.6% of the talking time here. How this is scored →

Alex as informed peer 5.3 Guest teaching 2.8 Guest disagreement 3.3 Alex pushing back 5.0
05100:0010:002:52–5:54 · Alex as informed peer 5/10 Executive Perception vs Reality and Audience ROI Poll Alex challenges the Wharton study's optimism by citing internal survey splits showing executives report higher ROI than frontline managers, suggesting C-suite delusion. Chadwick smoothly redirects by challenging Alex's audience poll methodology, prompting the audience on positive versus negative ROI to reframe the sentiment.5:55–8:57 · Alex as informed peer 5/10 Compute Economics, Groq Silicon, and Power Grid Bottlenecks Alex brings up market developments like DeepSeek and quotes Satya Nadella's commentary regarding unplugged chips to question whether power or compute is the real bottleneck. Edwards adopts an agreeable tone, leveraging the power bottleneck point to pitch Groq's energy-efficient silicon architecture.8:57–13:16 · Alex as informed peer 5/10 Enterprise Deployment Strategy and Company Size Dynamics Alex immediately calls out Chadwick's generic advice ('You can't just say work with Cohere') and cites granular survey data showing large enterprise ROI lags behind smaller firms. Both guests provide grounded enterprise context comparing modern AI integration to legacy ERP deployments.13:17–17:51 · Alex as informed peer 6/10 Infrastructure Capex, Bubble Concerns, and AGI Outlook Alex aggressively pushes on bubble concerns and capex inflation ($300B to $400B), directly interrupting Edwards' historical fiber/railroad comparison to point out those were classic speculative bubbles. Edwards and Chadwick defend the long-term utility of the buildout while Alex warns of historical AI winter cycles.2:52–5:54 · Guest teaching 3/10 Executive Perception vs Reality and Audience ROI Poll Alex challenges the Wharton study's optimism by citing internal survey splits showing executives report higher ROI than frontline managers, suggesting C-suite delusion. Chadwick smoothly redirects by challenging Alex's audience poll methodology, prompting the audience on positive versus negative ROI to reframe the sentiment.5:55–8:57 · Guest teaching 2/10 Compute Economics, Groq Silicon, and Power Grid Bottlenecks Alex brings up market developments like DeepSeek and quotes Satya Nadella's commentary regarding unplugged chips to question whether power or compute is the real bottleneck. Edwards adopts an agreeable tone, leveraging the power bottleneck point to pitch Groq's energy-efficient silicon architecture.8:57–13:16 · Guest teaching 3/10 Enterprise Deployment Strategy and Company Size Dynamics Alex immediately calls out Chadwick's generic advice ('You can't just say work with Cohere') and cites granular survey data showing large enterprise ROI lags behind smaller firms. Both guests provide grounded enterprise context comparing modern AI integration to legacy ERP deployments.13:17–17:51 · Guest teaching 3/10 Infrastructure Capex, Bubble Concerns, and AGI Outlook Alex aggressively pushes on bubble concerns and capex inflation ($300B to $400B), directly interrupting Edwards' historical fiber/railroad comparison to point out those were classic speculative bubbles. Edwards and Chadwick defend the long-term utility of the buildout while Alex warns of historical AI winter cycles.2:52–5:54 · Guest disagreement 4/10 Executive Perception vs Reality and Audience ROI Poll Alex challenges the Wharton study's optimism by citing internal survey splits showing executives report higher ROI than frontline managers, suggesting C-suite delusion. Chadwick smoothly redirects by challenging Alex's audience poll methodology, prompting the audience on positive versus negative ROI to reframe the sentiment.5:55–8:57 · Guest disagreement 2/10 Compute Economics, Groq Silicon, and Power Grid Bottlenecks Alex brings up market developments like DeepSeek and quotes Satya Nadella's commentary regarding unplugged chips to question whether power or compute is the real bottleneck. Edwards adopts an agreeable tone, leveraging the power bottleneck point to pitch Groq's energy-efficient silicon architecture.8:57–13:16 · Guest disagreement 3/10 Enterprise Deployment Strategy and Company Size Dynamics Alex immediately calls out Chadwick's generic advice ('You can't just say work with Cohere') and cites granular survey data showing large enterprise ROI lags behind smaller firms. Both guests provide grounded enterprise context comparing modern AI integration to legacy ERP deployments.13:17–17:51 · Guest disagreement 4/10 Infrastructure Capex, Bubble Concerns, and AGI Outlook Alex aggressively pushes on bubble concerns and capex inflation ($300B to $400B), directly interrupting Edwards' historical fiber/railroad comparison to point out those were classic speculative bubbles. Edwards and Chadwick defend the long-term utility of the buildout while Alex warns of historical AI winter cycles.2:52–5:54 · Alex pushing back 5/10 Executive Perception vs Reality and Audience ROI Poll Alex challenges the Wharton study's optimism by citing internal survey splits showing executives report higher ROI than frontline managers, suggesting C-suite delusion. Chadwick smoothly redirects by challenging Alex's audience poll methodology, prompting the audience on positive versus negative ROI to reframe the sentiment.5:55–8:57 · Alex pushing back 4/10 Compute Economics, Groq Silicon, and Power Grid Bottlenecks Alex brings up market developments like DeepSeek and quotes Satya Nadella's commentary regarding unplugged chips to question whether power or compute is the real bottleneck. Edwards adopts an agreeable tone, leveraging the power bottleneck point to pitch Groq's energy-efficient silicon architecture.8:57–13:16 · Alex pushing back 5/10 Enterprise Deployment Strategy and Company Size Dynamics Alex immediately calls out Chadwick's generic advice ('You can't just say work with Cohere') and cites granular survey data showing large enterprise ROI lags behind smaller firms. Both guests provide grounded enterprise context comparing modern AI integration to legacy ERP deployments.13:17–17:51 · Alex pushing back 6/10 Infrastructure Capex, Bubble Concerns, and AGI Outlook Alex aggressively pushes on bubble concerns and capex inflation ($300B to $400B), directly interrupting Edwards' historical fiber/railroad comparison to point out those were classic speculative bubbles. Edwards and Chadwick defend the long-term utility of the buildout while Alex warns of historical AI winter cycles.

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

0:00 · Alex 37.5% · guest 62.5%0:00 · Alex 37.5% · guest 62.5%3:00 · Alex 41.4% · guest 58.6%3:00 · Alex 41.4% · guest 58.6%6:00 · Alex 45.1% · guest 54.9%6:00 · Alex 45.1% · guest 54.9%9:00 · Alex 28.6% · guest 71.4%9:00 · Alex 28.6% · guest 71.4%12:00 · Alex 33.8% · guest 66.2%12:00 · Alex 33.8% · guest 66.2%15:00 · Alex 45.7% · guest 54.3%15:00 · Alex 45.7% · guest 54.3%
Sharpest disagreement ▶ 14:18 Edwards disputes bubble framing

Edwards pushes back against the host's bubble assertion, drawing distinctions between valuation hype and fundamental infrastructure utility that will not be regretted.

 Hardest push from Alex ▶ 14:17 Host counters railroad and fiber analogy

Alex bluntly cuts off Edwards' defense of capex spending by noting that railroads and telecom fiber rollouts were textbook speculative bubbles.

 Biggest teaching moment ▶ 12:00 Edwards contrasts AI deployment with ERP rollouts

Edwards breaks down the operational realities of enterprise adoption, explaining how fast initial value extraction forces costly downstream workflow reconfiguration unlike traditional ERP implementations.

 Alex holds their own ▶ 15:28 Host raises historical AI winter cycle

Alex displays domain history by reminding the panelists that over-exuberance and unbacked marketing historically trigger funding collapses known as AI winters.
the scores for every segment, with the reasoning behind each
ChapterTopicAlex as informed peerGuest teachingGuest disagreementAlex pushing backWhy
Executive Perception vs Reality and Audience ROI Poll 5345 Alex challenges the Wharton study's optimism by citing internal survey splits showing executives report higher ROI than frontline managers, suggesting C-suite delusion. Chadwick smoothly redirects by challenging Alex's audience poll methodology, prompting the audience on positive versus negative ROI to reframe the sentiment.
Compute Economics, Groq Silicon, and Power Grid Bottlenecks 5224 Alex brings up market developments like DeepSeek and quotes Satya Nadella's commentary regarding unplugged chips to question whether power or compute is the real bottleneck. Edwards adopts an agreeable tone, leveraging the power bottleneck point to pitch Groq's energy-efficient silicon architecture.
Enterprise Deployment Strategy and Company Size Dynamics 5335 Alex immediately calls out Chadwick's generic advice ('You can't just say work with Cohere') and cites granular survey data showing large enterprise ROI lags behind smaller firms. Both guests provide grounded enterprise context comparing modern AI integration to legacy ERP deployments.
Infrastructure Capex, Bubble Concerns, and AGI Outlook 6346 Alex aggressively pushes on bubble concerns and capex inflation ($300B to $400B), directly interrupting Edwards' historical fiber/railroad comparison to point out those were classic speculative bubbles. Edwards and Chadwick defend the long-term utility of the buildout while Alex warns of historical AI winter cycles.

Statements from this episode (9)

Opinion
Edwards: Wharton's 74% AI ROI finding is closer to truth than MIT's
“I think 74% are getting an ROI. I live in the Bay Area, and I think I can't, I rarely see a company in the Bay Area right now who is not applying AI to drive productivity for their engineers, or drive productivity for their customer support reps. So I think a …”
Simon Edwards Nov 28, 2025 ▶ 1:38
Opinion
Groq CFO Edwards: AI Hardware Industry Remains Strictly Supply-Constrained
“I think we're still seeing the industry as supply constrained. And so it's not a case of NVIDIA or Grok or pick your chip manufacturer, but how do all of us deploy as much capacity as needed in order to serve all of these use cases?”
Simon Edwards Nov 28, 2025 ▶ 7:15
Assertion Open · timeframe Dec 2028
Groq CFO: AI workloads will consume 25% of US energy by 2028
“I think I saw a statistic that says by twenty-twenty-eight in the United States, a quarter of all of the energy produced will be used to run AI workloads, right, which is an amazing statistic.”
Simon Edwards Nov 28, 2025 ▶ 8:12
Insight
Chadwick: Multi-agent AI integration across functions maximizes company ROI
“The more that you can integrate agents and multi-agents Across various functions within your companies, the greater ROI you're going to get, and I think that proves out at a smaller company.”
Francois Chadwick Nov 28, 2025 ▶ 11:35
Insight
Edwards: Large enterprise AI ROI requires cost cuts, not just growth
“Smaller companies are likely growing quicker, and AI enables them to create leverage as they're growing, versus larger companies already have that infrastructure that Francois mentioned, and so actually in a lot of use cases, As those AI solutions are effectiv…”
Simon Edwards Nov 28, 2025 ▶ 12:00
Insight
Edwards: AI delivers immediate value but forces reactive process redesign
“With these AI solutions, you can get value immediately. But you get value immediately and then have to go completely reconfigure your processes as an afterthought as opposed to design it in.”
Simon Edwards Nov 28, 2025 ▶ 13:06
Prediction Not checkable as stated
Groq CFO: In ten years no one will regret AI infrastructure spending
“And so I think 10 years from now, no one will look back and say, I wish we spent less money on AI infrastructure.”
Simon Edwards Nov 28, 2025 ▶ 14:12
Assertion Not checkable as stated
Anthropic CEO told Kantrowitz company will hit $10B run rate this year
“I was sitting with, ah, Dario Amode, the CEO of Anthropic, a couple months ago, and he said that the company did, ah, one billion a couple years ago, and it's scheduled to do something close to ten billion in run rate by the end of the year.”
Alex Kantrowitz Nov 28, 2025 ▶ 17:00
Disclosure
Chadwick: Cohere focuses on customer ROI over achieving AGI
“Our slogan is ROI over AGI. As long as our business customers are getting an ROI, that is what we're focused on.”
Francois Chadwick Nov 28, 2025 ▶ 17:27
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