Isenberg: Marketers must learn underlying workflows rather than ephemeral AI tools
“The tools are going to keep changing, but the workflow is the thing to actually learn.”
Schrader: LLMs lack embedded operational workflows despite massive training data
“The models are trained on so much data and they're so large and yet they actually don't really know how to do any of this work. Like they don't have the workflows encoded in any way.”
Srivastava: AI Defensibility Comes from Workflow Integration, Not Models Alone
“To the extent that that is encoded in a model, I think a lot of their business will be at risk, but to the extent that it is encoded in workflows that is where they will be able to develop mode.”
Modern product design shifted from delivering capabilities to collapsing workflows
“It is more now, the way you need to think is, how do I make their workflows easier, right? It's shifted from, here's the capability, do they do utilization? To how do I take what exists in front of me and collapse the workflows and make it easier so that in a …”
Ross Mike: The best AI skills come from guided successful runs
“To me, the best way to create a skill is to work with it in your specific workflow. Once you have a successful run, tell it, okay, review what you just did. This is the skill you need to create.”
Moore: Foundation model labs unlikely to solve the final 2% of enterprise workflows
“I do think there is still a lot of workflows and use cases where, like, the last one percent or the last two percent ends up being, like, a significant portion of the value, and I think for those, it's unlikely that the model companies will go all the way ther…”
LeCroix: Enterprise value comes from multi-agent workflows, not single agents
“What we see in enterprise is rarely things that are solved with agents because that's not necessarily where you would expect an FDE to be most useful. Where there is more values, value is in more complex workflows where you will have several agents interact th…”
Reganti: 80% of AI engineering is understanding workflows, not complex models
“80% of so-called AI engineers, AI PMs spend their time actually understanding their workflows very well. They're not building the fanciest and the, you know, most cool models or workflows around it. They're actually in the weeds understanding their customers' …”
Singla: Standalone AI tools must integrate deeply into workflows to compound growth
“Just standalone tool won't help. You have to intricate this Deeply into the workflows. So like I've been giving examples this entire podcast about make it workflow oriented, which can give value to the customer so that it can compound growth. You don't solve f…”
Emmons: Conversational RLHF rewards undermine automated AI agent workflows
“The other problem I see is the constant reward mechanism of keep the conversation going of it always asks you a follow-up, which is not great for workflows. I want my workflow to stop, not to continuously work.”
Dwivedi: Deterministic workflows cannot solve complex enterprise incident debugging
“No amount of workflows will suffice for a big enterprise. Like you have to link together some of the missing pieces, some of the poorly instrumented data, and that requires world knowledge and a few iterations with the world knowledge.”
Levie: Dropping AI into existing workflows without re-engineering fails to produce gains
“This is not a panacea type of solution where you could take an existing workflow, drop AI directly into it, and then all of a sudden that workflow will be, you know, three X better. You usually do have to re-engineer the work to take advantage of AI.”
Chandra: Successful startups pair wide TAM with vertical-specific execution
“We are a firm believer, nonetheless, that a core part of being successful as a startup is, yes, you have a wide TAM, but you execute specific to a vertical, specific to a workflow.”
Boschwitz: Brand, high-trust workflows, and data are top moats in 10 years
“So my hot take is the most defensible things 10 years from now will be your brand, workflows that require high trust and data.”
Coder: Aunt Flow recovered all lost COVID revenue by pivoting to PPE
“100%, and then some.”
McGrew: AI adoption requires redesigning workflows rather than automating existing ones
“I think that's the, like that we need some twist like that for AI that lets people figure out How to use the AI to solve the problem they actually have not just sort of take their existing workflow and have AI do that workflow.”
Ripabelli: Tech analysts talk benchmarks while real customers talk workflows
“I tweeted the other day that smart people, Talk about models and benchmarks, and customers talk about app flows, apps and workflows, right?”
Palan: Founders must not confuse AI-first with AI-only products
“You can't forget that it's not just the AI magic that you still need to build the workflows and the structures that you plug the AI into. And so don't confuse, you know, AI first with AI only. And that's a That's a big, big danger there.”
Elad Gil: AI application defensibility requires owning the workflow rather than the model
“For the application layer, can you eventually take over a workflow? What is the workflow that you're enabling? Because really what you want is if you swap in and out underlying models, you're still sticky somehow, and a model improving doesn't commoditize you,…”
Liu: AI agents should use explicit DAG workflows over ReAct loops
“Instead of doing like a react type reasoning loop, I think my belief is that we should be using like workflows, right? If we do this, then we always have a request and a complete workflow. We can fine tune a model that has a better workflow. Whereas it's hard …”
AI industry focus will shift from foundation models to workflows and UIs
“I think we're going to move from focusing a lot on the models and the foundations to focusing on the workflows and the tools and the UIs and the specific products that we built around AI models. And that's going to be, I think, a lot of the focus for kind of t…”
Udezue: 2x-3x workflow compression identifies a sharp problem for founders
“If you're in the trenches as a founder, the easiest way to map out a sharp problem is draw the current approximate average workflow for your target customer, at least what you think is a target and then draw the workflow after they've used your software. And s…”
Udezue: Workflows, not specs or use cases, are productivity's unit
“I use the word workflow a ton because I don't use specs anymore or use cases. I think workflows are the unit of productivity.”
Fuller: Workers Should Fear AI-Enabled Colleagues, Not AI Taking Their Jobs
“I don't think people need to be fearing AI taking their jobs. I think they need to be fearing those that are learning how to leverage AI into their workflow. Those that's going to be the powerhouses.”
Walling: Marketing Workflow IP Loses Value Over Time Because Competitors Copy It
“There aren't any workflows I can think of in the marketing space that aren't just duplicated. Once someone sees it working, then they go in and duplicate it. So I think in the long term, the value of this IP you've created goes down over time.”
Evans: Organizations initially force new tools into legacy workflows
“Every time you get a new tool, you start by forcing it to fit into the old way of doing your job. And then over time you change how you do your job because in order to fit this new tool, if the tool is better”