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# Lessons from Matt Slotnick
- URL: https://www.antoinebuteau.com/lessons-from-matt-slotnick/
- Published: 2025-12-24T18:24:31.000Z
- Updated: 2026-09-05T03:18:51.000Z
- Description: Matt Slotnick, CEO of Poggio Labs and author of “cloud rants, predominantly,” examines the transition from traditional SaaS to the Agentic Era, connecting high-level market strategy with the granular mechanics of building software and AI agents.
- Author: Antoine Buteau
- Tags: Profile, AI, Business Leaders & Executives Profiles

Matt Slotnick, the CEO of **Poggio Labs** and author of the Substack **"cloud rants, predominantly,"** has become a leading voice in the transition from traditional SaaS to the "Agentic Era." His insights bridge the gap between high-level market strategy and the granular mechanics of software building.

![Visual summary of operating lessons from Matt Slotnick.](https://www.antoinebuteau.com/content/images/2026/07/image-3-optimized-1.webp)

## **The Architecture of AI & Agents**

1. **Work as an Abstraction:** "There’s a new abstraction for work, and that abstraction is agents." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
2. **The Loop Principle:** "Everything becomes a loop.\[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQHz3cnlGst1nykEixgxcHm1ougGzvSsmRzteFJEufHHrcsTUhO25WJYDsvlHzYv2CVoVfRs3A6v1Y7QU79BZ82wsldpTLKc246Ms25ugHb6dW0X78z8j6vpof-Ixb7fUyURKj187YDswEpO7zgZqE9Rgyyc4Kwe0UX%5F9Z1L0EQf&ref=antoinebuteau.com)\] And agents are great at loops." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
3. **Decoupling Growth:** "The total amount of work done within an organization will dramatically increase, but decoupled from cost and headcount."\[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQHz3cnlGst1nykEixgxcHm1ougGzvSsmRzteFJEufHHrcsTUhO25WJYDsvlHzYv2CVoVfRs3A6v1Y7QU79BZ82wsldpTLKc246Ms25ugHb6dW0X78z8j6vpof-Ixb7fUyURKj187YDswEpO7zgZqE9Rgyyc4Kwe0UX%5F9Z1L0EQf&ref=antoinebuteau.com)\] ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
4. **Atomic Units of Work:** "Don't try to 'solve sales' with a button. Identify the atomic units of work, make those units better, and stitch them together." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
5. **Human-in-the-Loop Transition:** "We are moving from 'agent in the loop' to 'human in the loop,' where humans supervise the work rather than executing every step." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
6. **Infinite Scaling:** "With AI, agents can act on data at infinite scale and zero marginal cost."\[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQHz3cnlGst1nykEixgxcHm1ougGzvSsmRzteFJEufHHrcsTUhO25WJYDsvlHzYv2CVoVfRs3A6v1Y7QU79BZ82wsldpTLKc246Ms25ugHb6dW0X78z8j6vpof-Ixb7fUyURKj187YDswEpO7zgZqE9Rgyyc4Kwe0UX%5F9Z1L0EQf&ref=antoinebuteau.com)\] ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
7. **The UI as a Guardrail:** "The UI is the way an organization sets the guardrails for thousands of interrelated workflows that make a business run."\[[2](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQERDrB9-WlIQGztzbGHGm5OSp2sSQJJNDL4L2hxP7WyUNBLHv5FZrSn45E-bwnbSCQnrKaF4jnRE7aQBoERFRtcTG0g3AlpdjuXMuB0ydXquabV1UwSIDCR8Ti1KYxnifTWikAQTojdqaNedaJDgdf7PKXfy6FMlD-wBMhgmeI%3D&ref=antoinebuteau.com)\] ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
8. **Nouns and Verbs:** "The nouns and the verbs for how you use AI don't even exist yet. We are in the market development phase." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DStuartPodcastExample&ref=antoinebuteau.com))
9. **Agent Memory:** "The real evolving picture of a customer relationship lives in agent memory, not just the CRM." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fthe-crm-isnt-the-battleground&ref=antoinebuteau.com))
10. **Orchestration Value:** The lion’s share of value in the next decade will go to the layer that orchestrates work acrossapplications.

## **Modern Software Philosophy**

1. **UI is Overrated:** "Application UI is overrated. As visual creatures, we value what we see, but what lies underneath is what actually matters."\[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQHz3cnlGst1nykEixgxcHm1ougGzvSsmRzteFJEufHHrcsTUhO25WJYDsvlHzYv2CVoVfRs3A6v1Y7QU79BZ82wsldpTLKc246Ms25ugHb6dW0X78z8j6vpof-Ixb7fUyURKj187YDswEpO7zgZqE9Rgyyc4Kwe0UX%5F9Z1L0EQf&ref=antoinebuteau.com)\]\[[2](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQERDrB9-WlIQGztzbGHGm5OSp2sSQJJNDL4L2hxP7WyUNBLHv5FZrSn45E-bwnbSCQnrKaF4jnRE7aQBoERFRtcTG0g3AlpdjuXMuB0ydXquabV1UwSIDCR8Ti1KYxnifTWikAQTojdqaNedaJDgdf7PKXfy6FMlD-wBMhgmeI%3D&ref=antoinebuteau.com)\] ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
2. **Systems of Record Gravity:** "Data has gravity.\[[3](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQFjoqgu12-3FwfbDQbVli6%5FEJNrLKyFdi9gSsbE1OZuyfuXDmuwoBW%5FWUmapJ%5FH3N5H0kcAvE6hoMw7w15%5FLMgcfglpi8Mc-JcZlEbz1zvHdH5PRtnrhQEVvQcuaUT2Fe2Itz7efUcuZDMU5DK4mE-diKuFBCzYxQ26gEZ%5FBnE-eUYqT%5FI%3D&ref=antoinebuteau.com)\] The system of record commands immense value because it creates influence on all other systems."\[[3](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQFjoqgu12-3FwfbDQbVli6%5FEJNrLKyFdi9gSsbE1OZuyfuXDmuwoBW%5FWUmapJ%5FH3N5H0kcAvE6hoMw7w15%5FLMgcfglpi8Mc-JcZlEbz1zvHdH5PRtnrhQEVvQcuaUT2Fe2Itz7efUcuZDMU5DK4mE-diKuFBCzYxQ26gEZ%5FBnE-eUYqT%5FI%3D&ref=antoinebuteau.com)\] ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fa-unified-theory-of-low-no-code-middleware&ref=antoinebuteau.com))
3. **Application as Opinion:** "Enterprise applications are just opinionated frameworks for how a business process should be structured." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
4. **The Best Business Model:** "Shrink-wrapped software \[SaaS\] is the best business model on earth." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fon-subscription-software-and-customer&ref=antoinebuteau.com))
5. **Consumer-Grade Expectations:** "If IT doesn’t provide modern tools, users will find them. IT will eventually find themselves in a forced procurement cycle for what their users already use." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fa-unified-theory-of-low-no-code-middleware&ref=antoinebuteau.com))
6. **Low-Code is a Paradigm, Not a Category:** "Saying 'we are a low-code company' tells you almost nothing about the value you provide." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fa-unified-theory-of-low-no-code-middleware&ref=antoinebuteau.com))
7. **The End of 'Cheap' Growth:** "When the unit economics of software growth shift, your balance sheet cannot save you." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fwhy-software-layoffs-happen-and&ref=antoinebuteau.com))
8. **Platform Definition:** "A platform is an application that provides interfaces for other applications to be built upon." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fa-unified-theory-of-low-no-code-middleware&ref=antoinebuteau.com))
9. **Vibe Coding:** The shift where the "how" of code matters less than the intent of the creator. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fsaasletter.com%2Fp%2Fstate-of-software-ai&ref=antoinebuteau.com))
10. **The CRM Battleground:** "The CRM isn't the battleground... at least not in the way you’re thinking. The battle is for the work that happens outside of it." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fthe-crm-isnt-the-battleground&ref=antoinebuteau.com))

## **AI Sales & GTM Strategy**

1. **Winning POVs:** "A Point of View (POV) is more powerful than a feature list in modern enterprise sales."
2. **Research is a Waste:** "Sellers waste too much time on manual research that AI can execute in 60 seconds." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fpoggio.io%2Fpoggio-named-a-high-performer-in-g2-grid-for-ai-sales-assistant-software%2F&ref=antoinebuteau.com))
3. **Amplifying People:** "AI isn't a 'seat tax'; it's about amplifying the ability for people to do their jobs 30% more productively." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
4. **Leading with Language:** "To win, a seller must speak in the specific industry language of their customer, not generic sales-speak."
5. **Selling to Winners:** "Focus on the market-leading Winners who will actually buy AI. Companies squeezing cash are often afraid of new tech." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fsaasletter.com%2Fp%2Fstate-of-software-ai&ref=antoinebuteau.com))
6. **The Shadow AI Pattern:** "In some companies, reps hide AI usage because they're afraid the CIO will take it away once they realize how much more efficient it makes them." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
7. **AI for Sales Context:** The value of AI in sales is "discovering, synthesizing, and contextualizing data" from thousands of unstructured sources. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fpoggio.io%2F&ref=antoinebuteau.com))
8. **Relationship Data:** AI allows you to capture the "rich and dynamic context" of a lead that manual logging misses.
9. **Outcome Centricity:** In subscription software, the power rests with the customer’s ongoing success, not the initial sale. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fon-subscription-software-and-customer&ref=antoinebuteau.com))
10. **Winning the Future:** "We won the last game \[SaaS\]; now AI helps us win the future." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fsaasletter.com%2Fp%2Fstate-of-software-ai&ref=antoinebuteau.com))

## **Product & Team Execution**

1. **Iterative Innovation:** "Product innovation in AI comes from an iterative approach, not a rigid 12-month roadmap." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
2. **Workflow First, Tech Second:** "Team construction should be influenced by deep understanding of end-user workflows, not just technical ability." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
3. **Managing Infinite Expectations:** One of the hardest parts of AI is managing the "infinite expectation" users have for the technology. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
4. **Data vs. Context:** "Data without contextual action is just a liability."
5. **The maestros of Excel:** "Today, people are the engine of business, the maestros of Excel macros... AI is the new engine." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
6. **Infrastructure Costs:** "Spending $1-2bn on elite talent is 'nothing' compared to $70bn on annual cloud capex." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fwww.techmeme.com%2F250716%2Fp5%23a250716p5&ref=antoinebuteau.com))
7. **GPU over Headcount:** Elite talent in the future will ask for the "fewest people reporting to me, and the most GPUs." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fwww.techmeme.com%2F250716%2Fp5%23a250716p5&ref=antoinebuteau.com))
8. **The Logic of Applications:** An application is essentially a set of "nouns and verbs" for a business. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
9. **Building in Public:** Building in public and engaging on social platforms is a critical modern distribution channel for founders. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DStuartPodcastExample&ref=antoinebuteau.com))
10. **Open Core Risks:** "Open source core is often a misaligned incentive for venture-backed SaaS." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fa-treatise-rant-on-open-source-product&ref=antoinebuteau.com))

## **Business Logic & Personal Philosophies**

1. **Business as a Machine:** "A business is just a process machine, dynamically allocating resources toward their most efficient use." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fdata-rules-everything-around-me&ref=antoinebuteau.com))
2. **Cycling & Business:** Entrepreneurship is like cycling: success is about consistency, endurance, and knowing exactly when to push. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fcloudradio.cloudratings.com%2F&ref=antoinebuteau.com))
3. **Vibe Organizations:** "Running an organization will start to feel like 'vibe coding'—setting the intent and letting agents execute." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fsaasletter.com%2Fp%2Fstate-of-software-ai&ref=antoinebuteau.com))
4. **The Unbounded Task TAM:** AI expands the TAM (Total Addressable Market) because it addresses tasks that were previously too expensive for humans to do. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fsaasletter.com%2Fp%2Fstate-of-software-ai&ref=antoinebuteau.com))
5. **Cloud Rush Backlash:** Hasty cloud migrations without workflow redesign often stall transformations. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fwww.webpronews.com%2Fcloud-rush-backlash-why-hasty-cx-migrations-are-stalling-transformations%2F&ref=antoinebuteau.com))
6. **Data Sovereignty:** In the agentic era, data control and compliance are the primary friction points for enterprise adoption.
7. **Hybrid Software:** Pragmatism usually wins; hybrid models that mix local security with cloud scale are the future.
8. **Scale or Die:** "In verticalized markets, you either scale and own the customer relationship or you die." ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fthe-crm-isnt-the-battleground&ref=antoinebuteau.com))
9. **Cloud Platform Incentives:** Cloud incentives often drive behavior that is contrary to what the end-user actually needs. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmslotnick.substack.com%2Fp%2Fcloud-platform-incentives&ref=antoinebuteau.com))
10. **The Messy Reality:** The transition from SaaS to AI is "far messier" than the marketing tropes suggest, but the destination is revolutionary. ([Source](https://www.google.com/url?sa=E&q=https%3A%2F%2Fsaasletter.com%2Fp%2Fstate-of-software-ai&ref=antoinebuteau.com))

Sources

1. [substack.com](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQHz3cnlGst1nykEixgxcHm1ougGzvSsmRzteFJEufHHrcsTUhO25WJYDsvlHzYv2CVoVfRs3A6v1Y7QU79BZ82wsldpTLKc246Ms25ugHb6dW0X78z8j6vpof-Ixb7fUyURKj187YDswEpO7zgZqE9Rgyyc4Kwe0UX%5F9Z1L0EQf&ref=antoinebuteau.com)
2. [substack.com](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQERDrB9-WlIQGztzbGHGm5OSp2sSQJJNDL4L2hxP7WyUNBLHv5FZrSn45E-bwnbSCQnrKaF4jnRE7aQBoERFRtcTG0g3AlpdjuXMuB0ydXquabV1UwSIDCR8Ti1KYxnifTWikAQTojdqaNedaJDgdf7PKXfy6FMlD-wBMhgmeI%3D&ref=antoinebuteau.com)
3. [substack.com](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQFjoqgu12-3FwfbDQbVli6%5FEJNrLKyFdi9gSsbE1OZuyfuXDmuwoBW%5FWUmapJ%5FH3N5H0kcAvE6hoMw7w15%5FLMgcfglpi8Mc-JcZlEbz1zvHdH5PRtnrhQEVvQcuaUT2Fe2Itz7efUcuZDMU5DK4mE-diKuFBCzYxQ26gEZ%5FBnE-eUYqT%5FI%3D&ref=antoinebuteau.com)