The Engineering Leadership Podcast · Episode 271

Building software factories and making the transition from a pre-AI to post-AI world as a large company

with Zohar Einy

Oct 06, 2026
Zohar Einy, CEO & Co-Founder @ Port, shares best practices for building a software factory, how software factories impact the organizational structure of your org, and scaling strategies. He and Jerry discuss why software factories can contribute to a significant ROI, tools for helping your teams navigate the transition from building a product for agents vs. people, and what scary (but healthy) decision-making looks like as an eng leader in a post-AI world. Zohar also shares some of his core beliefs when it comes to developing talent & hiring young engineers @ Port. 
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Zohar Einy, CEO & Co-Founder @ Port, shares best practices for building a software factory, how software factories impact the organizational structure of your org, and scaling strategies. He and Jerry discuss why software factories can contribute to a significant ROI, tools for helping your teams navigate the transition from building a product for agents vs. people, and what scary (but healthy) decision-making looks like as an eng leader in a post-AI world. Zohar also shares some of his core beliefs when it comes to developing talent & hiring young engineers @ Port. 

ABOUT ZOHAR EINY

Zohar Einy is the co-founder and CEO of Port, the agentic SDLC platform helping companies like GitHub, Visa, and PwC build and scale their AI Software Factories. Port has raised $158M, backed by General Atlantic, Accel, Bessemer Venture Partners, Team8, and TLV Partners.

The idea for Port began during Zohar and co-founder Yonatan Boguslavski’s time as engineers in the IDF’s Unit 8200, where they built a platform to help developers move more quickly at scale. After recognizing the same challenge across the broader market, they founded Port in 2022.


The CAFE(S) framework is a research-backed definition of context quality for AI agents.

DX collaborated with researchers at Capital One, Google, and UVic to give teams a shared standard for reviewing agent context by breaking it into five properties: clarity, actionability, fidelity, efficiency, and security.

Your agent is only as good as its context and the CAFE(S) framework establishes a shared language around context to help you better understand how & why agents go wrong.

Check it out here!


SHOW NOTES:

  • Introducing Zohar & his background / main focus (1:02)
  • Defining what a software factory is & what that means for the industry (1:50)
  • Parallels between a physical factory vs. a software factory (3:50)
  • How the software factory model impacts organizational structure (5:27)
  • What certification means in the context of software factories (8:46)
  • Best practices for building a new software factory (10:48)
  • Don’t make the ability to scale an afterthought (12:15)
  • Navigating the balance between control & automation when building from scratch (13:17)
  • How to know when a team / function merits its own software factory (14:37)
  • Transitioning from a pre-AI to post-AI world as a large company (16:18)
  • Inside Port’s rebuild using AI & navigating the team through the transition (18:00)
  • The team’s reaction to building for agents vs. humans (20:25)
  • Approaching decision-making with a healthy dose of trepidation (21:48)
  • Characteristics that make for good hires today (22:51)
  • Examples of product-related decisions that felt scary in the moment (25:03)
  • Lessons learned while Port transitioned to building for agents (27:27)
  • How to measure the ROI of software factories (29:05)
  • Insights on how to best allocate resources across a mature company (31:10)
  • Hiring hungry, young talent vs. hiring established talent (32:56)
  • Rapid fire questions (35:30)

This episode wouldn’t have been possible without the help of our incredible production team:

Patrick Gallagher - Producer & Co-Host

Jerry Li - Co-Host

Noah Olberding - Associate Producer, Audio & Video Editor https://www.linkedin.com/in/noah-olberding/

Dan Overheim - Audio Engineer, Dan’s also an avid 3D printer - https://www.bnd3d.com/

Ellie Coggins Angus - Copywriter, Check out her other work at https://elliecoggins.com/about/

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