Thummala: AI flipped coding to 80% review and cut raw time 10x
Tarun Thummala · #2293 $2 million / year AI engineering firm · Jan 12, 2026 · at 31:44
Tarun Thummala, founder of AI engineering firm PressW, discusses how AI coding assistants like Cursor and Claude have fundamentally transformed software development workflows.
0:00 / 0:15exact quote · 15.0s
720p mp4 · rendered on demand · StarZero watermark
“The time spent on coding was probably 80% generation, 20% review. It's flipped that into 80% review, 20% generation. But the key is, is that the actual amount of like the raw time has dropped by like 10 X when you make that kind of switch.”
quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →
More from Tarun Thummala
Traditional SaaS playbook fails for AI without professional services, says Thummala
“The typical way that SaaS-type businesses, like software-style businesses, were built, scaled, and sold in the past 10 years was not going to be the same formula that was going to work in this new age because AI requires a ton more professional services, almos…”
AI will soon run PressW projects from sales to completion autonomously
“Technically speaking, I think we are approaching the point where our business could go from one sales call to a finished project. With very, very little human in the loop, basically just prompting a nudge.”
Thummala: Businesses will eventually run hundreds of AI agents internally
“Today, most businesses have zero or one agent or AI integrated into their business.
If that in the future, I'm sure that they're going to have hundreds of agents running within their business, and that unlocks an entirely new class of problems.”
Clients buy business outcomes, not custom code or Zapier, says Thummala
“Who really cares about what it's made in or if it's custom or if it's Zapier, like the thing that you're, should be buying is the outcome for the business.”
Thummala: AI enterprise buyers now demand specific workflows and ROI
“In the last year, people are now sharpening up their budgets. They're sharpening their pencils, and they're like, okay, we know AI is effective. We know it's a hundred percent going to be transformative. How? Like, what are the specific workflows, outcomes, RO…”