Command Palette

Search for a command to run...

PodMine
Startup Stories - Mixergy
Startup Stories - Mixergy•January 12, 2026

#2293 $2 million / year AI engineering firm

Tarun Thummala founded PressW, an AI engineering firm that builds custom automation systems for regulated industries, generating over $2 million annually by focusing on specific workflow outcomes and leveraging AI to streamline their own business processes.
AI & Machine Learning
Indie Hackers & SaaS Builders
Developer Culture
B2B SaaS Business
Andrew Warner
Tarun Thummala
Chris Beamon
ChatGPT

Summary Sections

  • Podcast Summary
  • Speakers
  • Key Takeaways
  • Statistics & Facts
  • Compelling StoriesPremium
  • Thought-Provoking QuotesPremium
  • Strategies & FrameworksPremium
  • Similar StrategiesPlus
  • Additional ContextPremium
  • Key Takeaways TablePlus
  • Critical AnalysisPlus
  • Books & Articles MentionedPlus
  • Products, Tools & Software MentionedPlus
0:00/0:00

Timestamps are as accurate as they can be but may be slightly off. We encourage you to listen to the full context.

0:00/0:00

Podcast Summary

In this Mixergy interview, Andrew Warner speaks with Tarun Thummala, founder and CEO of PressW, an AI engineering firm generating over $2 million annually. The conversation explores how Tarun built his Austin-based company by pivoting from the traditional "AI transformation" pitch to delivering specific, measurable outcomes for clients in regulated industries. (00:45) PressW specializes in document-heavy workflows, often automating 90-95% of manual processes for businesses in financial services, healthcare, and legal sectors. The discussion covers Tarun's networking-based customer acquisition strategy, his unique approach to hosting AI events costing $15-25K, and how he built an internal AI-powered operations system called "Atlas" that can nearly automate the entire process from sales call to project completion.

  • Main themes: Building a successful AI services business through relationship-driven sales, specializing in regulated industries, and creating internal AI systems to scale operations efficiently.

Speakers

Tarun Thummala

Tarun Thummala is the founder and CEO of PressW, an AI engineering firm based in Austin that generates over $2 million in annual revenue. He previously served as CTO of an AI product company that was acquired when he was 24 years old. Tarun has been working in the generative AI space since January 2023, just one month after ChatGPT's launch, giving him extensive experience building custom AI applications for businesses in regulated industries like financial services, healthcare, and legal.

Key Takeaways

Shift from Buzzwords to Specific Outcomes

The most successful AI companies have moved away from selling vague "AI transformation" to delivering concrete, measurable results. (26:27) Tarun explains that customers now demand specific workflows, ROI metrics, and clear outcomes rather than broad transformation promises. This shift occurred as buyers became more sophisticated about AI and started "sharpening their pencils" on budgets. For professionals, this means when proposing any AI initiative, focus on tangible business outcomes like "automate 95% of document processing" rather than generic transformation language.

Network-Driven Growth Through Authentic Relationships

Rather than aggressive sales tactics, Tarun built his $2M business primarily through genuine networking and relationship cultivation. (10:15) He emphasizes spending 80% of conversations talking about AI technology and possibilities, not pitching services. Only about 10% of his conversations result in business, but this approach builds trust and positions him as an AI expert. The key is asking "How can I make this conversation valuable to them?" rather than focusing on what you can get from the interaction.

Specialize in High-Value, Regulated Industries

PressW's success comes from focusing on highly regulated industries like financial services, healthcare, and legal, where AI implementations require deep expertise and careful handling. (34:31) These industries have complex compliance requirements and document-heavy workflows that create higher barriers to entry for competitors. Tarun specifically targets "intelligent document processing workflows" where escalation handling and industry context are crucial. This specialization allows for premium pricing and reduced competition.

Host Strategic Events for Market Positioning

Tarun invested $15-25K in hosting AI events at premium venues in Austin, which directly generated new business and established market credibility. (19:17) The primary goal wasn't immediate sales but to "cement ourselves as a real player in the Austin space." These events create multiple benefits: direct customer leads, relationship building with speakers from major companies, halo effect from being associated with industry leaders, and positioning as the go-to AI expert in the local market.

Build Internal AI Systems to Scale Operations

PressW created an internal AI system called "Atlas" that can nearly automate their entire business process from initial sales call to project completion. (38:21) The system captures call transcripts, generates proposals, manages team allocation, creates project tickets, and maintains full context throughout projects. This approach allows a services business to scale without proportionally increasing headcount, as AI agents handle routine operational tasks while humans focus on strategy and client relationships.

Statistics & Facts

  1. PressW can automate up to 95% of document processing workflows for clients in regulated industries like background checking companies that process records from over 5,000 different court systems. (01:55)
  2. According to an MIT report mentioned by Tarun, 95% of AI pilots never made it to production, largely due to lack of expertise in setting up the proper infrastructure and agent architecture. (35:54)
  3. Less than 10% of PressW's business came from old relationships, with 90% coming from new network connections made since starting the company, demonstrating the power of active networking over relying on existing contacts. (09:05)

Compelling Stories

Available with a Premium subscription

Thought-Provoking Quotes

Available with a Premium subscription

Strategies & Frameworks

Available with a Premium subscription

Similar Strategies

Available with a Plus subscription

Additional Context

Available with a Premium subscription

Key Takeaways Table

Available with a Plus subscription

Critical Analysis

Available with a Plus subscription

Books & Articles Mentioned

Available with a Plus subscription

Products, Tools & Software Mentioned

Available with a Plus subscription

More episodes like this

In Good Company with Nicolai Tangen
January 14, 2026

Figma CEO: From Idea to IPO, Design at Scale and AI’s Impact on Creativity

In Good Company with Nicolai Tangen
We Study Billionaires - The Investor’s Podcast Network
January 14, 2026

BTC257: Bitcoin Mastermind Q1 2026 w/ Jeff Ross, Joe Carlasare, and American HODL (Bitcoin Podcast)

We Study Billionaires - The Investor’s Podcast Network
Uncensored CMO
January 14, 2026

Rory Sutherland on why luck beats logic in marketing

Uncensored CMO
This Week in Startups
January 13, 2026

How to Make Billions from Exposing Fraud | E2234

This Week in Startups
Swipe to navigate