Every company today faces mounting pressure to deploy AI, but most solutions fall short on reliability and cannot handle complex, critical workflows. Applied Labs, founded by early Scale AI leaders, announced $4.2 million funding to transform how businesses deploy AI agents for complex support and operations tasks.
The seed round was led by Abstract, with participation from Point72 Ventures, Outlander, and Tetra. A few notable angel investors include Vercel CEO Guillermo Rauch, Modal CTO Akshat Bubna, and ex-Twitter exec Ali Rowghani. This latest round brings the total raised by Applied Labs to $5.2 million.
Founded in January 2024 by Michael Woo and Soham Waychal, Applied Labs emerged from their firsthand experience with AI applications at Scale AI, where they recognized how much time was spent on critical yet repetitive support interactions and ops workflows. Woo – who joined Scale AI as employee #20 and led a team of 30 focused on ops scalability – saw the opportunity to build AI agents that could handle complex workflows with unprecedented reliability. Waychal, who previously led engineering at a16z-backed Canal and holds 5 AI patents, brings deep technical expertise to the challenge.
The company focuses on support and operations teams. Their current solution is an end to end AI customer support agent fine-tuned to the businesses’ knowledge base and empowered with AI actions which typically involve first and third party integrations. Digital employees in other domains like operations are incoming.
Uniquely, the Applied Labs team is using their expertise at Scale AI to build high quality, reliable and easy to use AI agents. The solution uniquely combines three critical components to get what they believe are the best results: omnichannel interactions spanning chat, email and phone to handle 100% of volume; sophisticated AI agent orchestration for handling Q&A and AI workflows; and comprehensive evaluation tools for testing, auditing and monitoring AI outputs. This approach includes built-in human-in-the-loop escalations, recognizing that finding the right balance between AI efficiency and human touch for complex, emotional interactions remains crucial.
The stakes are high – a single misstep in handling customer inquiries or operational tasks can erode trust and escalate problems. “At Scale when we first did AI labeling or if you think about self-driving cars or even these AI sales agents, if you scale up a poorly thought out AI response or workflow on high volume, it’s deeply damaging.” Woo said. Applied Labs addresses this by building guardrails and monitoring systems to rigorously test the AI with human-in-the-loop auditing before any new capabilities are broadly deployed.
Applied Labs plans to double its headcount in the coming months to meet growing customer interest. The funding will accelerate hiring of engineers to advance the company’s ambitious product roadmap.
Looking ahead, while the AI industry races to replace human workflows, Applied Labs is pioneering a more nuanced vision: high quality AI agents that combine machine efficiency with human judgment. By focusing on quality, reliability and empowering non-technical teams to resolve the most complex, painful issues with AI, the company is building toward a future where almost every company can confidently deploy AI across their most complex operations—transforming not just how work gets done, but redefining what’s possible when artificial and human intelligence work in harmony.
The United Healthcare Hack Is Worse Than Thought
Posted in Commentary with tags Hacked on January 27, 2025 by itnerdThe UnitedHealth 2024 breach is worse than thought. It has now impacted 190 million Americans:
The hack at Change Healthcare affected the personal information of 100 million people, the U.S. health department had posted on its website in October.
The final number will be confirmed and filed with the U.S. Department of Health and Human Services’ office for civil rights at a later date, the company said in an emailed statement.
Ouch.
Rebecca Moody, Head of Data Research at Comparitech, has the following comment:
“This breach on Change Healthcare was already the biggest-known ransomware breach to date even before the figure increased from 100 million to 190 million, according to our data. But this latest figure puts it way ahead of second-place MOVEit which saw nearly 96M records breached (at least) in its exploit in 2023.”
“In 2024, we tracked 236 confirmed ransomware attacks on companies operating within the healthcare sector across the globe (this includes those offering direct care, e.g. hospitals, as well as companies like Change Healthcare who offer services/products within the industry). These attacks breached 231,664,818 individual records, making it a record-breaking year for the number of records breached within any industry. We also noted an average ransom demand of $7.4 million across these attacks.”
“This high volume of data breached in ransomware attacks on healthcare companies highlights hackers’ continued double-extortion attempts (encrypting systems and holding data to ransom). And due to the high volumes of sensitive data on offer at these companies, we’ll likely see a continued focus on healthcare companies throughout 2025.”
This is very bad. And I have a feeling that it’s going to get even worse than this. Buckle up your seatbelts because this is going to be a bumpy ride.
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