Mortgage Firm Adopts AI to Modernize Servicing

Sagent's Dara platform, which can reportedly lower servicer operational costs by up to 40%, is now live and being rolled out to the broader market. The company has been staffing up for this expansion, notably hiring former Mr. Cooper Chief Innovation and Digital Officer, Sridhar Sharma, as President to scale the Dara platform. This move signifies a broader trend, with 82% of financial institutions reporting they have already transitioned to the cloud, driven by the need to replace costly and inflexible legacy systems. For engineers considering a move to the NYC startup scene, the enterprise AI sector is attracting significant investment, with NYC-based AI companies securing $42.3 billion across more than 1,800 deals in 2025. VCs in New York, such as Lux Capital and Two Sigma Ventures, are actively funding enterprise AI, with the average AI seed round in the city reaching $3.2 million. This focus on B2B is evident in success stories like MANTL, which pivoted from a challenger bank to enterprise software to help traditional banks modernize. Developers building AI agents and automation tools have a growing number of frameworks to choose from. For enterprise-level projects requiring scalability and security, LangGraph, Microsoft's AutoGen, and CrewAI are popular choices. LangChain is a well-established option for connecting LLMs with external data, while newer tools like the Google Agent Development Kit are also gaining traction. These frameworks simplify the process of creating applications for tasks like text summarization, question answering, and content generation. The indie hacker path offers a blueprint for engineers looking to build on the side. Many successful solo founders start by creating a tool to solve a personal problem. Tony Dinh, a software engineer, grew his side projects into a business earning approximately $45,000 a month by consistently building and marketing his products on Twitter. A common strategy is to dedicate consistent, focused time blocks to a side project and aim for small, weekly progress rather than immediate perfection. For those exploring consumer and social apps, user acquisition is a key challenge. Effective strategies in 2024 include paid advertising on platforms like TikTok and Instagram, App Store Optimization (ASO), and influencer marketing. Referral programs and creating user-generated content are also powerful, budget-friendly methods to drive organic growth. Vertical SaaS, which targets niche industry workflows, is outperforming general enterprise software. These specialized platforms can have significantly lower customer acquisition costs and higher market penetration. Industries like insurance, construction, and healthcare are seeing a wave of new vertical SaaS companies that embed AI and financial tools directly into their platforms. This trend presents an opportunity for engineers with specific industry knowledge to build highly valuable products.