A Commack-based insurance agency hired a developer to build an AI agent that processed 200 claims per hour with 98% accuracy
For your Commack business.
Trusted by companies across the USA
A mid-sized insurance agency in Commack had a growing backlog of claims. Their team of 12 adjusters was drowning in repetitive paperwork, and delays were costing them $8,000 per week in lost productivity. They tried off-the-shelf automation tools, but none could handle the complex rules and exceptions in New York auto policies. Their CTO reached out to us because they needed someone who could build a custom AI agent that could interpret policy clauses, validate claims against state regulations, and route exceptions to human adjusters in under a minute.
We matched them with a developer who had spent the last three years building agents for financial services companies. The developer started by reviewing their existing claim forms and policy documents, most of which were still in PDFs scattered across shared drives. Within two weeks, they had prototyped an agent using LangChain to parse documents, OpenAI's function calling to validate claims against state rules, and a vector database to store embeddings of every policy clause. The agent wasn't just faster; it was more consistent than their human team at catching subtle violations that triggered denial reasons.
The project wasn't easy. The agent had to handle New York's no-fault insurance rules, which are notoriously nuanced. The developer spent extra time tuning the agent's decision tree to avoid false positives on legitimate claims, which cut their denial appeals by 63% in the first month. They also set up a feedback loop where adjusters could annotate edge cases, improving the agent's accuracy over time. By month four, the agency was processing 95% of claims automatically, freeing their adjusters to focus on high-value cases. The ROI wasn't just in time saved, it was in happier customers who got decisions in hours instead of days.
What often gets missed in hiring AI talent is the gap between theory and regulation. New York's insurance laws change more frequently than in most states, and a developer who doesn't understand how to embed legal rules into an agent will build something that fails compliance audits. We screen for that upfront. Every developer we place has either built agents for heavily regulated industries or has a background in legal tech. It's the difference between a demo that works and a system that your compliance team will sign off on.
Our developers start their day as your day ends. You send requirements before you leave the office and wake up to progress. Daily standups happen at 9 AM Eastern, so you’re never waiting on a timezone mismatch.
You own every line of code, every prompt, and every dataset your agent trains on. We don’t lock you into proprietary platforms or licensing fees. The agent is yours to deploy, modify, or sell as you see fit.
We’ve worked with companies handling NYS no-fault insurance, HIPAA in healthcare, and NYC labor laws. Your developer will know how to embed state-specific rules into the agent’s logic from day one.
You get direct access to your developer via Slack, Zoom, and Loom. No hidden layers of account managers taking 20% of your rate. You pay for developer time, not coordination overhead.
We delivered our first agent project in 2017 for a logistics client handling customs documentation. Since then, we’ve built agents for finance, healthcare, and legal tech. Our team knows where the potholes are before you hit them.
Hire for as little as 10 hours a week or scale to a full-time embedded developer. Pause or cancel anytime. Your cost scales with your needs, not our sales targets.
Your developer works 40 hours a week as an extension of your team. They’re available during your core hours via Slack and Zoom, with flexible overlap schedules to cover your peak times.
Ideal for companies that need consistent development but don’t have enough work for a full-time hire. Your developer logs 20 hours a week, giving you steady progress without idle time.
Pay only for the hours you use. Great for one-off tasks like auditing an existing agent, tuning prompts, or debugging a production issue. Minimum 10-hour blocks.
Need multiple developers? We can staff a dedicated team for larger agent projects. You get a lead developer, a prompt engineer, and an integrations specialist all working in sync.
We start with a 30-minute call to understand your agent’s scope. No sales pitch, just questions about your use case, the rules your agent needs to follow, and the data sources it must connect to. We’ll map out a high-level architecture before you commit to anything.
Based on your needs, we present 2-3 developers whose past projects align with your requirements. You interview them live, not through a recruiter. We prioritize developers with experience in New York’s regulatory frameworks or your specific industry.
Your developer spends the first week auditing your data, reviewing your policy documents, and setting up the development environment. They’ll share a Loom walkthrough of their findings and a 30-day plan by the end of the week.
By the end of the first two-week sprint, you get a working prototype that handles one core use case. If it’s a claims agent, you’ll see it process a sample claim end-to-end. If it’s a customer service agent, it’ll handle a set of FAQs you provide.
Every Friday, your developer delivers a deployable build with notes on what changed. You can deploy it to a staging environment, test it, and give feedback over the weekend. Monday morning, they’re already implementing your notes into the next sprint.
"Ritik and his team at Aneri Developers are top notch! We have been working together for almost 2+ years now and the project continues to evolve exactly how I had envisioned it. His communication is amazing and his attention to detail is even better! The mobile app and back office that we have created has freed up so much of my day to day while also giving my clients much better transparency and service in return too. His pricing is very fair and I feel extremely lucky to have him helping behind the scenes and growing my business! I look forward to all our future endeavors and continued success. Thank you!"
"I used Aneri Developers to build a campaign website. They were responsive, creative and handled any web-site related problems promptly. The turnaround time to implement updates was impeccable. Rutvik was also very patient and gracious. I recommend Aneri Developers for your website development needs."
"Great developer. On Time. Reasonable pricing. I trust working with him. We have an on going business now!"
Tell us what your agent needs to do, and we’ll match you with a developer who’s built something similar. No upfront costs, just developer time billed hourly or by the month.
For your Commack, New York business.