RAG & Knowledge Bases in New York.
Ground models in your data. Shipped by senior engineers in New York, async-first, fixed-price.
IRPR.io builds retrieval-augmented generation systems for New York teams that need LLMs grounded in their own documents, contracts, and knowledge bases. We ship RAG pipelines that retrieve the right context, evaluate answers continuously, and stay within cost budgets.
Our RAG stack covers embedding choice, chunking strategy, hybrid search (BM25 + vector), reranking, and guardrail evals. We have shipped production RAG for legal, healthcare, fintech, and enterprise search — every build ships with an eval harness so regressions are caught before users see them.
New York is the financial capital of the United States and home to a deep concentration of fintech, media, and enterprise SaaS companies - from Two Sigma and Bloomberg to Datadog and Squarespace. The NYC tech ecosystem is uniquely cross-industry, where finance, media, and fashion fund and consume software in equal measure.
Types of rag systems we ship for New York teams.
AI chatbot / copilot
Domain-grounded RAG chatbots with eval harnesses and cost controls.
AI agents
Tool-using agents for outbound, research, and document work.
Document intelligence
Contract, invoice, and claims extraction with vision + structured outputs.
AI-powered search
Semantic search with reranking, 2-4x CTR lift on real query logs.
LLM integration
GPT, Claude, Gemini, and open-source model integrations.
Custom ML models
Fine-tuned and custom ML for classification, prediction, and scoring.
RAG Systems for every New York business.
Search terms people type, matched to products we've built. Nothing on this list is hypothetical — every category here has shipped code.
AI by vertical
AI chatbots and copilots
AI automations
AI products
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Industries we build rag systems for in New York.
Why New York is a tech city.
New York is the financial capital of the United States and home to a deep concentration of fintech, media, and enterprise SaaS companies - from Two Sigma and Bloomberg to Datadog and Squarespace. The NYC tech ecosystem is uniquely cross-industry, where finance, media, and fashion fund and consume software in equal measure.
RAG Systems that ships - on New York's terms.
New York-aware engineering
We know the fintech and media buyers in New York. Our roadmaps reflect what local operators actually ship.
Senior-only delivery
Every rag systems project is led by an engineer who has shipped this work in production. No junior delegation.
Fixed price, fixed scope
You know the budget and timeline before engineering starts. Change orders are priced transparently.
US-aligned async-first
We overlap New York work hours for standups, demos, and decisions. No overnight timezone drag.
Compliance by design
HIPAA, SOC 2, PCI, GDPR - baked in at architecture, not bolted on for audit. We've passed first-attempt audits for clients in your industry.
Your code, your IP
Every repo, piece of infrastructure, and document is handed off on day one. No proprietary frameworks, no lock-in.
Idea → Roadmap → Product → Release.
Every engagement runs through the same four-stage pipeline. Predictable by design.
More from New York.
Other services we ship in New York, and the same rag systems expertise in other US metros.
Other artificial intelligence work we ship in New York.
Questions clients ask first.
Your rag systems project in New York, shipped.
Book a discovery call with an engineer who has shipped rag systems projects for New York teams. 30 minutes, no deck.
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