Ground models in your data. Shipped by senior engineers in Nashville, async-first, fixed-price.
IRPR.io builds retrieval-augmented generation systems for Nashville 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.
Nashville is the healthcare management capital of the US - HCA alone processes healthcare software requirements at massive scale. Add a booming music/media industry and a hot real-estate market, and the city's software needs span multiple verticals.
Domain-grounded RAG chatbots with eval harnesses and cost controls.
Tool-using agents for outbound, research, and document work.
Contract, invoice, and claims extraction with vision + structured outputs.
Semantic search with reranking, 2-4x CTR lift on real query logs.
GPT, Claude, Gemini, and open-source model integrations.
Fine-tuned and custom ML for classification, prediction, and scoring.
Search terms people type, matched to products we've built. Nothing on this list is hypothetical — every category here has shipped code.
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Nashville is the healthcare management capital of the US - HCA alone processes healthcare software requirements at massive scale. Add a booming music/media industry and a hot real-estate market, and the city's software needs span multiple verticals.
We know the healthcare and media buyers in Nashville. Our roadmaps reflect what local operators actually ship.
Every rag systems project is led by an engineer who has shipped this work in production. No junior delegation.
You know the budget and timeline before engineering starts. Change orders are priced transparently.
We overlap Nashville work hours for standups, demos, and decisions. No overnight timezone drag.
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.
Every repo, piece of infrastructure, and document is handed off on day one. No proprietary frameworks, no lock-in.
Every engagement runs through the same four-stage pipeline. Predictable by design.
Other services we ship in Nashville, and the same rag systems expertise in other US metros.
Book a discovery call with an engineer who has shipped rag systems projects for Nashville teams. 30 minutes, no deck.