Where to use AI — and where not to. Shipped by senior engineers in Philadelphia, async-first, fixed-price.
IRPR.io ships generative ai advisory work for Philadelphia teams — engineering-led, async-first, and senior-only. Where to use AI — and where not to.
Our strategy practice has delivered generative ai advisory projects across startups, scale-ups, and enterprise operators. Every engagement is fixed-price, fixed-scope, and ends with a production-grade handoff.
Philadelphia combines a deep pharmaceutical and healthcare base (Comcast, Merck, Independence Blue Cross) with a growing edtech and fintech scene. The Penn/Drexel talent pipeline keeps the ecosystem consistently supplied with engineers.
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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Philadelphia combines a deep pharmaceutical and healthcare base (Comcast, Merck, Independence Blue Cross) with a growing edtech and fintech scene. The Penn/Drexel talent pipeline keeps the ecosystem consistently supplied with engineers.
We know the healthcare and edtech buyers in Philadelphia. Our roadmaps reflect what local operators actually ship.
Every generative ai advisory 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 Philadelphia 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 Philadelphia, and the same generative ai advisory expertise in other US metros.
Book a discovery call with an engineer who has shipped generative ai advisory projects for Philadelphia teams. 30 minutes, no deck.