Generative AI Advisory in Detroit.
Where to use AI — and where not to. Shipped by senior engineers in Detroit, async-first, fixed-price.
IRPR.io ships generative ai advisory work for Detroit 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.
Detroit is the global automotive capital - and that means a massive enterprise software, IoT, and industrial-AI footprint. Ford, GM, Stellantis, and a wave of mobility/EV startups anchor a uniquely industrial-software ecosystem.
Types of generative ai advisory we ship for Detroit 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.
Generative AI Advisory for every Detroit 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
─── don't see yours? we've probably built it. book a call ───
Industries we build generative ai advisory for in Detroit.
Why Detroit is a tech city.
Detroit is the global automotive capital - and that means a massive enterprise software, IoT, and industrial-AI footprint. Ford, GM, Stellantis, and a wave of mobility/EV startups anchor a uniquely industrial-software ecosystem.
Generative AI Advisory that ships - on Detroit's terms.
Detroit-aware engineering
We know the manufacturing and logistics buyers in Detroit. Our roadmaps reflect what local operators actually ship.
Senior-only delivery
Every generative ai advisory 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 Detroit 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 Detroit.
Other services we ship in Detroit, and the same generative ai advisory expertise in other US metros.
Other strategy work we ship in Detroit.
Questions clients ask first.
Your generative ai advisory project in Detroit, shipped.
Book a discovery call with an engineer who has shipped generative ai advisory projects for Detroit teams. 30 minutes, no deck.