AI Product Studio · Chicago
Data Intelligence, Built for Everyone
Hoyne Labs is a Chicago AI product studio building production multi-agent systems, MCP servers, and data pipelines. We ship them as free public tools and as custom solutions for teams that need them.
312Deals: restaurant deals · LakeShore IQ: real estate intelligence · DailyLocks: sports analytics and modeling
Fortune 500 Entertainment · Global Healthcare · Structured Finance · Risk Analytics
MS, University of Notre Dame · BS, Drake University
What We Can Build For You
AI Agents & Chatbots
Intelligent systems that search documents, answer questions, query databases, and take actions. We've shipped multi-agent platforms at Fortune 500 scale and across 3 consumer products anyone can try today.
MCP Servers & Agent Tools
Connect AI models to your databases, APIs, and internal tools with production MCP servers. We run 39+ tools across 4 production MCP servers, and we'll build custom ones for your use case.
Data Pipelines & Automation
Systems that collect, clean, verify, and deliver data automatically. Web scraping, social media ingestion, newsletter parsing, LLM extraction, running 24/7 so you don't have to.
Analytics & Forecasting
From enterprise-scale demand forecasting to neighborhood intelligence aggregating 9 data sources, we build ML systems that power real decisions.
Enterprise Experience. Independent Execution.
Production ML at Scale
- Demand forecasting systems powering real-time pricing and inventory decisions at national scale
- Predictive maintenance models reducing downtime across global hardware fleets
- Multi-model ensembles that materially improve coverage over single-model baselines
- Fully automated forecast pipelines (from data ingestion to stakeholder delivery) requiring zero manual intervention
- End-to-end MLOps: experiment tracking, automated retraining, model versioning, and production monitoring
Natural Language Processing & AI Agents
- Multi-agent AI systems deployed in enterprise production with document search, database access, and tool orchestration
- NLP pipelines processing large record volumes into automated intelligence reports
- Intelligent routing with confidence scoring across multiple domains
- 4 production MCP servers with 39+ tools, each live in production
- Significant compute-cost reduction through caching and content hashing
Data Pipelines & Infrastructure
- Multi-source data pipelines with automated fallback chains (API → IMAP → browser → DevTools)
- Automated collection spanning web scraping, social media, newsletters, and LLM extraction
- 9 real-time sources aggregated including Census, FRED, and municipal open data
- Content deduplication that substantially reduces API costs
- Sub-minute polling for real-time applications with adaptive scheduling
Technologies We Use
AI & Agent Tools
Full-Stack Development
Machine Learning & Data
Data Collection & Pipelines
Independently operated. Production-grade. Maintained like it matters.
Live Tools
Products we've built and maintain. Our public tools are free to try, no account needed.
312Deals
312Deals
Chicagoland's Best Food & Drink Deals
Chicagoland's most comprehensive restaurant deals database. AI extraction processes thousands of venue pages weekly. Search by neighborhood, cuisine, time, or vibe across all of Chicagoland: city and suburbs.
LakeShore IQ
LakeShore IQ
Intelligent Real Estate Insights for Illinois
Property search with real intelligence. Instant valuations, crime & safety scores, school ratings, economic indicators, and 28 amenity categories across 150+ cities. 9 data sources. Completely free.
DailyLocks
DailyLocks
AI Sports Analytics & Predictive Modeling
A multi-agent sports analytics platform that turns pitcher stats, batting metrics, park factors, and market data into model-driven daily projections, with confidence scoring and a natural-language chat agent. Currently MLB, with prior NFL and NCAAB seasons archived.
Recent Work
Where our engineering is focused right now: production agent infrastructure and the platforms our tools plug into.
Production MCP Servers
Our data products run as 4 production MCP servers exposing 39+ tools, so AI agents can query and act on them as first-class tools.
Multi-Agent Systems
Multi-agent pipelines that collect, verify, and deliver data automatically across our products, running in production every day.
Meta Developer Platform
Building on Meta's developer platform, including the Graph, Threads, and Instagram APIs and Meta's official developer MCP tooling.
Emerging Surfaces
Prototyping spatial and wearable AI experiences as new consumer surfaces emerge.
Our mission
Make data intelligence accessible to everyone.
We build production-grade tools for Chicago and beyond. When useful data is trapped (across restaurants, real estate, or public records) we build a way to search it, understand it, and act on it. Our public tools are free to use.
We work with public agencies, universities, and nonprofits on data integration, identity resolution, and analytics, turning fragmented institutional data into governed, decision-ready systems.
We also partner with businesses, nonprofits, and institutions to build their own AI-powered systems: the same production quality, the same full-stack engineering. Whether you're a startup with an idea or an enterprise with a data problem, we can help.
Your support keeps these tools free and helps us build more. Buy us a coffee
We integrate with anything
We Build Whatever You Need
Every project is different. We scope it around your use case, your data, and your systems, not a template. Startups, small businesses, nonprofits, and enterprise teams; we're ready to work with all of them.
Don't see your use case? That's the point.
Every project we take on is custom-scoped. Tell us what you're trying to build (with whatever systems, data, or integrations you already have) and we'll design a solution around it.
Every engagement is custom-scoped around your data, systems, and goals.
Project Sprint
Custom-scoped
2-4 weeks
Best for: Custom prototypes, specific integrations, one-off automations, and 'can you build me a ___?' projects
- Initial strategy consultation (1-2 hours)
- Rapid development & iteration
- Production deployment guide
- 1 week post-launch support
- Documentation & code handoff
- Custom MCP server connecting AI to your database, CRM, or internal tools
- Automated data pipeline pulling from any source you need
- AI chatbot trained on your documents and workflows
- Legacy codebase assessment with modernization roadmap
- Custom scraping + AI enrichment for your industry's data
You describe the problem. We ship the solution.
Production Partnership
Custom-scoped
1-3 months
Best for: Full custom systems built around your specific use case, from architecture through deployment
- Architecture design & planning
- End-to-end development
- MLOps setup & CI/CD
- Testing & quality assurance
- Production deployment
- 1 month post-launch support
- Team training & knowledge transfer
- Custom multi-agent platform integrating your APIs, databases, and tools
- Full MCP server suite designed around your team's workflows
- End-to-end data quality system tailored to your industry
- Custom SaaS product with AI features built to your spec
- NLP pipeline built for your specific data format and use case
Your use case. Your integrations. Built from scratch.
Technical Advisory
Custom-scoped
Ongoing partnership
Best for: When you need an experienced AI builder on call: for architecture decisions, code reviews, strategy, and unblocking your team
- Weekly or bi-weekly strategy sessions
- Architecture reviews & recommendations
- Code reviews & best practices guidance
- Team mentorship & training
- ML strategy & roadmap planning
- On-call technical support
- Vendor evaluation & tech stack decisions
- Fractional AI lead embedded with your engineering team
- Custom architecture design for your AI infrastructure
- AI strategy tailored to your industry and budget
- Hands-on team training with your actual codebase and tools
Your AI expert without the full-time headcount.
Your Use Case. Our Execution.
We don't sell pre-built packages. We listen to your problem, scope a custom solution, and build exactly what you need: nothing more, nothing less.
Built to Ship
No decks. No POCs that collect dust. Everything we build is meant to go live in your environment, with your data, on your timeline.
Any Integration. Any Stack.
Databases, CRMs, APIs, spreadsheets, legacy systems, third-party tools. If it has data, we can connect AI to it.
Proven Track Record
Our experience spans entertainment, healthcare, finance, real estate, and food service, and we're always ready to learn a new domain.
Have an idea? Let's scope it.
15 minutes. No pitch deck. Just describe what you're trying to build and we'll tell you how we'd approach it.
Let's Build Something Together
Whether you're a startup, a small business, a nonprofit, or an enterprise team. If you have a data problem, we probably have a solve. Let's talk.
Based in Chicago. Working with clients nationwide.
Prefer email? Reach us directly at hoynelabs@gmail.com