Chicago-Based AI & Data Science
We Build AI Products That Scale
From sports betting analytics to real estate intelligence — we turn data into production systems
What We Do
AI Product Development
Build production-ready AI products from scratch. Sports analytics platforms, real estate intelligence tools, NLP systems — we ship real products that users love.
ML & Data Science
Enterprise-scale forecasting, sentiment analysis, multi-agent AI systems. We've built models processing billions in revenue with 99% accuracy.
Technical Consulting
Strategic advisory, architecture design, team mentorship. Get guidance from someone who's built production ML systems at scale.
Enterprise Expertise. Startup Execution.
Production ML at Scale
- Enterprise-grade demand forecasting and prediction systems
- Large-scale event prediction engines for data-driven decisions
- Multi-model ensemble architectures with specialized models
- High-accuracy production forecasts with continuous optimization
- MLflow tracking, Databricks deployment, automated retraining
Natural Language Processing & AI Agents
- Large-scale sentiment analysis on customer feedback
- Multi-agent AI systems using LangGraph orchestration
- Claude API & GPT-4 integration for production workloads
- Entity extraction, topic modeling, emotion classification
- High-throughput NLP pipelines for enterprise applications
Data Pipelines & Infrastructure
- Real-time analytics pipelines processing millions of records
- SQL optimization and query performance tuning
- Web scraping at scale (rate limiting, proxy rotation, anti-detection)
- ETL automation with cloud-native workflows
- API design and integration (REST, webhooks, streaming)
Technologies We Use
Languages & Frameworks
Machine Learning
AI & LLMs
Data & Infrastructure
Tools & Platforms
Built with modern tools. Deployed for real-world impact. Maintained with production discipline.
Featured Projects
Production applications and analytics systems built with modern ML/AI, real-time data pipelines, and full-stack engineering.
LakeshoreIQ
LakeshoreIQ
Illinois Real Estate Intelligence
Full-stack property search, valuation & market analysis platform aggregating 10 real-time data sources.
312 Deals
312 Deals
Chicago Food & Drink Deals
Multi-channel deals aggregation platform with AI extraction pipeline serving 2,850+ venues across 73 neighborhoods.
Daily Locks AI
Daily Locks AI
Multi-Sport AI Agent
Agentic AI system processing natural language queries against 18,900+ historical outcomes with live ESPN integration.
NFL Analytics
NFL Analytics
Statistical Intelligence Platform
Comprehensive analytics system processing 285 games, 14,900+ player records through Super Bowl LX with automated matchup reports.
How We Work Together
Flexible engagements designed for results, not billable hours
Project Sprint
$5,000 - $15,000
2-4 weeks
Best for: MVP development, proof of concept, specific feature builds
- Initial strategy consultation (1-2 hours)
- Rapid development & iteration
- Production deployment guide
- 1 week post-launch support
- Documentation & code handoff
- Build a custom ML forecasting model
- Develop an analytics dashboard
- API integration project
- Web scraping pipeline for data collection
- NLP sentiment analysis system
Perfect for startups and specific technical challenges
Production Partnership
$15,000 - $50,000
1-3 months
Best for: Full system builds, production deployment, ongoing optimization
- 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
- End-to-end ML platform (data → model → API)
- Multi-agent AI system with LangGraph
- Data pipeline overhaul with Databricks
- SaaS product development (full stack)
- Real-time analytics dashboard
For companies ready to ship production systems
Technical Advisory
Custom Retainer
Ongoing partnership
Best for: Strategic guidance, team mentorship, architecture reviews, fractional leadership
- 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 Chief Data Scientist
- ML strategy consulting for Series A startup
- Technical advisor for fundraising process
- Team augmentation & senior mentorship
For teams needing strategic technical leadership
Enterprise Experience, Startup Speed
Built large-scale AI systems for industry leaders. Ship code like a founder.
Production-First Mindset
No research projects. No unusable POCs. Built for deployment from day one.
End-to-End Ownership
From data engineering to deployment to monitoring. Full stack accountability.
Proven Track Record
Worked with leading entertainment companies, financial institutions, and healthcare providers
Not sure which model fits?
15-minute call to discuss your needs and recommend the best approach
Ready to Build?
Whether it's a quick ML model, a full production system, or ongoing technical guidance — let's talk about what you need.
Based in Chicago. Working with clients nationwide.
Prefer email? Reach us directly at hoynelabsllc@gmail.com