en-US / Chicago
AI and LLM development company in Chicago for agents and automation
MLChronix builds AI agents, LLM integrations, workflow automation and custom software for companies in Chicago and the wider Chicagoland area, from the Loop and River North to Fulton Market, the West Loop and the suburban corridors. AI for trading and insurance firms, logistics operators, manufacturers, health systems and food companies, starting with a fixed-price pilot.
fixed-price pilot · central-time morning overlap · your aws, azure or gcp account · you own the code
01 / Areas we serve in Chicago
From The Loop to Oak Brook, Schaumburg and the North Shore.
We work remotely with companies across Chicago, in your hours. These are the business districts and hubs our Chicago work typically comes from.
The Loop
Exchanges, trading firms, banks, insurers and professional services around LaSalle Street.
River North and the Merchandise Mart
Technology companies and the 1871 startup hub at the Merchandise Mart.
Fulton Market and the West Loop
Corporate headquarters, technology offices, food companies and agencies in former warehouse buildings.
Streeterville and the Magnificent Mile
Academic medical centres, health systems, advertising and corporate offices.
Illinois Medical District
Hospitals, research institutions and health-related businesses on the Near West Side.
Hyde Park
The University of Chicago, its research institutes and the startups that spin out of them.
O’Hare and Rosemont
Freight forwarders, airlines, logistics companies and distribution operations.
Oak Brook, Schaumburg and the North Shore
Suburban corporate headquarters in food, retail, pharmaceuticals and industrial products.
02 / AI in Chicago
Where AI agents pay off in Chicago.
Chicago’s economy is built on industries that run on documents, schedules and margins: derivatives and trading, insurance, freight and rail logistics, food and consumer goods, manufacturing and large health systems. That makes it fertile ground for agents that read shipping paperwork, reconcile invoices, triage claims and prepare reports, as long as they plug into the ERP, TMS or policy systems already in place. We build those integrations as carefully as the AI itself.
Illinois has some of the strictest rules in the US on biometric and employment data. The Biometric Information Privacy Act requires informed written consent before collecting fingerprints, face geometry or voiceprints, so we avoid biometric identifiers in voice and video projects unless consent and retention policies are in place. Since 1 January 2026, amendments to the Illinois Human Rights Act from HB 3773 also make it a civil rights violation to use AI that discriminates in recruitment, hiring, promotion or discipline, and require employers to give notice when they use AI for those decisions.
we design for
- Illinois Biometric Information Privacy Act (BIPA)
- Illinois Human Rights Act amendments on AI in employment (HB 3773), in effect since 1 January 2026
- NIST AI Risk Management Framework, with HIPAA-aware design and SOC 2 alignment where required
We are engineers, not lawyers. We build to these frameworks and work with your legal and compliance teams on the final review.
03 / Use cases
What we build for Chicago companies.
AI for trading and financial services in Chicago
Research, reconciliation and regulatory reporting agents that gather data from internal systems and draft outputs for an analyst or compliance officer to approve.
AI for insurance in Chicago
Submission intake, underwriting preparation and claims triage that extract data from documents, check it against guidelines and route exceptions to the right team.
AI for freight, rail and logistics in Chicago
Agents that read bills of lading, rate confirmations and invoices, update your TMS, chase missing paperwork and flag billing disputes.
AI for food and consumer goods in Chicago
Order entry from emails and PDFs, retailer portal reconciliation, deduction management and product content generation.
AI for manufacturing in Chicago
Quote preparation, supplier communication and quality document handling connected to your ERP, with a planner approving each change.
AI for health systems in Chicago
Administrative automation for referrals, prior authorisation paperwork and patient messaging, built to keep protected health information under HIPAA controls.
04 / Services
AI, web, app and software services in Chicago.
- AI agent development in ChicagoAgents that read, reason and act across your tools, with guardrails and human approval.
- SaaS and web platform development in ChicagoWeb apps and SaaS products in TypeScript, built to scale and easy to maintain.
- Workflow automation in ChicagoConnect your systems, move data reliably and remove the copy-paste work.
- App development company in ChicagoiOS and Android from one React Native codebase, through to store release.
- MVP development in ChicagoFrom idea to a launchable product in weeks, scoped to test what matters.
- Blockchain development in ChicagoSmart contracts and Web3 front ends, with security reviewed before launch.
- Chatbot development in ChicagoConversational AI consulting and assistants for web, WhatsApp and voice, in English and Arabic.
- LLM integration in ChicagoLLM gateways, model routing, orchestration and observability that cut cost and keep quality measurable.
- Middleware development in ChicagoMiddleware development that connects ERP, CRM, finance and AI services through clean, monitored APIs.
- Custom AI and ML development in ChicagoCustom machine learning models for forecasting, classification, document AI and vision, with MLOps built in.
- AI consulting in ChicagoHands-on AI consulting: find the use cases that pay off, then build them with the same team.
- Web development company in ChicagoFast, search-ready websites, web apps and e-commerce built with Next.js and modern CMSs.
- Software development company in ChicagoCustom business software, internal tools, ERP and CRM extensions, built around how your company works.
- Cloud and DevOps services in ChicagoCloud setup, migration, CI/CD, monitoring and cost control on AWS, Azure and Google Cloud.
- AI voice agents and AI receptionists in ChicagoVoice agents that answer calls, book appointments and qualify leads in English, Arabic and other languages, around the clock.
- MCP server development in ChicagoModel Context Protocol servers that connect Claude, ChatGPT and your AI agents to your systems, securely.
- AI governance and compliance in ChicagoTechnical AI governance: inventories, risk classification, logging, human oversight and documentation for the EU AI Act and ISO/IEC 42001.
05 / FAQ
Questions from Chicago teams.
What hours do you overlap with Chicago?
Our team is ten to eleven hours ahead of Central time, so we work live with Chicago in your morning, typically from 8am to around 11am Central. Outside that window we work asynchronously with written updates and recorded demos, and urgent issues are handled through an agreed escalation channel.
Our voice assistant would record calls. What about BIPA?
Recording and transcribing a call is different from creating a voiceprint to identify someone, which BIPA treats as a biometric identifier. We design voice systems without speaker identification by default. If you need it, your counsel sets the written consent and retention policy before any biometric data is collected.
Can you integrate an AI agent with our ERP or TMS?
Yes. Most of our Chicago-style projects are integration work: reading documents, then writing results into SAP, NetSuite, Dynamics, McLeod or similar systems through their APIs, with a person approving changes until the agent has earned more autonomy.
We want AI help with recruiting. What does Illinois require?
Under the Illinois Human Rights Act amendments, employers must notify employees and applicants when AI is used for decisions such as hiring or promotion, and must not use AI that has a discriminatory effect, including using zip codes as a proxy for protected classes. We build screening support that excludes proxy features, logs its outputs for review and leaves the decision with a person.
Put an AI agent to work in Chicago.
Thirty minutes, one workflow, an honest view of whether an agent will pay for itself.