Whether an idea starts with us, with a founder, or with a client who needs software built, it moves through the same four stages, backed by the same team and AI infrastructure behind our own platforms.
Domain research, market sizing, and problem validation with subject matter experts before a single line of code is written.
We design the agentic workflows, select the right ML models, and map out how autonomous decision logic will run in production.
Full-stack engineering of multi-stakeholder SaaS products with role-based access, real-time data pipelines, and enterprise-grade security.
Enterprise deployment, go-to-market execution, partnership development, and continuous model improvement after launch.
Like any technology incubator, we help early ventures through the hardest stretch: getting from an idea to a product people use. What sets us apart is how much of the work we do alongside our founders.
Product design, software engineering, data platforms, AI capabilities, cloud hosting, and security. Our teams in Rockville and Bangalore build alongside each venture, from the first prototype through long-term support.
Share your idea →Business planning, finance and administration, contracts and compliance, and go-to-market support, including experience selling to government. Founders get an operating team behind them, not just advice.
Talk to our team →Every venture draws on the same shared infrastructure, tools, and processes, plus a network of partners and customers built across government, healthcare, financial markets, and hospitality.
Start a conversation →Each platform deploys AI agents that monitor, decide, and act without waiting for a human trigger. The result is less overhead, better accuracy, and compounding value over time.
One agentic platform for workforce, claims, lease, and grant management
One agentic platform with four modules: Workforce Management, Claims Processing, Lease Management, and Grant Management. Each runs on the same three-party engine, with AI agents that score submissions, detect discrepancies, and keep every decision auditable.
Public SectorAutomated deadline tracking for certifications, licenses, and permits
Stellar Pulse gives government agencies real-time visibility into certification, license, and permit compliance. Available in three editions, the platform tracks renewal deadlines, initiates workflows automatically, and notifies the right stakeholders before a lapse creates liability.
Public SectorCitizen enrollment and eligibility validation, automated end to end
Stellar E² automates the application flow for citizens seeking government benefits. AI agents validate eligibility, cross-check documentation, and route cases through the appropriate approval workflow.
Cross-IndustryAgentic tier-1 call support that resolves without a human in the loop
Stellar Engage is a contact center platform that uses AI agents to handle tier-1 support interactions from start to resolution. The system routes, responds, and closes issues autonomously.
Public Sector Patent PendingVoter record deduplication with a confidence score on every match
Stellar VANTAGE finds voter records that belong to the same person, even when names, addresses, or spellings differ. Exact-match rules and probabilistic scoring give every candidate pair a confidence score, and election staff confirm each one before anything changes.
Public SectorPayment accuracy for SNAP and Medicaid
Stellar ACCORD helps agencies get eligibility and benefit decisions right the first time. It checks data before payments go out, links records across systems, and gives caseworkers better tools as federal cost sharing now depends on error rates.
Real-time surveillance for event-driven and prediction markets
Stellar RADAR (Risk Analytics, Derivatives and Reporting) scores every trade in event-driven and prediction markets as it happens and flags behavior that does not match an honest participant, with an explainable score behind every alert.
HospitalityAI-coordinated venue, vendor, and event logistics from inquiry to close
greatEvent is an AI-powered booking and management platform for corporate events, weddings, and large-scale receptions. Intelligent agents match venues, coordinate vendors, and manage logistics from initial inquiry through post-event reporting.
Real-time temperature monitoring and automated FDA compliance documentation
FoodBeacon is a patent-pending temperature monitoring and food safety compliance platform for restaurants, food distributors, and institutional kitchens. Sensors feed real-time data into an AI layer that alerts operators to violations before they occur.
Most enterprise software tells you what happened. Our platforms decide what to do next. Every product Stellar iDea Labs ships is built around agentic AI: systems that monitor their environment, interpret incoming data, and execute workflows on their own.
This architecture runs across all eight platforms in our portfolio, from workforce, claims, lease, and grant orchestration and citizen benefits validation to prediction market surveillance and contact center automation. The result is compounding efficiency that improves as the models learn.
Learn About Our ApproachModels that identify risk and opportunity before they surface in the data
Agents that complete multi-step processes without waiting for a human trigger
Live dashboards and decision support built on streaming operational data
Role-based portals that connect every party in a complex enterprise workflow
Each platform is designed so its agents work around the clock. The log below is an illustrative sample, not data from a client deployment.
Our founders each average more than 25 years of domain experience across technology, finance, healthcare, and the public sector.

25+ years of AI expertise spanning predictive analytics, insider-trading detection at FINRA, and enterprise AI development. Inventor and entrepreneur with an MBA from the University of Maryland.

25+ years spanning investment banking, federal regulation, FBI Special Agent, and fintech entrepreneurship. Co-founded and exited a fintech company to a NYSE-listed company.

25+ years delivering enterprise technology in healthcare, bioinformatics, and federal systems. Former Technical Advisor to the ONC and Systems Architect at NIH.
Federal cost sharing for SNAP and Medicaid now depends on state error rates. Our briefing covers the thresholds, the key dates through 2029, and where states stand on FY 2025 data.
greatEvent has launched greatEvent Sports, a booking platform for team and tournament travel covering more than 58,000 facilities across 11 sports. TFO Sports, a Bethesda investment and advisory firm, will introduce the platform across its network and bring its Innovation Circle sports technology companies onto it.
Leonardo Worldwide has partnered with greatEvent to integrate its MediaConnect property content network directly into greatEvent's Real-Time Booking platform, giving event planners instant access to hotel-managed venue imagery and live space availability.
Maryland's economic development engine, TEDCO, announced a $500,000 Venture Fund investment in greatEvent, recognizing its patented Real-Time Booking platform as a driver of economic growth across Maryland and beyond.
FoodBeacon announced a partnership with Moti's Market in Rockville, MD, marking its expansion into the grocery retail sector with 24/7 real-time temperature monitoring and an automated compliance dashboard.
Stellar IT Solutions announced the launch of greatEvents, a first-of-its-kind event booking and management platform that delivers real-time visibility into meeting room inventory at member venues worldwide. CEO Dipak Thakker described it as "a one-stop planning tool for event organizers."