AI Solutions

A faster foundation for modern interfaces.

We build practical AI solutions that solve real business problems. Our focus is on durability, performance, and measurable outcomes.

AI solutions we build

  • Classification & routing
    Automatically classify and route documents, messages, and requests - reducing manual effort and improving accuracy.
  • Conversational & voice agents
    Context-aware systems that answer questions, gather information, take action, and hand off to humans when needed - across chat and voice interfaces.
  • Real-time video analysis
    Analyze live video streams to detect patterns and events in real time - supporting use cases like safety monitoring, security, and operational oversight.
  • Monitoring & audit systems
    Continuously review transactions, documents, or interactions to flag anomalies and organize data without disrupting day-to-day operations.
  • Intelligent form assistants
    Convert plain-language input into structured data to reduce errors and significantly speed up complex form completion.
  • MCP server integrations
    Connect your applications, data, and workflows to AI platforms like ChatGPT and Claude through secure, purpose-built MCP servers.

MCP servers

Connect your applications, data, and workflows to AI tools through secure, direct integrations.

What we build with MCP servers
  • Custom MCP server development
  • AI tool and application integrations
  • Secure connections to proprietary data and internal systems

AI orchestration platform (Refinery)

We built Refinery to support reliable, observable, and resilient AI systems in production.

Key capabilities
  • Resilience
    Automatic failover between models and providers to maintain continuity
  • Versioning
    Track, test, and roll back model changes with confidence
  • Workflows
    Design and manage complex pipelines with human checkpoints where needed
  • Observability
    Monitor performance, quality, and cost in real time

Beyond LLMs

Large language models are only one part of the AI landscape. The best solutions start with the problem, not the technology.
  • Computer vision
    Automate visual inspection, image recognition, and video analysis for safety, quality, and operational insight.
  • Machine learning
    Build custom models for prediction, classification, and pattern detection, tailored to your data and specific use case.
  • Predictive analytics
    Use historical and real-time data to forecast trends, detect anomalies, and support better decision-making.
  • Edge AI
    Run models directly on devices for faster responses and reduced dependence on cloud connectivity.
  • Recommendation systems
    Personalize user experiences with adaptive suggestions and dynamic content.
  • Speech & audio AI
    Enable voice interaction, transcription, and audio analysis across customer and operational workflows.

Our approach

We work closely with you to identify where AI can deliver real value. Our approach shapes the right inputs, defines meaningful outputs, and avoids common pitfalls.
  • Discovery
    Identify high-impact opportunities aligned with your business goals, and determine where AI will (and won’t) add value.
  • Prototype
    Validate concepts quickly through a focused MVP - testing assumptions, data quality, and real-world behavior.
  • Iterate
    Refine based on real usage - improving accuracy, reliability, and how the system fits into your workflows.
  • Scale
    Deploy and expand what works - integrating into your systems and supporting long-term performance.

Thoughtful engineering for what’s next.

Frequently asked questions

Selected work

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413-570-3299

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