AI, ML & Vision Engineering

Designing and deploying advanced intelligence - from large language model integrations and applied machine learning to edge AI and custom computer vision systems.

Diagram of an LLM and neural network pipeline from data inputs through monitoring and outputs

Service Overview

Our AI, ML, LLM, and Vision Engineering practice designs and deploys production intelligence. We integrate large language models, build applied machine learning, and deliver edge AI and custom computer vision - grounded in your data, your risk profile, and the outcome the product has to prove.

What's Included in AI, ML & Vision Engineering:

Engagements are led by senior practitioners. The same technical precision we use on client platforms and on products like Fractionalyze: evaluated models, secure integration, and a path from prototype to production.

Discovery & Architecture:

  • Problem framing, success metrics, and where intelligence actually changes the product.
  • Data, model, and integration review - including privacy, latency, and cost constraints.
  • Blueprint for LLM, ML, or vision: retrieval, evaluation, and human oversight.
  • A scoped plan, from a one week POC through pilot and production.

Engineering & Deployment:

  • LLM integrations, agents, and workflow automation built for real operating use.
  • Custom models and computer vision, including edge deployment where it matters.
  • Evaluation, guardrails, and monitoring so quality holds after launch.
  • Secure pipelines, access control, and documentation your team can own.
  • Handoff, upskilling, and optional ongoing model and platform support.

Have a project in mind? Just let us know!

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