We take your trained ML models from prototype to production-grade deployment with monitoring, versioning, and infrastructure that holds under real traffic.
of machine learning models never make it to production. The gap between a working notebook and a deployed, reliable system is where most ML investments die.
of AI projects lacking AI-ready data will be abandoned through 2026. The failure is almost never the model - it's data pipelines, governance, and quality.
Model Assessment & Production Readiness Audit
Data Pipeline Engineering
Model Serving & API Layer
Infrastructure & Scaling
Monitoring, Drift Detection & Retraining Pipelines
CI/CD for ML (MLOps)
We sit with you, map your workflows, users, and constraints. You leave with a scoped brief — not a proposal full of assumptions.
System design and UX decisions made before a line of production code.
Sprint-based delivery with demos every cycle and one accountable lead.
Deployment to your infrastructure with docs and a clean handover.
30 days of post-launch stabilization while real usage settles in.
CTOs, ML/AI Leads, Founders with trained models that need to ship
.svg?v=tj709q){kind=small}
Don't see your stack? We've shipped on 15+. Tell us what you use
Docucoder captures the procedure in real time and delivers a ready to review, CPT coded surgical report by the end of the case. No paperwork relay, no lost detail.
A role based ERP that put procurement, inventory, budgets and approvals for a multi site construction firm into one platform, from the C suite to the job site.
A telecom and IT services brokerage was running catalog, orders, and multi party commissions across a generic CRM and a sprawl of Excel. We rebuilt it as a single operational platform with the commission engine at its core.
A high end household and estate staffing agency was running its pipeline across spreadsheets, email, and WhatsApp. We replaced it with a two sided, stage gated platform where each side sees only the view it needs.
Westrow brokers perishable food into every major Canadian retailer. We rebuilt the system that connects their client, their retail customers, and every product spec in between, retiring a legacy database and a wall of spreadsheets for a single source of truth.
Yes - that's exactly what this service is for. We take your existing model, assess its production readiness, build the infrastructure around it, and deploy it with proper serving, monitoring, and versioning. Most of our clients come to us with a model that works in a notebook but has never handled real traffic. We close that gap.
Book a 30-minute scoping call. We'll give you honest direction, not a sales deck.
 1.svg?v=tj6zvv){kind=small}
 1.svg?v=tj707k){kind=small}
