Rapida · Delivery Service Platform
A high-performance delivery platform with real-time tracking and immersive 3D visualizations.
Edmonton clients expect AI work to be honest about what reinforcement learning, classical ML, and large language models can and cannot do, because the city literally invented half the methods. Our service catalogue mirrors what Amii applied science teams, AltaML, and BioWare’s internal AI groups ship into production. We build RAG copilots on Cohere, Anthropic, and OpenAI APIs with Canadian data residency, fine-tune open-weight models (Llama 3, Mistral, Qwen, Gemma) on client data when AIDA transparency obligations rule out closed frontier APIs, and engineer classical ML pipelines (XGBoost, LightGBM, scikit-learn, PyTorch) for the tabular forecasting, equipment-failure prediction, and seismic interpretation problems Alberta energy clients actually have. For reinforcement learning work, where Edmonton sets the global bar, we scope U of A and Amii affiliates rather than overselling internal capacity. Every delivery includes a model card, a bias and fairness review, an AIDA risk classification, and a PIPA-aligned data processing register.
Codazz runs AI engagements from our Edmonton HQ on Mountain Time, so Alberta product, risk, and compliance leads get synchronous standups at 9am MT rather than the awkward overnight handoffs Toronto and Vancouver shops impose. Discovery typically opens with a half-day in-person workshop at our downtown Edmonton office or, when clients prefer, a working session inside the Amii or U of A Faculty of Science buildings on North Campus. We run an AIDA risk classification (high-impact vs general-purpose vs standard) and a PIPA plus PHIPA-equivalent review of Alberta Health Services data flows where healthcare is in scope. Build sprints are two weeks, reviewed against a model card aligned with Canada’s Directive on Automated Decision-Making. Deployment ships with drift monitoring, a rollback plan, and an Alberta Information and Privacy Commissioner ready audit trail. Founder Raman Makkar joins kickoff in person and stays accountable through launch.
We audit your data, workflows, and business goals to identify the highest-impact AI use cases and evaluate technical feasibility.
We clean, label, and structure your data for model training. This includes building data pipelines, feature engineering, and establishing data quality benchmarks.
Our ML engineers build, train, and fine-tune models using state-of-the-art techniques. We run experiments, optimize hyperparameters, and validate results.
We integrate the AI model into your existing systems via APIs, build monitoring dashboards, and conduct thorough testing with real-world data.
Production deployment with automated retraining pipelines, model versioning, drift detection, and performance monitoring for continuous improvement.
Alberta has no native AWS or GCP region, so the default Canadian residency posture for Edmonton AI workloads is AWS ca-central-1 in Montreal, Azure Canada Central in Toronto, or GCP northamerica-northeast1 in Montreal. For energy and healthcare clients with stricter sovereignty needs we deploy onto TELUS Health private cloud, on-premise GPU clusters at client data centres, or Cirrascale and Vector Institute partner GPU capacity for training. LLM layers run on Cohere’s Canadian endpoints when sovereignty is required, Anthropic and OpenAI via Bedrock or Azure when a Privacy Impact Assessment clears cross-border, and self-hosted Llama 3, Mistral, or Qwen on H100 or A100 clusters when AIDA explainability rules out closed APIs. MLflow, Weights and Biases, and SageMaker handle experiment tracking. SHAP, LIME, and Captum produce the explainability artefacts Alberta Innovates, OSFI reviewers, and provincial procurement teams expect.
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Selected Projects
Recent platforms, apps and dashboards we designed, built and shipped.
A high-performance delivery platform with real-time tracking and immersive 3D visualizations.
Enterprise-grade security dashboard with real-time threat monitoring and analytics.
A curated marketplace connecting artists with collectors worldwide.
Cross-platform mobile experience with live delivery tracking and notifications.
Scalable microservices architecture handling millions of security events daily.
Comprehensive content management system with advanced analytics and reporting.
Our Work
200+ products shipped across fintech, healthcare, e-commerce, and SaaS — built to scale, designed to convert.


