We engineer bespoke AI systems that transform raw data into strategic advantage. From predictive analytics to autonomous workflows, our Montréal-based team delivers intelligent software that scales with your ambitions.
At Competent AI Solutions, we believe that artificial intelligence should be accessible, ethical, and transformative. Founded in Montréal — one of the world's leading AI research hubs — our team combines deep academic expertise with real-world engineering experience to deliver software that genuinely moves the needle for businesses across industries.
Our proximity to institutions like Mila and the vibrant tech ecosystem of Quebec gives us a unique edge. We recruit from the best talent pools in deep learning, reinforcement learning, and applied mathematics, ensuring every project benefits from cutting-edge research translated into production-grade code. Whether you are a startup seeking your first machine learning pipeline or an enterprise modernizing legacy systems with intelligent automation, we architect solutions that are robust, interpretable, and built for long-term maintainability.
Our service portfolio spans the full AI lifecycle — from initial data strategy and model development through deployment, monitoring, and continuous improvement. Each engagement is tailored to your domain, data maturity, and business objectives.
We design, train, and deploy supervised, unsupervised, and reinforcement learning models tuned for your specific data landscape. Our pipelines handle feature engineering, hyperparameter optimization, model validation, and A/B testing — ensuring predictions are accurate, fair, and production-ready. We work with tabular data, time series, and graph-structured inputs across industries including finance, healthcare, logistics, and retail.
ML / Deep learningFrom intelligent chatbots and document summarization to sentiment analysis and entity extraction, our NLP solutions unlock the value hidden in unstructured text. We leverage transformer architectures, fine-tuned large language models, and retrieval-augmented generation to build conversational AI, knowledge bases, and content pipelines that understand context, nuance, and intent with remarkable precision.
NLP / LLMOur computer vision engineers build real-time object detection, image classification, semantic segmentation, and video analytics platforms. Whether you need quality inspection on a manufacturing line, medical image analysis for diagnostic support, or autonomous navigation perception stacks, we deliver models optimized for edge deployment, cloud inference, or hybrid architectures with sub-second latency.
Vision / DetectionTurn historical data into foresight with our predictive analytics platforms. We build demand forecasting engines, churn prediction models, risk scoring systems, and anomaly detection frameworks that integrate directly with your business intelligence stack. Our models continuously learn from new data, adapting to shifting patterns and delivering actionable insights through intuitive dashboards and automated alerts.
Analytics / ForecastingWe merge robotic process automation with AI to create intelligent workflows that handle complex decision-making, document processing, and multi-step business operations without human intervention. Our automation solutions reduce operational costs by up to 70 percent while improving accuracy and compliance. We integrate with existing ERP, CRM, and data warehouse systems for seamless adoption.
RPA / WorkflowNot sure where to start? Our consulting engagements map your data assets, identify high-impact AI use cases, and deliver a prioritized roadmap with clear ROI projections. We assess organizational readiness, recommend technology stacks, and design governance frameworks that ensure responsible AI deployment aligned with Canadian and international regulatory standards.
Strategy / AdvisoryOur proven methodology ensures every AI project progresses from concept to production with transparency, rigour, and measurable milestones at every stage.
We conduct stakeholder interviews, audit existing data sources, and define success metrics. The output is a detailed project charter with scope, timeline, and resource plan that aligns technical feasibility with business value.
Our engineers build robust data pipelines that ingest, clean, transform, and version your data. We establish data quality checks, handle missing values, and create feature stores that accelerate model iteration and reproducibility.
Using iterative experimentation, we train and evaluate multiple model architectures, benchmark performance against baselines, and select the optimal solution. Explainability and bias auditing are built into every evaluation cycle.
We containerize models, set up CI/CD pipelines, and deploy to your preferred infrastructure — cloud, on-premise, or edge. Real-time monitoring dashboards track model drift, latency, and accuracy, triggering automated retraining when thresholds are breached.
Answers to the most common questions we receive from prospective clients exploring AI software development.
We work across healthcare, financial services, manufacturing, retail, logistics, energy, and public sector organizations. Our domain-agnostic engineering approach means we adapt quickly to new verticals, and our team includes specialists with deep knowledge in regulated industries where compliance and data privacy are paramount.
Timelines vary depending on data readiness and project complexity. A focused proof-of-concept can be delivered in four to six weeks, while enterprise-scale deployments typically span three to six months. We provide detailed milestone schedules during the discovery phase so you always know what to expect.
Absolutely. We integrate with your current databases, data lakes, cloud platforms, and analytics tools. Whether you run on AWS, Azure, GCP, or on-premise servers, our solutions are designed to complement — not replace — your existing technology investments. We also help optimize and modernize legacy data pipelines when needed.
Data security is foundational to every engagement. We follow industry best practices including encryption at rest and in transit, role-based access controls, and audit logging. We comply with PIPEDA, Quebec's Law 25, GDPR where applicable, and can work within your organization's specific security frameworks and data residency requirements.
We offer flexible engagement models including fixed-price projects, time-and-materials contracts, and dedicated team arrangements. Each model includes transparent reporting and regular check-ins. Contact us for a tailored quote based on your specific requirements and budget constraints.
Ready to explore how AI can transform your business? Reach out and our team will respond within 24 hours.
742 Rue Saint-Urbain, Montréal, H2X 1Y4, Quebec, Canada
Monday – Friday: 9:00 AM – 6:00 PM EST