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Intelligent Systems

AI Development Company in Toronto — Intelligent Systems Built for Production

Toronto AI development company building intelligent systems for production — not demos. We wire AI into your data and business logic: RAG systems that answer from your documents, agents that automate workflows, and geospatial intelligence platforms live across Canadian cities.

1
Live AI platform in production (CrimeLens)
15+
Years engineering complex systems
2
Successful platform exits
Canada
AI development, Ontario-based
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AI that does real work — not demos

Every AI engagement starts with one question: what decision does this system need to make, and what data does it need to make it well? We build intelligent systems that answer that question in production.

RAG Systems & Knowledge Retrieval

Retrieval-augmented generation over your proprietary documents, products, and history. AI that answers from your data, not from generic training.

AI Agents & Workflow Automation

Autonomous agents that handle multi-step business workflows without human intervention. Built to your process logic, not a generic template.

Document Processing & Intelligent Extraction

Automated ingestion, classification, and structured data extraction from PDFs, contracts, invoices, and unstructured documents at scale.

Geospatial & Spatial Intelligence

Real-time machine learning over geographic data. We built CrimeLens — AI neighbourhood intelligence over Canadian crime data — as proof of concept in production.

Predictive Analytics & Machine Learning

Custom ML models for forecasting, risk scoring, classification, and anomaly detection. Trained on your data, deployed in your infrastructure.

LLM Integration & Custom AI Layers

Connecting OpenAI, Anthropic, and open-source models to your existing systems, APIs, and databases — with proper prompt engineering and evaluation.

The technology behind our AI systems

OpenAI GPT-4LLMAnthropic ClaudeLLMLangChainAgentsLlamaIndexRAGPineconeVector DBpgvectorVector DBPythonML/AIscikit-learnMLFastAPIAPIPostGISGeospatialAWS LambdaInfraNode.jsBackend

Which AI problem are you solving?

Startups

Building an AI-native product from scratch

We help you choose the right architecture — RAG vs fine-tuning, agents vs workflows — before you commit to a path that costs you six months to undo.

Enterprise

Adding intelligent automation to existing operations

We build AI layers over your existing systems. Document processing, automated decisions, knowledge retrieval — without replacing what already works.

PropTech / Data companies

AI over geospatial or structured datasets

We have direct experience building production AI over real-world data at geographic scale. CrimeLens is the working example.

Frequently asked questions

Is this just ChatGPT wrapped in a different UI?

No. We build AI systems wired into your data, APIs, and business logic. That means custom retrieval pipelines, fine-tuned prompting, proper evaluation frameworks, and production infrastructure — not a chat widget bolted to a website.

What is RAG and why does it matter for my business?

Retrieval-Augmented Generation lets an AI system answer questions from your own documents and data rather than its generic training. This means your AI knows about your products, policies, and history — and doesn't hallucinate facts that aren't there.

How long does an AI development project take?

A focused RAG or document AI engagement typically takes 6–12 weeks from discovery to production. More complex agent systems or ML model training can take 3–6 months. We scope before we start, so you know what you're committing to.

Do you build AI agents?

Yes. We build autonomous agents that handle multi-step workflows: research, data retrieval, decision-making, and action — without requiring human input at each step. We use LangChain and custom orchestration depending on the complexity.

What happens when the AI model I'm using gets updated or deprecated?

We design systems with model abstraction layers, so switching from one LLM to another doesn't require rebuilding everything. We've seen the market shift quickly and we build for that reality.

Can you integrate AI into our existing software?

That's often the most valuable engagement. We can add AI retrieval, document processing, or automation layers to your existing platform — without rebuilding what already works.

Ready to build? Book a strategy call.

Tell us about it. No pitch deck required. We'll tell you whether technology is the right answer.