About Us
We put AI to work inside growing businesses — and build the websites and apps around it — at a fixed price, agreed before we start. Senior engineering without an agency retainer, and you don't need to speak the language to work with us.
Why We Exist
Most business owners we meet are excellent at the thing their business actually does. Knowing where AI genuinely helps — and building the website, tool, or feature to deliver it — is a different skill entirely, and it rarely justifies hiring someone full-time to do it.
So you're left with two bad options. A big agency: slow to start, expensive, and prone to disappearing for a month at a time. Or hiring, which takes months and costs $150K–$250K a year for someone who might be genuinely busy for only part of it.
Entuit is the third option. You get a senior engineer for a defined piece of work, at a price agreed in writing before anything starts. We use AI heavily in our own development, which is how we can quote weeks where an agency quotes months.
We're based in Toronto and work with businesses across the GTA and the rest of Canada — in person when that helps, remote when it doesn't. Same timezone, same working hours, and a real person answering your email.
When we're done, everything is documented in plain English and runs in accounts you own. You also get a login to our client portal — one secure place to see every component you own, who it's registered to, and when it renews or expires. If you never speak to us again, it all keeps working.
How We Work
Straightforward consulting. No fluff, no upsells.
Fixed Prices
Every project has a clear price before we start. No hourly billing, no surprise invoices, no scope creep. You know what you're paying and what you're getting.
We Build, Not Just Advise
You don't get a slide deck and an invoice. We do the actual work — the site, the app, the hosting, the AI integration — and hand you something that's live and working, with documentation.
You Own It
Every project includes documentation and a walkthrough, written for whoever will actually use them. The goal is that you're self-sufficient afterwards, not dependent on us.
No Lock-In
We build on standard, widely used tools and set them up in accounts registered to you. Nothing proprietary, nothing that only we can maintain. If you stop working with us, everything keeps running.
What We Know
The technical version, for anyone who wants it — or for the engineer you'll forward this page to. All of it is hands-on experience shipping real systems, not a capability list.
Web Development & AI Integration
We build websites, web apps, and AI-powered features using modern tools — including AI-assisted development (Claude Code, Cursor) throughout our own workflow, which means we move fast and ship quality work. For AI specifically: hybrid model routing, frontier and open-source model integration, self-hosted inference, agent orchestration, RAG pipelines, and production observability.
Hybrid AI & Inference
Hybrid Model Routing
Frontier APIs (Claude, GPT) for reasoning, open-source models (Qwen, Llama) for volume and privacy — matched to your workloads and constraints.
Self-Hosted LLMs
vLLM and Ollama on cloud GPUs or Kubernetes — when you need data privacy, predictable inference costs, or to eliminate API dependency.
AI Agents & Orchestration
Multi-agent systems, RAG pipelines, and task-queue control planes — the right model for each step, in the right architecture.
Platform & Foundations
Modern Deployment Platforms
Services such as Vercel and Cloudflare for speed and low overhead. EKS and Kubernetes when you need GPU infrastructure or enterprise-scale control.
CI/CD & GitOps
Dagger, GitHub Actions, ArgoCD, GitOps workflows, container builds, and multi-environment deployments.
Observability
Prometheus, Grafana, OpenTelemetry, Langfuse — tracking quality, latency, token usage, and cost per request across whatever stack you're running.
Think We Might Be a Fit?
Book a free 30-minute call. No pitch — just a clear answer on whether we can help and roughly what it would cost.
Book a Free Call