
How to Measure AI ROI: A Practical Scorecard for Business Leaders
A detailed method for measuring AI ROI using accepted outcomes, full workflow costs, quality, adoption and realized business value.
Read articleProduct studio · Toronto
Innovation Trigger Lab is a senior product studio — web, mobile, AI and commerce, shipped end to end.
Trusted to design and build
Selected work
Workshop
Load a cartridge. Shipped projects play their live site, desktop and mobile side by side. Work under NDA can’t be shown, so a pen plotter we wrote in TypeScript drafts the real system architecture instead.


A game-based corporate learning platform from NUTS Inc. (Tokyo). We built the learner mobile app for iOS and Android — gamified quests, AI-driven weak-spot practice, and a multilingual UI for foreign employees preparing for the JLPT.
Captured from the live site. Hover to pause.
Mobile · EdTech · AI
Now showing: JOL. A game-based corporate learning platform from NUTS Inc. (Tokyo). We built the learner mobile app for iOS and Android — gamified quests, AI-driven weak-spot practice, and a multilingual UI for foreign employees preparing for the JLPT.
Capabilities
Fast, modern marketing sites and web apps on Next.js.
Cross-platform apps with React Native, built to feel native.
RAG systems, chatbots and AI infrastructure in production.
Storefronts, subscriptions and checkout that convert.
Research-led interfaces with a clear, distinctive aesthetic.
Architecture, technical strategy and team direction.
Process
A proven process that delivers results on time and on budget
We listen to your needs and understand your business goals to create a tailored solution.
Our team designs the architecture and creates detailed specifications for your project.
We build your solution using agile methodology with regular updates and feedback loops.
Launch your product with confidence, backed by ongoing maintenance and support.
Latest insights

A detailed method for measuring AI ROI using accepted outcomes, full workflow costs, quality, adoption and realized business value.
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Score your company across workflow, data, technology, people and governance before funding an AI pilot or enterprise rollout.
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Compare standard RAG, agentic RAG and action-taking AI agents across use cases, cost, latency, evaluation, security and implementation complexity.
Read articleImpact
customers served
average store rating
annual cost saved
companies in production
Founder
Jayson Hao
CEO / Founder
Innovation Trigger Lab is led by Jayson Hao — University of Toronto Computer Science (AI/ML), with Tech Lead and CTO experience across e-commerce, fintech and AI. The work is hands-on and senior: clear communication, business-first decisions, and a team that ships.
Testimonials
“He works backward from the business goal, not just the spec. He kept the team aligned and shipped the outcome we actually needed — not just the feature list.”
“Communication was clear and calm throughout. He bridged engineering and our non-technical executives effortlessly, so decisions never got stuck.”
“A genuinely senior partner: small team, held the budget and timeline, and still delivered beyond what we scoped. We trusted him to run it.”
FAQ
Every good thing starts with a sketch.
Tell us what you are building. We reply within one business day.