Making AI Work: Aligning Data, Teams, and Business Goals
Details
Data Engineers in Toronto March 2026 Semimonthly Meeting
Topic: Making AI Work: Aligning Data, Teams, and Business Goals
Abstract:
AI adoption often stalls not due to a lack of tools, but because of what I call “frozen yoghurt syndrome”—an overwhelming number of choices that leads to confusion, misalignment, and stalled progress. This session offers a pragmatic framework for building a scalable data strategy that cuts through the noise and focuses on delivering business value.
We’ll explore four key pillars:
- Identify the Problem and Bigger Picture – Start with the business need. AI isn’t always the right answer; sometimes automation or simpler analytics are more effective.
- Design the Strategy Around Data, AI, and the Use Case Together – Align initiatives with clear business goals and define success metrics that matter to both technical and non-technical teams.
- Build the Foundation – Encourage cross-functional collaboration, select scalable tools, and document everything from data sources to model assumptions.
- Create a Positive Feedback Loop Between Tech and Non-Tech Teams – Foster a shared product language, enable self-service access to data, and build trust through transparency and iteration.
Attendees will leave with practical frameworks to ensure AI efforts are not just technically sound — but strategically aligned, collaborative, and sustainable.
Speaker: Nirmayee Dighe, Data & AI Strategist
Speaker Profile:
Nirmayee is an Associate Director of Business Intelligence with a deep passion for data and AI, and leads amazing teams through the entire journey of deploying transformative AI solutions. From the initial data strategy to full-scale deployment, she gets to be part of every step, solving real-world problems and making a tangible impact on businesses.
Nirmayee is driven by the power of data to tell stories, and the way AI can take those stories and turn them into actionable, strategic decisions. Her focus is on helping organizations leverage data in smarter ways to increase efficiency, innovate, and stay ahead in today’s fast-paced world.
The meeting is over Microsoft Teams, and the joining link is https://teams.microsoft.com/l/meetup-join/19%3ameeting_NzZkYWIyOTAtODk1MC00MjVmLWJlNjUtNTRiODZmODA2Zjdh%40thread.v2/0?context=%7b%22Tid%22%3a%22bd9727e8-f539-4c76-983c-6c30130c0bee%22%2c%22Oid%22%3a%229e8d5a64-e773-4ca2-90f6-9a266129171e%22%7d
See you at the meeting!