Guides

Guides to AI consulting and applied machine learning.

Costs, comparisons and decision guides, written by the people who do the work.

Last updated: September 23, 2026

Predictive Maintenance with Machine Learning: How to Scope, Fund and Ship a Project (2026)

A practical guide for operations and business leaders, with UAV fleets as the worked example: where the value comes from, a data readiness check, build vs. buy vs. partner, how to scope a pilot that proves something, the Canadian funding that applies, and how to get crews to act on the forecast.

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Last updated: September 23, 2026

Drone Battery State of Health from Flight Logs: A Small-Data Machine Learning Case Study (2026)

How Vozwin's peer-reviewed research predicted UAV battery state of health within 2.26% from 631 flights and three signals, and what it teaches any company that thinks it lacks the data for machine learning: pretrained models, reframing the data, transfer learning, label budgets and honest evaluation.

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Last updated: June 11, 2026

AI Consulting Cost in Canada: 2026 Pricing Guide

What AI consulting costs in Canada in 2026: hourly rates, project pricing, monthly retainers, how independents compare to big firms, and the funding programs that offset the bill.

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Last updated: June 11, 2026

AI Readiness Assessment: What It Is and How to Run One

What an AI readiness assessment covers, what it costs in Canada, how to run one step by step, what a good deliverable looks like, and the red flags that mean you're being sold a product, not an answer.

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Last updated: June 11, 2026

How to Choose an AI Consultant: A Buyer's Guide

How to choose an AI consultant in 2026: matching the consultant type to the job, the evaluation criteria that predict success, questions to ask in the first meeting, red flags, and how Canadian and US providers compare.

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Last updated: June 11, 2026

AI Consultant vs. In-House AI Team: Which Should You Choose?

Consultant or in-house AI team? The real cost math for Canadian companies: first-year costs, time to ship, hiring timelines, hidden costs, and the hybrid path most companies actually take.

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