Mila, the Montreal-based AI institute, hosted its Indigenous AI Gathering last week, convening technologists from First Nations, Métis, and Inuit communities alongside researchers like Jason Edward Lewis and Morehshin Allahyari. The focus was clear: designing AI systems that respect Indigenous data sovereignty, a concept enshrined in principles like the OCAP (Ownership, Control, Access, Possession) framework. Current AI models, from Google’s PaLM to Meta’s Llama, are trained on datasets scraped without consent, often including Indigenous knowledge. Canada’s 2021 census counted 1.8 million Indigenous peoples, whose cultural data is frequently exploited in training sets for NLP and image recognition.

Big Tech’s AI race has ignored consent, treating Indigenous knowledge as a free resource. This is data colonialism, a term coined by researchers like Nick Couldry and Ulises Mejias. The economic stakes are high: the global AI market is projected to hit $1.8 trillion by 2030, per PwC. If Indigenous data remains unprotected, tech giants will monetize it without compensation, deepening inequality. The alternative is a model where Indigenous communities control their data, as proposed by initiatives like the Local Contexts project, which uses Traditional Knowledge labels to assert ownership. This isn’t just ethical it’s a market opportunity. Companies that prioritize data sovereignty will gain access to high-quality, ethically sourced datasets, avoiding reputational risks and legal battles.

Indigenous-led startups and research groups like Mila’s Indigenous AI Network win by setting standards for ethical AI. Big Tech loses if it fails to adapt, facing backlash and potential regulation. Canada could lead globally by embedding sovereignty into its AI policy, while the US lags due to weaker Indigenous data protections. Investors in ethical AI, like Radical Ventures, may back compliant startups, shifting capital away from extractive models.

Watch for Indigenous AI startups emerging from Mila’s ecosystem, which may secure funding from impact investors. Expect pressure on Ottawa to amend its AI and Data Act (AIDA) to explicitly include Indigenous data rights. Big Tech’s next PR crisis could stem from a high-profile lawsuit over unauthorized use of Indigenous datasets, forcing a reckoning.