MIT. The compliance press. The supervisory community. Three independent 2026 voices converging on a single observation: evidence has replaced intent as the regulator's standard of proof.
Managing Acceptable Data Use in an AI World — an active research programme at MIT CISR.
MIT CISR is actively studying how data leaders manage regulatory compliance, data lifecycle, and deletion — the problem space Main-Abe was built to address.
cisr.mit.edu →Regulators will increasingly demand proof that commitments are actually being enforced in practice.
The compliance press is now explicit: 2026 supervision expects operational proof of controls, not documentation of policy.
corporatecomplianceinsights.com →Supervisors expect demonstrable governance, not theoretical frameworks.
The supervisory community has operationalised the shift. Frameworks on paper are no longer sufficient evidence of a functioning compliance posture.
gci-ccm.org →The conversation is converging. MIT is studying it. The compliance press is naming it. The supervisory community is operationalising it. Main-Abe has been building for it.
Three independent voices, three different institutional vantages, one convergent observation. A market research centre at one of the world's most respected academic institutions. A widely-read compliance publication. An international standards and outlook body. They do not coordinate. They do not share publication calendars. They are not marketing Main-Abe's product.
What they are doing is describing a shift that has been underway in supervisory practice for several years and that, in 2026, has become explicit enough to say out loud. The shift is from frameworks to evidence. From what your policies say to what your data is actually doing. From the annual attestation to the continuous artefact.
Main-Abe was founded on the anticipation of that shift and built to serve the organisations who recognise it is happening. The citations above are not an endorsement. They are a signal — that the market Main-Abe serves is the market the broader industry is now acknowledging exists.
Twenty-three years of enterprise data architecture. A current seat inside a Canadian financial services regulator. One platform, built to close the evidence gap.