Initiatives and Programs
Ideas we operationalize into responsible systems.
This page is our initiative journal: practical articles on AI, data governance, compliance engineering, and digital value strategy. Each initiative includes a working framework and sample calculations you can apply to your own context. For production-ready .NET packages, SDKs, and frameworks, visit Products.
Smart SR&ED for IT
Most IT companies leave substantial SR&ED tax credits unclaimed because their claims either lack technical depth or fail to connect engineering uncertainty to CRA eligibility criteria. Our approach treats your engineers — not your accountants — as the primary authors of the claim, capturing real technological uncertainty at the project level to produce a defensible technical narrative for each eligible project.
True Right to Be Forgotten
GDPR Article 17 and PIPEDA erasure obligations are well understood at the database layer — and almost never fully implemented across data pipelines, event stores, model training datasets, and downstream analytics systems. Our implementation model maps every system of record that touches personal data and designs deletion propagation that is complete, verifiable, and auditable.
Cost of a Byte
Engineering cost and infrastructure cost are tracked in most organizations. What is rarely tracked is whether the data being produced corresponds to outputs that drive decisions or generate measurable value. Cost-per-byte analysis forces the connection between technical decisions and economic outcomes across build cost, run cost, value conversion, and scale effects.
Apply these frameworks to your organization
Each initiative on this page began as a client engagement. SR&ED claim preparation, privacy architecture reviews, and data infrastructure economics assessments are all part of our active consulting practice. If any of these frameworks describe a problem your organization is currently facing, we are ready to scope a concrete engagement — not a discovery call, a working session.
- SR&ED: eligibility review, technical narrative drafting, evidence packaging, CRA query support
- Right to Be Forgotten: personal data mapping, deletion playbook, implementation across all system tiers
- Cost of a Byte: cloud cost audit, retention policy design, data infrastructure unit-economics model