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I work where requirements become operational decisions.

05

A delivery lead and product builder working across regulated technology, with a practice grounded in implementation, traceable decisions and evidence from real operating environments.

Elvis Tapfumanei

Elvis Tapfumanei
Delivery leadership · AI governance implementation · Product building

Operating thesis

Execution is the proof.

My work sits between Product, Engineering, Operations, Risk, Privacy and Compliance, where an approved position has to become a real decision, control or workflow.

01 · Translate

I turn complex product, delivery and governance requirements into implementation plans, decision points, ownership and escalation routes that teams can actually use.

02 · Implement

The work continues past the document. I help connect the requirement to technical and operational controls, accountable workflows and the delivery structure required to make the change hold.

03 · Prove

A policy matters when a system can apply it. A governance decision matters when it changes what users, applications and agents are permitted to do. Evidence matters when it can reconstruct the decision without relying on memory.

The work now

That thesis currently takes three forms: delivery leadership in regulated lending, building Colloxa and publishing practitioner research through The Control Plane.

Build. Lead. Write.

Proof model

Build

Colloxa

Product proof: runtime AI governance infrastructure designed around policy enforcement, decision lineage, exception handling and evidence.

Lead

Technical delivery

Operational proof: delivery leadership in regulated lending and technology environments where product, engineering and control functions must execute together.

Write

The Control Plane

Public proof: practitioner research and field notes on enforcement, evidence and the gap between policy and production behaviour.

Formal credentials and operating context.

Credentials

Certifications and qualifications

  • Microsoft Certified: Information Security Administrator Associate
  • IAPP Artificial Intelligence Governance Professional (in progress)
  • CMI Level 6 Diploma in Professional Management and Leadership Practice
  • BCS Practitioner Certificate in Business Analysis Practice
  • BCS Certificate in Requirements Engineering
  • BCS Certificate in Business Process Modelling

Frameworks and regulatory environments informing the work

  • Zimbabwe National AI Strategy
  • Zimbabwe Cyber and Data Protection Act
  • POPIA
  • Nigeria Data Protection Act 2023
  • Kenya Data Protection Act 2019
  • NIST AI Risk Management Framework
  • ISO/IEC 42001
  • EU AI Act
  • GDPR

Working across the delivery system

Tools

I use the tools required to make work visible, testable and accountable across product, delivery, analytics, development and governance environments.

Delivery and collaboration

Jira, Confluence, Miro, Asana

Data and product insight

Snowflake, Mixpanel, PostHog

Product and development

GitHub, Figma, Next.js, React, cloud platforms

Information protection and governance

Microsoft Purview and related Microsoft security tooling

Current availability

Available for selected work.

The primary engagement is an AI Governance Execution Assessment for one material workflow. Colloxa pilot partnerships and senior remote technical delivery opportunities are considered separately.

Next decision

Where does the requirement become a delivery problem?

Share one material workflow, the current constraint and what the organisation needs to prove.