Signal & Privacy Assessments for Digital Systems
Independent, read-only assessments focused on signal integrity, consent governance, and measurement reliability.
WHAT WE DO
Our assessments support leadership teams across enterprises, platforms, and regulated digital ecosystems where signal integrity and compliance matter.
Signal Integrity Assessments
We identify silent measurement failures, false positives, and integrity gaps across analytics and tracking systems.
Consent & Privacy Readiness Reviews
We assess consent enforcement, data leakage risks, and regulatory alignment (GDPR / DPDP / EU AI Act context).
Measurement Reliability Diagnostics
We evaluate whether reported data reflects actual user reality — not just system activity.
All assessments are advisory, read-only, and delivered without deploying tools or modifying client systems.
Who We Work With
Our assessments support leadership teams across enterprises, platforms, and regulated digital ecosystems.
CXOs & Digital Leadership Teams
We identify silent measurement failures, false positives, and integrity gaps across analytics and tracking systems.
Privacy, Analytics, and Platform Owners
We assess consent enforcement, data leakage risks, and regulatory alignment (GDPR / DPDP / EU AI Act context).
Organizations operating under GDPR / DPDP / AI governance pressure
These include enterprises facing regulatory scrutiny, consent enforcement mandates, and accountability obligations under data protection and AI governance frameworks.
Read-Only System Observation
We observe analytics, consent, and platform behavior in a strictly read-only manner.
No tools are deployed. No configurations are altered.
Signal-Level Tracing
We trace how data moves across tags, platforms, and reporting layers to identify silent failures, false positives, and compliance drift.
Context-Aware Diagnosis
Findings are evaluated in business, regulatory, and operational context — not in isolation or tool-specific silos.
Advisory-Only Outcomes
We deliver clear, actionable recommendations without deploying fixes, touching production systems, or accessing customer data.
What We Don’t Do
We are intentionally not an implementation, tooling, or execution partner.
Our role is to protect signal integrity, governance clarity, and decision confidence.
No Tool Deployment
We do not install scripts, SDKs, pixels, or monitoring tools.
Client environments remain untouched.
No Configuration Changes
We do not modify tags, consent banners, analytics setups, or platform settings.
All systems stay exactly as they are.
No Data Access or Extraction
We do not access customer data, export datasets, or store identifiers.
All observations are transient and privacy-safe.
This ensures independence, regulatory safety, and unbiased findings.
GOVERNANCE STATEMENT
Governance First
Michvi provides read-only, advisory assessments.
We do not deploy tools, modify systems, access customer data, or introduce changes into production environments.
All observations are conducted without operational interference.
Detailed case studies and representative engagements are shared selectively under NDA.