Blog

Practical guidance across security, compliance, AI and engineering.

Written by the VVnT SeQuor team — the same practitioners who deliver the work. No fluff, no fabricated case studies, just what we’d tell a client asking the same question.

Browse by practice area

Eight practices, one blog.

Articles are organized the same way our services are — find the practice area, find the article.

Group 01 · Assurance & Compliance

Cybersecurity & Cyber Assurance

VAPT, third-party assessments, DevSecOps, cloud security and architecture — a continuously tested security posture.

6 articles →
Group 01 · Assurance & Compliance

ISO & Compliance Implementation

End-to-end ISO implementation — gap assessment, documentation, audit and certification readiness, plus SOC 2.

6 articles →
Group 01 · Assurance & Compliance

Privacy & Data Protection

Privacy programmes that stand up to scrutiny — DPDPA and GDPR alignment, DPIAs, data mapping and ISO 27701 PIMS.

6 articles →
Group 01 · Assurance & Compliance

Accessibility & Inclusive Product Engineering

Assessment, remediation, VPAT® / ACR preparation and training — delivered by our IAAP-certified accessibility team.

6 articles →
Group 02 · Engineering & Delivery

GenAI & Agentic AI Development

Enterprise GenAI and agentic solutions on leading LLMs — with AI evaluation, guardrails and human approval designed in.

6 articles →
Group 02 · Engineering & Delivery

AI Testing & Evaluations

Independent evaluation and testing for LLMs, agents and chatbots — benchmark scoring, guardrail and bias testing, and continuous regression evals.

6 articles →
Group 02 · Engineering & Delivery

Digital Testing & Automation

Functional, performance, security, accessibility, API and mobile testing — with AI-assisted test design and automation.

6 articles →
Group 02 · Engineering & Delivery

Strategic IT & Architecture Advisory

Aligning technology roadmaps with business objectives — enterprise architecture, AI strategy & roadmap, modernization and CIO/CTO advisory.

6 articles →
Latest articles

Start here.

The 8 most recent, across all 8 practices — browse by practice area above for the full archive.

Cybersecurity & Cyber Assurance

Harvest Now, Decrypt Later: Why Post-Quantum Cryptography Planning Can’t Wait

Quantum computers capable of breaking today’s public-key encryption don’t exist yet. The data an attacker steals and stores today, to decrypt once they do, is already being collected — which is why post-quantum planning is a today problem, not a someday one.

October 10, 2026·3 min read
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AI Testing & Evaluations

RAG Evaluation Metrics Explained: Groundedness, Attribution and Context Relevance

A RAG system that gives a wrong answer could have retrieved the wrong documents, retrieved the right documents and ignored them, or retrieved the right documents and misread them. A single pass/fail accuracy score can’t distinguish between these — which is exactly what component-level RAG metrics are for.

October 9, 2026·3 min read
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Strategic IT & Architecture Advisory

FinOps for AI and Cloud: A CIO Framework for Making Spend Visible to Product Teams

Cloud cost was finally becoming predictable for a lot of organizations — and then AI workloads, with their much more variable, usage-driven cost profile, reintroduced a lot of the unpredictability FinOps practices spent years taming.

October 9, 2026·3 min read
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Privacy & Data Protection

DPDPA Significant Data Fiduciary: What the November 2026 Deadline Means for You

India’s Digital Personal Data Protection Rules, notified in November 2025, take effect in phases — and the next major milestone, Rule 4, lands on 13 November 2026, bringing notice-and-consent requirements and Significant Data Fiduciary obligations into force.

October 8, 2026·3 min read
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Digital Testing & Automation

Shift-Right Testing: Closing the Gap That Shift-Left Leaves Open

Shift-left testing moves detection earlier, toward design and code, where bugs are cheapest to fix. It can only catch what a test anticipates in advance — which leaves a real category of issues that only surface once real users, real data, and real load hit production. That’s the gap shift-right testing is built to close.

October 8, 2026·3 min read
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GenAI & Agentic AI Development

AI Agents for Governance, Risk and Compliance: The Emerging GRC Use Case

Governance, risk, and compliance work is repetitive, evidence-heavy, and spread across systems in a way that makes it a natural fit for agentic AI — and also exactly the kind of high-consequence domain where getting the human oversight boundary wrong is expensive.

October 7, 2026·3 min read
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Accessibility & Inclusive Product Engineering

AI-Generated Alt Text and Captions: Where Automation Helps, and Where It Still Needs a Human

AI-generated alt text and auto-captioning have made it realistic to address accessibility gaps at a scale manual authoring never could. They’ve also made it easy to ship confidently wrong descriptions at that same scale, which is the part teams adopting these tools tend to discover later than they’d like.

October 6, 2026·3 min read
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ISO & Compliance Implementation

From Spreadsheet GRC to Continuous Control Monitoring: Automating Compliance Evidence

The weeks before an audit, spent screenshotting settings and chasing down evidence that controls are actually operating, are the clearest sign a compliance programme is running on spreadsheets and goodwill rather than continuous monitoring.

October 5, 2026·3 min read
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