Insights and articles
Articles and practical insights on AI, PDPA, data privacy, and digital transformation for Thai enterprises.


AI & Technology · Anthropic / Accenture
Who Checks AI Before It Goes Live? A Business Lesson from Anthropic and Accenture
A practical look at evaluator access, independence, acceptance evidence, and the authority to pause an AI system before production use.

AI & Technology · CISA
Which Patch Comes First? What CISA's Risk-Based Vulnerability Shift Means for Business
CISA will retire its Weekly Vulnerability Bulletin on September 28, 2026. Thai businesses can use the change to prioritize fixes by affected assets, active exploitation, exposure and business criticality instead of severity alone.

AI & Technology
Making ESG Continuous with Odoo Data: A Guide for Thai Listed Companies
ESG becomes repeatable work when every figure has a source, owner, evidence and review path. This guide explains what Odoo 19 provides and what a Thai listed company still needs to design.

AI & Technology · Stock Exchange of Thailand
Make ESG a Monthly Operating Process with PrivacyHub
A practical design for monthly ESG data collection, evidence, review and approval using PrivacyHub governance foundations, with a clear line between capabilities that exist today and ESG functions that still need to be built.

AI & Technology · TypeSafe AI / Vercel AI Gateway
How Jev Can Triage Work Before Odoo, and What Still Needs Human Review
Jev is suited to bounded semantic decisions. Shipment state, inventory, permissions and exact arithmetic still belong in code. This article proposes a measured triage pilot that does not let AI approve Odoo changes.

AI & Technology · TypeSafe AI / Vercel AI Gateway
Meet Jev: AI for Classifying and Evaluating Information
Jev focuses on structured judgments such as which category a document belongs to or whether a person should review it. This introduction explains Choice, Score, Noul and how to read uncertainty without handing every decision to a model.

AI & Technology
More AI Agents Do Not Make Work Faster: How to Assign Roles and Control Token Budgets
Adding more AI models does not guarantee faster work. The real advantage comes from clear roles, review gates and token budgets matched to risk.

AI & Technology
Odoo as a Business Database: Giving Every Team a Shared Meaning
Odoo becomes more useful when business records, status meanings and ownership are shared across teams. This article explains how to use Odoo as a database for operating work without forcing every type of data into one system.

AI & Technology
Odoo Cloud Managed by Enersys on Cloud Infrastructure in Thailand
Enersys provides Odoo and manages the system environment itself on cloud infrastructure located in Thailand, giving the business one provider that understands both Odoo and the environment where it runs.