How did HancoGroup gain early visibility into workforce performance gaps and increase training efficiency by 45% across 700 employees?
40%
Reduced Inaccurate Competency Assessments
2M
Faster Detecting at-risk Employees
100%
Non-intrusive monitoring without accessing personal content
Before AIDATACY, we managed people with lagging KPIs, a blurry and delayed picture. Now, we see the entire competency journey. We know exactly who needs support, when, and how, before performance drops. This is the leap from reactive to proactive HR
__Director of Human Resources, HancoGroup___
Executive Summary
The pilot covered 700 employees across real estate, hospitality, and tourism operations over an eight-week deployment period. It analyzed digital work behavior using metadata collected from internal tools, without accessing personal or content-level data, to compare workforce performance patterns before and during large-scale AI adoption.
By leveraging AIDATACY’s privacy-by-design behavioral analytics engine, aligned with GDPR principles and zero-trust data access standards, the project enabled early detection of performance risks and precise capability mapping. As a result, HancoGroup identified at-risk employees 1–2 months earlier than KPI-based methods and reduced misaligned training efforts by 30–40%, improving overall workforce efficiency.
About HancoGroup
HancoGroup is a leading Vietnamese conglomerate specializing in luxury real estate, hospitality-tourism, and tour transportation services. With over 700 employees, the group is navigating rapid AI integration to enhance operational efficiency. Its HR department oversees workforce development, talent retention, and digital upskilling programs. This collaboration occurred during HancoGroup’s phase of post-restructuring optimization, following the streamlining of over 100 positions. HancoGroup partnered with AIDATACY to strengthen its HR framework through secure, data-driven insights into employee digital competencies.
USE CASE #1
Up to 2 months earlier identification of employees at risk of falling behind digital transformation
The challenge
As AI tools became integral to daily operations, HancoGroup experienced increasing performance divergence among employees. Traditional HR indicators—monthly KPIs, appraisal cycles, and managerial feedback—remained outcome-focused and lagging, providing no early visibility into declining engagement or inefficient digital behavior. By the time performance issues surfaced, corrective actions were often delayed and costly.
The solution
AIDATACY deployed iCyWALL to analyze workforce behavioral metadata across internal digital tools, operating under privacy-by-design and GDPR-aligned principles. Without accessing content or personal data, the system identified deviations in tool usage depth, AI adoption, workflow consistency, and work rhythm, enabling early detection of performance risk based on behavior rather than results.
The Results
2Months
early warning signs detected before KPI drops
0
Improve sales and operational team performance at scale
USE CASE #2
30 - 40% reduction in misaligned training programs
The challenge
HancoGroup invested in multiple training initiatives to support digital and AI adoption. However, training outcomes remained inconsistent due to a lack of visibility into the actual causes of underperformance. Existing HR systems could not distinguish whether performance gaps were driven by skill deficiencies, low AI adoption, lack of autonomy, or weak operational discipline, leading to generic and inefficient training programs.
The solution
AIDATACY used iCyWALL to analyze behavioral metadata across internal tools and workflows, following privacy-by-design and GDPR-aligned principles. Employees were segmented based on observable digital behavior, enabling HR to identify recurring root causes and redesign training paths around evidence-based capability gaps, rather than role-based assumptions.
The Results
700+
Employees have full digital competency map
0
Personalized training pathways
40%
Reduced of time wasted on incorrect assessment
How we solve that
Looking Ahead
Following the successful rollout across HancoGroup’s headquarters and flagship business units, AIDATACY and HancoGroup are expanding their collaboration to include all subsidiaries in hospitality, transport, and real estate. Leveraging iCyWALL’s analytics platform, the next phase will integrate predictive talent modeling and personalized AI coaching agents—transforming HR from a support function into a strategic growth engine.
Favorite feature
Metadata-Powered Competency Mapping Engine
Visualizing digital behavior and skill gaps in real time is now a reality. Thanks to AIDATACY’s AI-powered behavioral analytics engine, HR can now map the digital competency of 700+ employees across 20+ business applications—delivering actionable insights in under 3 seconds.
Summary
The partnership between AIDATACY and HancoGroup represents a major milestone: A new data-driven HR model built on behavioral metadata and AI analytics. Employee performance insight without intrusive monitoring. A blueprint for digital workforce transformation in the age of generative AI.
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