Service / Human Risk Management

AI Personal Trainer Service

Operate a chat-native AI coaching programme that brings contextual security guidance, microlearning and behavioral reinforcement into daily communication channels.

Business context

What this capability solves

Employees rarely return voluntarily to a security portal. A conversational trainer can make awareness persistent, personalized and responsive while keeping the organization focused on measurable risk reduction rather than content consumption.

EBP Integra delivery principle

Technology is implemented as an operating capability: architecture, integration, governance, assurance, people, procedures and measurable outcomes are designed together.

Deep-dive capabilities

Capability model

Modular building blocks allow the scope to start with a focused pilot and expand into an enterprise operating model.

Assess

Use role, knowledge, policy and approved behavioral signals to understand the learner context.

Reason

Select the next best learning action based on risk, history, role and programme priorities.

Act

Deliver microlearning, reminders, questions, challenges and contextual guidance through approved chat channels.

Two-Way Coaching

Allow users to ask security questions and receive policy-aligned guidance.

Progress Memory

Track learning progress and risk-relevant milestones without retaining unnecessary conversation content.

Escalation

Route sensitive questions, suspected incidents or exposed-credential events to human security teams.

Reference architecture

How the capability fits together

Final topology, control placement and deployment model are validated during discovery and detailed design.

People & Identity

Employee/contractor population, role, department, risk context, identity and organizational hierarchy.

Behavioral Risk Engine

Assessment, phishing outcomes, learning behavior, policy status, exposure signals and risk scoring.

Engagement & Intervention

AI-personalized coaching, microlearning, phishing simulations, campaigns, policy actions and workshops.

Management & Evidence

Dashboards, risk trends, compliance evidence, integrations, escalations and continuous improvement backlog.

Controls & governance

Data minimization and role-based access
Transparent purpose and acceptable monitoring boundaries
No punitive use of risk scores without governance
False-positive and contextual review for behavioral indicators
Controlled phishing rules and safe landing pages
Policy/e-sign evidence integrity
Retention limits for learning and simulation records
Escalation for exposed credentials or high-risk patterns
Management reporting focused on risk reduction, not surveillance

Priority use cases

Chat-native security awareness
New joiner onboarding
High-risk user coaching
Executive/VIP cyber hygiene
Phishing follow-up
Continuous culture reinforcement

Key deliverables

AI trainer persona/policy
Learning and coaching rules
Role journeys
Escalation workflow
Risk/progress dashboard
Monthly improvement report

Integration considerations

HRIS / employee directory
Google Workspace / Microsoft 365
SSO / identity provider
E-mail and approved chat channels
SIEM/SOC or security operations
GRC/policy repository
Ticketing/workflow platform
API/MCP integration layer

Implementation

Phased delivery

Each phase ends with evidence, acceptance criteria and a decision gate before broader scale-out.

1. BaselineImport population, assess maturity, establish human-risk baseline and segment priority groups.

2. PersonalizeConfigure learning, phishing, policy and intervention pathways based on role and risk.

3. EngageRun chat-native coaching, simulations, campaigns and culture activities in normal work channels.

4. MeasureTrack risk score, learning, simulation outcomes, policy completion and exposure signals.

5. ImproveTarget repeat-risk populations, refine content and controls, and report progress to management.

Outcome and KPI framework

Active engagementMicrolearning responseRisk-score reductionRepeat-risk reductionEscalation accuracyProgramme retention