How we deliver value

We offer three primary tiers: foundational self-paced labs, instructor-led team tracks focused on integration, and bespoke corporate workshops that include scenario design sessions. Outcomes are concrete artifacts: dialogue flows, prompt libraries, integration checklists, and evaluation reports.

Each tier includes example projects and a recommended path to take deliverables toward a production pilot while documenting operational constraints and testing criteria.

Corporate engagements begin with a needs analysis workshop to collect specific use cases and KPIs. From there we build a tailored track composed of case scenarios, hands-on labs for the team, and an implementation playbook.

• Discovery workshop with stakeholders
• Multi-week team training with applied labs
• Implementation playbook and handover

These engagements emphasize shared ownership and provide templates so internal teams can continue development after completion.

Course workflow follows a repeatable pattern: define the scenario, map user journeys, implement intents and responses, integrate with data or APIs, and run evaluation tests with example cases.

Instructors provide critique checkpoints and suggested improvement steps based on observed outcomes during labs.

Pricing is modular: per-person rates for public courses, per-seat team rates for cohort training, and project-based fees for bespoke workshops. Example: a two-day team workshop with hands-on labs and a custom playbook is quoted per engagement based on scope.

We include a practical scope definition and a list of measurable deliverables so customers can assess return on time contribute without predictive claims.

Sample scenario prices available on request

All estimates include preparatory discovery, workshop delivery, and a post-workshop summary with suggested next steps.

Support includes follow-up office hours, access to updated case libraries, and optional retainer packages for continued coaching and review of new scenarios.

We track improvement through specific metrics defined during discovery—response coverage, fallback rates, and evaluation scores from test cases.

Privacy and compliance are addressed in every engagement: data minimization in examples, guidance on storing and deleting logs, and documentation for local regulatory considerations relevant to Thailand.

• Case study: local SME implemented an AI assistant to triage customer inquiries, reducing average response handling time through scripted scenarios and monitored iterations.
• Scenario workshop: marketing team trained on prompt design to generate campaign drafts, then compared outputs against human edits to refine prompts and templates.
• Practical case: HR used role-play simulations to automate initial candidate screening questions and routing, with a staged rollout and performance checkpoints.

Each module in the business model series is anchored to a real-world scenario. Students follow step-by-step cases—from problem definition and data selection to prompt design and deployment—so that teaching materials map directly to operational outcomes in Thai business contexts.

Revenue channels focus on course subscriptions, corporate training packages, and one-off implementation projects. Each channel is illustrated with an example client scenario, showing pricing structure, delivery milestones, and expected timeframes for measurable skill adoption.

Cost structure and scaling examples outline instructor time, cloud compute for labs, and curriculum updates. Practical scenarios show how a small pilot cohort expands into an ongoing retainer for tailored content development and employee upskilling.