Business Model and Service Offering

Service structure and delivery

cybrixfy organizes learning around three delivery formats: open courses for individuals, cohort-based corporate programs, and short advisory sprints. Each format is anchored in case-based materials: workshop briefs, step-by-step lab guides, annotated conversation flows, and post-workshop integration checklists. Delivery combines live instruction with self-paced modules and assessed project submissions so learners produce reusable artifacts rather than just certificates.

In cohort programs we assign team-based scenarios that reflect real operational challenges — for example, automating common customer support intents, designing handoff patterns between AI and human agents, and building searchable internal knowledge assistants. Each cohort concludes with a demo day where teams present working prototypes and receive structured feedback tied to measurable adoption criteria.

Target audiences and specialization

We design curricula for three primary audiences:

• Individual practitioners: product managers, support specialists, and developers who need practical skills and reusable templates.
• Teams and corporate cohorts: cross-functional groups that require tailored scenarios and deployment checklists.
• Technical leads and integrators: focused labs on architecture, data handling, and safe rollout practices.

Course tracks are modular so organizations can mix core scenarios (conversation design, intent mapping) with specialized extensions (multilingual support, analytics, or conversation orchestration). Each track includes example playbooks and a recommended rollout roadmap.

From scenarios to deployed prototypes

A core principle at cybrixfy is converting learning artifacts into operational prototypes. After scenario workshops, participants follow a guided path to implement a minimum viable assistant that addresses a defined use case.

These prototypes are intentionally practical: they include testing scripts, sample training data, conversation logs for review, and handoff documentation so internal teams can iterate after the course.

Curriculum design and assessment

Each course follows a learning path composed of scenario brief, guided labs, a team project, and an evaluation that measures applied skills. Evaluations focus on the quality of the delivered prototype, the relevance of scenario mapping, and the clarity of documentation for handoff.

Instructors use rubrics derived from production practices to assess projects. These rubrics prioritize safety, clarity of user journeys, maintainability of configuration, and measurable reduction of manual touchpoints in the target workflow.

Assessment highlights

Outcomes aim to leave teams with a reproducible process for future assistant development: scenario templates, intent taxonomies, labelled examples, test cases, and a short operational checklist.

Engagement and scheduling

Open courses run on a monthly schedule with fixed syllabi and public case studies. Corporate cohorts are scheduled on demand and begin with a scoping workshop to adapt scenarios to the organization's data and workflows.

Advisory sprints are short engagements (1-3 weeks) where we help teams scope a pilot, build a small prototype, and deliver a prioritized rollout plan with risk- and resource-aware recommendations.

Pricing and engagement options

Pricing is modular and tied to the format and level of customization: public course fees, per-seat corporate rates, and fixed-price sprints. Pricing details are available on request to ensure they reflect the scope of scenario adaptation and technical integration required.

• Public course: per-seat fee, includes labs and templates.
• Corporate cohort: cohort-based pricing with scoping and post-cohort support.
• Advisory sprint: fixed fee based on sprint scope and deliverables.

We provide clear deliverable-based contracts so organizations understand what is included: workshop days, delivered artifacts, and optional follow-up support.

Local presence and compliance

cybrixfy operates with a local presence in Phuket and supports organizations across Thailand. We incorporate region-specific examples and address common regulatory and operational constraints relevant to local teams.

When building scenarios, instructors emphasize data minimization, role-based access controls for training artifacts, and safe testing practices that reduce exposure of sensitive information.