Three Structured Programs. One Shared Goal.
Each Sawan Link program is designed around a specific AI integration challenge — measurement, product, or talent. Time-bound, scoped, and built to leave capability with your organization.
← Back to HomeHow We Approach Every Engagement
Every program begins with the same four-step foundation before any work-specific methodology is applied. This consistency means clients always know where they stand — and why.
Define the exact scope, identify current-state metrics, and align on what success looks like before any recommendations are made.
Tailor the program structure to your specific organizational context, timeline, and team capacity. Agree on communication cadence.
Work progresses in defined phases, each with a review point where findings, outputs, and adjustments are discussed openly.
Every program closes with a structured handoff — documentation, training, and an optional 30-day check-in to confirm independent operation.
AI Impact Measurement & ROI Framework
A 3-week service that establishes clear metrics and measurement methodologies for tracking the actual business impact of your AI investments. We work with your finance, operations, and analytics teams to define meaningful KPIs, establish baseline measurements, build tracking dashboards, and create reporting templates that communicate AI value to stakeholders at all levels.
The framework accounts for quantitative returns — time savings, error reduction, revenue contribution — and qualitative outcomes such as employee satisfaction, decision quality, and organizational agility. Designed for CFOs, program managers, and AI leads who need to demonstrate value through credible, transparent measurement.
What's Included
- KPI definition workshops with finance & operations leads
- Baseline measurement methodology and documentation
- Custom tracking dashboard (built in your existing BI stack)
- Stakeholder reporting templates (exec-level and operational)
- Handoff training for your analytics or reporting team
AI-Driven Product Development Acceleration
Integrate AI capabilities into your product development lifecycle to reduce design iteration cycles, improve market-fit prediction, and accelerate time-to-launch. This 12-week service covers product data analysis, customer insight extraction using NLP and sentiment analysis, generative design exploration, A/B test optimization, and predictive demand modeling.
We work with your product managers, designers, and engineers to embed AI tools into their existing workflows rather than creating parallel processes. The approach respects your team's creative process while adding a data-informed dimension to key decision points.
What's Included
- Product lifecycle audit and AI integration mapping
- NLP-based customer insight extraction from existing data
- Sentiment analysis framework for market feedback
- A/B test structure and optimization layer
- Predictive demand model setup and documentation
- Team onboarding to all delivered tools
Full-Cycle AI Talent Development & Retention
A 16-week program that addresses the complete AI talent lifecycle — from identifying AI-ready internal candidates and building their skills, through creating career paths that retain developed talent, to establishing mentorship networks and communities of practice.
Content is tailored to the Thai employment market, acknowledging competitive dynamics for AI-skilled professionals and the cultural factors that influence employee loyalty and career satisfaction. Ideal for HR directors, talent development leads, and business unit heads.
What's Included
- Organization-wide AI skills gap analysis
- Personalized learning journey design per candidate group
- Project-based development assignments with milestones
- Performance milestone tracking framework
- HR and management retention strategy workshops
- Community of practice setup and facilitation guide
Which Program Is Right For You?
Use this guide to identify which program best matches your current organizational challenge.
| Consideration | ROI Framework ฿6,300 · 3 weeks |
Product Acceleration ฿18,600 · 12 weeks |
Talent Development ฿24,900 · 16 weeks |
|---|---|---|---|
| Your primary challenge | Proving AI investment value | Faster product iteration | Building & keeping AI talent |
| Best for | CFOs, program managers, AI leads | Product managers, designers, engineers | HR directors, L&D leads, business heads |
| Requires existing AI deployment | Not required | Helpful but not required | Not required |
| Team time commitment/week | 3–4 hrs (key leads) | 4–5 hrs (product team) | 3–5 hrs (participants + HR) |
| Primary deliverable | KPI framework + dashboards | AI-augmented product process | Talent pathway + retention plan |
| Can be combined with others |
Not sure which program fits? Reach out and we'll help you identify the right starting point.
Professional Protocols Across All Programs
Data Security
All client data is handled under a signed agreement, used only within the program scope, and never shared with third parties.
PDPA Alignment
Programs involving personal data are reviewed against Thailand's PDPA requirements before implementation begins.
Structured Communication
Pre-scheduled milestone reviews and written progress summaries are included in every program at no additional cost.
Full Documentation
Every technical output is accompanied by documentation your team can reference, update, and hand to future employees.
Named Engagement Lead
Each program has a dedicated lead who is your primary contact throughout — from scoping to handoff.
30-Day Post-Program Review
An optional structured review session is available 30 days after any program closes to confirm independent operation and answer residual questions.
Transparent, Fixed-Price Programs
ROI Framework
- KPI definition workshops
- Baseline measurement setup
- Tracking dashboards
- Reporting templates
Product Acceleration
- NLP & sentiment analysis
- A/B test optimization
- Demand prediction model
- Full team onboarding
Talent Development
- Skills gap analysis
- Learning journey design
- Retention strategy workshops
- Community of practice setup
Ready to Begin?
Tell us about your organization and the challenge you're working through. We'll help you identify the right starting point.
Request a Consultation