UPSPIRE AI Infrastructure
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AI solutions, from first strategy to national scale

Six practices that work alone or together. Each one ends with a system in production and a team that knows how to run it.

Practice 1

AI strategy & consulting

Find the few AI use cases worth funding, prove them fast, and govern them properly.

What you get

  • AI maturity and data readiness assessment
  • Ranked use-case portfolio with business cases
  • PDPA and AI governance framework
  • 12-month roadmap and pilot plan

Typical engagement

  • 4–8 weeks
  • Executive and team workshops
  • Board-ready investment case
  • Fixed price in THB or USD

Practice 2

AI agents & automation

Agents that understand Thai, follow your rules, and finish the task, not just answer a question.

Capabilities

  • Customer service agents on LINE OA, web, and phone
  • AI contact center with Thai speech recognition
  • Document processing with Thai OCR
  • Back-office agents in ERP, CRM, and email

Built in

  • Human-in-the-loop approvals
  • Full audit trail
  • Escalation to staff
  • Usage and quality dashboards

Practice 3

Enterprise knowledge AI

One assistant that answers from your policies, manuals, contracts, and project history, with sources.

Capabilities

  • Retrieval-augmented generation (RAG) in Thai and English
  • Citations to the source paragraph
  • Role-based access from your directory
  • Connectors to SharePoint, Google Drive, file shares

Governance

  • PDPA logging and retention
  • Private or in-country model hosting
  • Answer quality evaluation
  • Admin console

Practice 4

Data & analytics

AI is only as good as its data. We build the pipelines, models, and dashboards underneath it.

Capabilities

  • Data platforms and warehouses
  • Forecasting and optimization models
  • Computer vision and IoT analytics
  • Executive and operational dashboards

Stack

  • Cloud or on-premise
  • Open-source first, no lock-in
  • MLOps and model monitoring
  • Data quality controls

Practice 5

AI infrastructure & sovereign cloud

Run AI where your data must live: in Thailand, in your data center, or in a private cloud.

Capabilities

  • GPU cluster design and operations
  • Private LLM hosting, including Thai open models
  • Model gateway, cost control, and guardrails
  • Zero-trust security and identity

For

  • Banks and insurers
  • Hospitals
  • Government agencies
  • National AI programs

Practice 6

Applications & platforms

The product around the AI: apps your customers, staff, and citizens actually use.

Capabilities

  • Web and mobile applications
  • LINE mini apps and LINE OA integrations
  • Citizen and customer super apps
  • Smart hardware and edge devices

Commercial options

  • Custom build
  • White-label platforms
  • Enterprise and national licenses
  • API products

Products

Start faster on platforms we already built

Ready-made platforms you can deploy, white-label, or license, and extend with custom work.

AI contact center

Thai voice and chat agents with supervisor console.

Knowledge AI

Cited enterprise assistant with admin and analytics.

Document AI

Thai OCR, classification, and extraction pipeline.

Digital identity

Biometric KYC, liveness, and document verification.

Vision QC

Edge defect detection for production lines.

Smart city console

IoT, video analytics, and geospatial operations.

Super app framework

Multi-service citizen or customer app core.

Model gateway

One API for many LLMs, with cost and guardrails.

Next step

Not sure which practice fits?

Start with a 30-minute call.We will tell you honestly.

Book a consultation