Selected Engineering Work
TryMarketOps
Verified selected engineering work for public-data B2B company intelligence, buying-signal analysis, and AI-assisted scoring.
View caseAI Adoption & Workflow Discovery
From THB 105,000~US$3,120Reference date: Oct 9, 2026 · Local price is authoritative; this is not a payment or settlement rate.
Buyer outcome
A written AI readiness map for Thai businesses — identifying which workflows are suitable for AI, what data boundaries are required, and a practical first step before any build commitment. Designed for hospitality, clinic, retail, logistics, and SME teams handling high inquiry volumes via LINE Official Account and other channels. No payment before scope is confirmed in writing.
Why security-led AI adoption matters
AI workflows connect to customer channels, documents, internal tools, and business systems. Each connection can introduce new risks: data exposure, unsafe outputs, excessive permissions, tool misuse, and unclear accountability.
This sprint helps identify premature automation of customer-facing booking or inquiry flows before approval checkpoints are defined, unclear data handoff from LINE OA and Messenger conversations to PMS, POS, or CRM systems, missing approval rules for pricing or booking decisions delegated to AI, wrong first workflow choices common in hospitality where full reservation automation is attempted before simpler FAQ handling is established, and personal data from LINE chats entering AI context without scoped data handling. AI services are structured around applicable personal data protection obligations and Thailand-appropriate data handling practices.
BilgeQor's AI services are built around written scope, confirmed data sources, permission boundaries, human approval points, and review before wider rollout.
Scope drivers
Number of workflows or departments reviewed
Internal use vs customer-facing automation — LINE OA, Messenger, web forms, CRM, or helpdesk
Data sensitivity and handling requirements aligned with Thailand-appropriate data handling practices
Existing tools — LINE OA, booking systems, PMS, POS, CRM, or internal systems
Number of stakeholder interviews required
Roadmap depth and format
Ideal for
- Thai hospitality and travel businesses managing high inquiry volume via LINE OA and Messenger
- Clinics, dental practices, and wellness businesses handling appointment bookings via LINE
- Retail and e-commerce operators receiving product inquiries and lead intake via LINE OA
- Schools and admissions offices with repetitive inquiry and FAQ workflows
- Logistics and import-export businesses with document request and inquiry workflows
- SME service teams unsure where to start with AI adoption
What is included
- Workflow and AI readiness review
- Use-case inventory
- Data boundary notes
- First-step implementation recommendation
- Build, buy, or integrate recommendation
- 30/60/90-day AI adoption roadmap
- Written summary and review call
What is not included
- Production AI build or agent implementation
- CRM, ERP, or helpdesk implementation
- Legal advice or AI compliance certification
- Unlimited stakeholder interviews
- Full data classification programme
- Payment or checkout before scope is confirmed in writing
Delivery process
1
Scope intake
Confirm workflows, departments, stakeholders, and data context in writing before any review work begins.
2
Workflow and data review
Structured interviews and workflow mapping to identify AI-suitable candidates and the surrounding data boundaries — including LINE OA, booking, and CRM-adjacent workflows.
3
AI opportunity prioritisation
Use cases are scored against readiness, value, and data sensitivity to identify a practical first step suited to Thailand business context.
4
Roadmap walkthrough
Written summary and a review call covering the 30/60/90-day roadmap and recommended next engagement.
Representative deliverable
AI Workflow Opportunity Map + 30/60/90-Day Roadmap
All AI services are request-first. Scope is confirmed in writing before any payment, deposit, or implementation commitment.
Frequently asked questions
Related evidence
Relevant Engineering work
Selected public case records related directly to this service scope. Each record keeps its attribution and disclosure boundary visible.
Request a scope review
Tell us about your team, workflows, and data context. We will respond with a written scope and confirmed deliverables before any commitment.