CRYSTAL BRIDGE CO., LTD.
TOPTECH / AI, LLMS & CHATBOTS

AI, LLM & Chatbot Development

Build AI assistants that retrieve company knowledge, reference source documents and respect access permissions. Add human approval before sensitive actions.

SCOPE OF WORK

Scope the work your team needs

These are service options. The proposal defines the agreed scope and deliverables for your project.

01

Internal knowledge search

Prepare documents and design retrieval-augmented generation (RAG) with scoped access and source references.

02

Chatbots and AI agents

Connect conversation channels or existing APIs. Define permitted actions, staff handoff and approval rules.

03

Machine learning and model training

Assess data quality and baseline models before choosing training or fine-tuning. Evaluate on data held apart from training.

ACCEPTANCE & HANDOVER

Know what you will accept
before development starts

Agree test cases, acceptance owners and launch conditions before handover. Warranty periods, support coverage and response times are defined in the contract.

  • Data sources and access rules
  • Evaluation set and acceptance criteria
  • Agreed integrations and API documentation
  • Model operations and failure-review guide
A USEFUL FIRST CONVERSATION

What should you bring to an assessment?

Bring example questions, documents you are permitted to use, integration requirements and data-residency constraints. Do not submit confidential data through the website form.

If your team is based abroad, tell us your country, time zone and preferred language so we can assess scheduling and project constraints together.

Review the project journey

Before your project starts

Does every project need a new model?

No. We assess existing models with retrieval or API integration first. Training requires suitable data and evaluation evidence to justify the cost.

Can the system run in the cloud or on premises?

We assess data requirements, budget and hardware together. Feasibility depends on the selected model and infrastructure.

Will the AI always give the correct answer?

No. Evaluation, source references and escalation to a person are needed when information is insufficient or the task carries risk.

BUILD YOUR NEXT ADVANTAGE

Your next big move.
Starts with a conversation.

Talk to TOPTECHcrystalbridge.co.th@gmail.com
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