LLM knowledge assistant
Retrieval-augmented assistant with guardrails, Thai-language optimisation, and usage analytics.
5–8 weeks
Timeline
AI Core
Type
2
Deliverables
฿320,000
Starting from / assistant
Solution
This blueprint ships with delivery playbooks, artefacts, and guardrails so the path to production stays predictable.
Outcomes
- Reduce document lookup time by 70%
- Visibility on adoption and questions
What you get
- Vector index with ingestion pipelines
- Prompt templates and governance checklist
Tech stack
Azure OpenAILangChainQdrantNext.js
Next steps
We will validate your use case, tailor deliverables, and align it with the right package tier.
Bring to the call
- Existing systems/data context
- Target business KPIs
- Timeline & stakeholders
Common Use Cases
Internal Knowledge Assistant
Help teams find internal information with citations and guardrails.
~70% faster information retrieval
Customer Support Chatbot
Automate FAQs and triage with integrations to your knowledge base and ticketing.
Reduced load, improved SLA
Sales & Presales Copilot
Ground answers in product docs, pricing, and contracts with traceability.
Faster summaries and responses