LLM knowledge assistant
Retrieval-augmented assistant with guardrails, Thai-language optimisation, and usage analytics.
5–8 weeks
Timeline
฿320,000
Starting at
2
Deliverables
Solution
This blueprint ships with delivery playbooks, artefacts, and guardrails so the path to production stays predictable.
Popular add-ons
- AI Change Management Workshop
- Team Upskilling Sprint
Highlights
- Guardrails for sensitive content
- Usage analytics and feedback loops
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 specific use case, tailor the deliverables, and align it with the right package tier.
Bring to the call
- Existing systems/data context
- Target business KPIs
- Timeline & stakeholders