Customer chatbot
Answers repeat questions on web and LINE OA all day, from your own information.
- LINE OA / web
- Cites sources
- Staff hand-off
Service · AI solutionsAI that answers
AI that answers
from your real data
Chatbots, document AI, computer vision and forecasting: data prep, model tuning, integration, launch and care. The same team behind Codelabs AI and Ahsim.
- 50+
- projects delivered
- 2
- revision rounds
- 30
- days free care
Answers on web, LINE or app, and shows which document each answer came from. · example shop chat
The AI systems we build
Document AI (NLP)
Search, summarise and extract data from large sets of Thai documents.
- Search
- Summaries
- Extract to tables
Computer vision
Read receipts and documents or check product photos automatically, as we do in Ahsim.
- Receipts
- Thai OCR
- Image checks
Predictive analytics
Forecast sales, stock or customers about to leave, from data you already have.
- Sales forecast
- Stock
- Dashboard
Every AI system comes with
ร้านเปิดวันอาทิตย์ไหมคะเปิดค่ะ 10:00–20:00 ยกเว้นวันหยุดนักขัตฤกษ์อ้างอิงเวลาทำการ.pdfประกาศร้านตัวอย่าง
- Collect and clean your data, with personal data masked
- Test on your real questions before customers see it
- Set rules: no guessing, hand off to staff when unsure
- Go live, watch unanswered questions, keep improving
AI is only as good as its data, so we start from yours and measure before every launch.
- Grounded in your dataEvery answer shows its source
- Understands ThaiTested on real Thai questions
- Data stays safePersonal data masked, PDPA-aware
- Connects to your systemsLINE, CRM, ERP, Sheets
- Hands off when unsureNever guesses to customers
- Monitored and improvedGaps reviewed and filled
From brief to AI in production
- BriefTell us the job for AI. Free.
- Data check + quoteCheck the data is enough, then a clear quote
- PrototypeTry it on your real questions first
- IntegrateConnect to LINE, web or your systems
- Launch + careMonitor, improve, 30 days of care
The tools we use
AI / ML
- Python
- PyTorch
- Hugging Face
- LangChain
Models
- OpenAI
- Ollama
Serve
- FastAPI
- PostgreSQL
- Redis
- Docker
- LINE OA
Questions about AI projects
- Three ways: a fixed project price when scope is clear, man-days with a budget cap (pay for days worked, never above the cap), or a monthly dedicated team. Every option starts with a written quote. Prices exclude 7% VAT.
- Two rounds per deliverable. Anything outside the agreed scope becomes a change request, priced before we start it.
- A free 30-day warranty after go-live covers defects in our work. After that, choose a Care Retainer (monitoring, security updates, about 8 hours of small changes a month) or a Priority SLA with 4-hour response and 99.9% uptime.
- Your content, images and accounts for any third-party services we connect, such as payments or LINE OA, plus feedback within two business days so the schedule holds.
- Domain, hosting and cloud subscriptions, third-party licences or API fees, and App Store or Play Store fees.