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TH Thailand

/ Conversational AI for Thailand · delivered from our Singapore office on Thai hours

Conversational AI for Thailand, wired into your service desk.

We build assistants that resolve real tickets and orders inside your service desk and messaging channels, delivered from our Singapore office on Thai working hours (UTC+7), with calls and demos on Bangkok time.

2,500+Projects delivered
10+Offices, Singapore nearest
1,000+Engineers
95%Client retention

/ Applied conversational AI

Conversational AI, engineered for Thai operations.

Voice and chat assistants wired into the CRM, ERP and ticketing systems your contact centre already runs, handling Thai and English inside the same conversation.

Platform

AI contact-centre platforms

Voice and chat that closes a routine contact outright, and hands the awkward ones to a person with the whole thread attached.

Omnichannel

Omnichannel virtual agents

One assistant across LINE, web chat, your app, WhatsApp and voice, carrying the same thread between them instead of starting again.

Copilot

Agent assist & copilots

Draft replies, summaries and next best action shown to the agent while the customer is still on the line, so the desk gets faster rather than smaller.

Understanding

Intent, NLU & knowledge

Intent models trained on your own tickets and grounded in your own policies, with Thai segmented into words before anything is matched or retrieved.

Integration

CRM & backend integration

Assistants wired into Salesforce, Odoo and your ticketing tool through their own interfaces, so the assistant raises the ticket rather than telling the customer to.

Governance

Secure, governed conversations

Consent, redaction, guardrails and a full transcript trail, written against the Personal Data Protection Act your compliance team answers to.

A few of the 2,000+ brands Brainvire has delivered for worldwide

McAfeeRev-A-ShelfNikeTridelPAN HomeAmerican LightingBay Alarm MedicalCenomi RetailOCuSOFTEntrepreneurLarsonAmerican Tire Depot

/ Global proof, regions named

Conversational AI outcomes, on the record.

Regional programmes first, delivered from Singapore; global work from the same bench follows.

Our published conversational work — intent classification and drafted replies inside American Lighting’s service desk, chat ordering wired into Planet Pharmacy’s platform, and an HR assistant rebuilt on OpenAI — is answered in the questions further down this page. What we deliver into Thailand is in the Thailand case studies, and the models behind these assistants are on our AI development in Thailand page.

/ What we build

What a conversational AI team actually builds.

Eight practice areas, one accountable team: the platform, the language models, the integration and the governance around them, built into the tools your desk already opens.

/01

AI Contact-Centre Platforms

Voice and chat that finishes a routine contact and escalates the rest with the whole thread attached.

Voice & chat resolution
/02

Omnichannel Virtual Agents

One assistant on LINE, web chat, your app, WhatsApp and voice, carrying the same context between them.

One assistant, every channel
/03

Agent Assist & Copilots

Draft replies, live summaries and next best action, shown to the agent while the customer waits.

Copilots for your team
/04

Intent, NLU & Knowledge

Intent models trained on your own tickets, with Thai segmented into words before any match is attempted.

Grounded in your content
/05

CRM & Backend Integration

Assistants wired into Salesforce, Odoo, order and ticketing systems, so they act rather than advise.

Wired into your systems
/06

Secure, Governed Conversations

Consent capture, redaction, guardrails and a transcript trail built for the Personal Data Protection Act.

Governance built in
/07

Conversation Analytics & QA

Containment rate, escalation reasons and sentiment pulled out of every conversation, in Thai as well as English.

Visibility, not a black box
/08

AI Strategy & Evaluation Harness

A short roadmap for where an assistant pays back first, plus the test harness that proves a change helped.

A way to test what works

/ How we deliver

How a chatbot gets to production.

Four stages, one named owner, and a working assistant you can talk to at the end of each. Every ceremony sits inside Bangkok office hours.

01020304
Step 01

Discovery & Conversation Design

We read your real ticket history, rank the intents by volume, agree which ones the assistant may close on its own, and settle the Personal Data Protection Act questions before a line is written.

Step 02

Model & Knowledge Build

Intent models are trained on your tickets and grounded in your own policy content, then reviewed in a session you sit in rather than a report you receive.

Step 03

Integrate & Handoff

The assistant lands inside your CRM, ERP and ticketing tools, and the handover to a person is designed at the same time rather than bolted on later.

Step 04

Deploy & Tune

Launch comes with containment reporting and a test harness, on the release pipeline our DevOps engineers who deliver into Thailand build alongside. Retraining follows as your intents move.

/ The conversational AI stack

The stack behind the conversations.

Models, channels and platforms chosen to fit your data and your stack, deployed in a Thailand cloud region where your provider runs one and the nearest regional one otherwise.

LLMs & NLU

Intent recognition and language understanding on GPT, Claude and open models, tuned to your own product vocabulary in Thai and English. Brainvire is an OpenAI partner.

Channels

LINE first, because that is where Thai customers already are, then web chat, your own app, WhatsApp, voice and social.

CRM & Backend

Salesforce, Odoo, Adobe Commerce and your ticketing tool, connected through their own interfaces so the assistant completes the task.

Retrieval & Knowledge

Vector stores and retrieval grounded in your own documents. Thai is segmented into words before it is chunked, because Thai writes without spaces between them.

Cloud & Hosting

Azure AI, AWS and Google Cloud for hosting and inference, placed in the region your own policy requires.

Evaluation & Governance

A test harness, guardrails and transcript trails that show whether a prompt or model change helped before customers meet it.

/ Accelerators

Accelerators that cut the first release.

Retrieval, guardrails and evaluation tooling from earlier assistant builds arrive packaged, so the riskiest part of a rollout starts most of the way done.

GenAI
6 to 10weeks to a governed assistant in production

GenAI Copilot Accelerator

Retrieval, prompt scaffolding and safety guardrails carried over from earlier builds mean a governed agent assist copilot reaches production in weeks rather than quarters.

Time to value · 6 to 10 weeksSee the playbook →
Automation
8 to 12weeks to a document pipeline behind the chat

Document AI (IDP) Accelerator

Extraction, validation and human review, pre-assembled so a customer can ask for an outcome in chat instead of filling in a form and waiting. It reads Thai and English paperwork.

Time to value · 8 to 12 weeksSee the playbook →

/ Industries

Where a virtual agent pays for itself.

The same disciplines that make an assistant trustworthy in production, applied to the sectors that drive the Thai economy.

/01Retail & eCommerce→
/02Automotive→
/03Healthcare→
/04Finance & Fintech→
/05Diamond & Jewelry→
/06Education→
/07Media→
/08Real Estate→
/09Logistics→

Retail & eCommerce

Our busiest lane: order status, returns and stock questions answered in chat, against live inventory rather than a stale export.

Explore Retail & eCommerce engagements →

Automotive

Service booking, parts availability and fitment questions answered by an assistant that reads the dealer system directly.

Explore Automotive engagements →

Healthcare

Appointment booking, prescription status and triage questions handled with consent and redaction designed in from the first workshop.

Explore Healthcare engagements →

Finance & Fintech

Balance, statement and application status questions answered under the audit trail a regulated lender has to produce.

Explore Finance & Fintech engagements →

Diamond & Jewelry

Assistants that understand carat, cut and certification, so a customer question about a stone gets a correct answer rather than a generic one.

Explore Diamond & Jewelry engagements →

Education

Enrolment, fee and timetable questions answered around the clock, alongside the centralised learning system we localised for Thailand.

Explore Education engagements →

Media

Subscription, billing and content questions handled in chat, so a churn moment becomes a conversation instead of a cancellation.

Explore Media engagements →

Real Estate

Developers and brokerages qualify enquiries in chat and pass a warm, complete record straight into the sales system.

Explore Real Estate engagements →

Logistics

Shipment status, booking and exception questions answered from the operations system, in Thai and in English.

Explore Logistics engagements →

/ In their words

In our clients’ own words.

Brainvire demonstrated reliability, a commitment to delivery, and helped us maintain momentum on critical roadmap items.

Read more client reviews →

/ On the record

Mr. Jameson Chow
Mr. Jameson ChowManager, Food Bank
Brainvire configured our system with minimal customisations and delivered in a very short timeframe, saving us time and cost.
Verified on Clutch
Joey Raymond
Joey RaymondDigital Development Manager
Brainvire has been invaluable, on budget and very responsive. They’d bend over backwards to help us in every way they can.
Verified on Clutch
Mr. Kevin Clor
Mr. Kevin ClorCIO, Tent and Table
Brainvire has helped our business grow, it feels like a true partnership. Seven great years, and we’re looking forward to more.
Verified on Clutch
Brandon San Antonio
Brandon San AntonioCOO, Matrix Warranty Solutions
We’ve worked with Brainvire for six years. They’re task-oriented and great at turning projects around in an expedited fashion.
Verified on Clutch
Adrianna Nava
Adrianna NavaFounder
Brainvire built a really good plan for my business, brought consistency, and took a lot off my hands. I can’t say enough good things.
Verified on Clutch
Shalin Shah
Shalin ShahDirector of IT
Brainvire is a real partner, very different from other outsourcing companies. They’ve mastered communication and delivery.
Verified on Clutch
Wayne Carlyle
Wayne CarlyleOwner
The Brainvire team has lived up to every commitment. They gave us a part-naming convention that lets us configure our product line.
Verified on Clutch
Bruno Binet
Bruno BinetManaging Director
Brainvire’s response is always fast, and their delivery has been quick and elevating. I really recommend their services.
Verified on Clutch

/ Recognition

Recognition, on the record.

Financial Times2025

Financial Times

The Americas' Fastest-Growing Companies

Inc. Regionals2025

Inc. Regionals

Fastest-growing private companies in America

Deloitte Technology Fast 5002024

Deloitte Technology Fast 500

North America's fastest-growing tech companies

Clutch Global2024

Clutch Global

Top B2B service provider, global rankings

As covered byClutchGoodFirmsGartner Peer InsightsG2Financial Times

/ Working with us from Thailand

How a Thai rollout actually runs.

Brainvire has no office in Thailand. Delivery is remote, from ten or more offices, and we would rather write that here than imply a Bangkok address we do not hold.

LINE Official Account is the primary Thai channel we deploy into; logs and retention under PDPA (B.E. 2562).

Hours

Reviews inside your working day

Indochina Time gives a full working day of overlap with our delivery centres. Conversation design reviews, escalation rules and release sign-off happen with your team in the session, not in a document sent afterwards. The named owner on your account answers inside your day. Model choice usually falls out of the same conversation as an AI and machine learning build or a generative AI build already in scope, so the three get scoped together.

Language

Thai is engineering, not a translation setting

Thai is written without spaces between words, so segmentation has to happen before anything is indexed, chunked or matched. Business messages carry Buddhist Era dates, thirteen digit national ID numbers and Thai address formats. Mixed Thai and English inside one sentence is normal, and the intent model has to survive it. We handle all of that at the pipeline layer rather than hoping a language toggle covers it.

PDPA

What the assistant may keep

A conversation log is personal data the moment it carries an identifier. We record the lawful basis for every field during discovery, redact or drop what the assistant does not need before a model sees it, and agree how long transcripts are kept rather than leaving a platform default in place. Consent wording for the chat entry point is drafted with your team, not copied from a template.

Channels

LINE is the front door here

Thai customers reach brands on LINE far more than on any other messaging app, so the LINE Official Account is usually where the assistant goes live first and web chat follows. The same intent model and the same knowledge base serve every channel, so a customer who starts on LINE and finishes on your website does not repeat themselves. Generative components run on our OpenAI partnership.

/ Questions, answered

Questions Thai buyers ask first.

Do you have a conversational AI team in Thailand?

No, and we will not imply otherwise. Brainvire has offices in the United States, the United Arab Emirates, Singapore and India, with 1,000+ engineers behind them, and delivers to Thailand remotely. Indochina Time overlaps a full working day with our delivery centres, so your named delivery owner is reachable inside your own office hours. If you want people in a room in Bangkok for conversation design, say so at scoping and we will plan the travel rather than pretend it is not travel.

Have you built a chatbot for a Thai company?

Not yet, and dressing up work from another market as local would be the fastest way to lose your trust. What we can show is delivered conversational work: intent classification and drafted replies inside American Lighting’s service desk, which took one desk from about 250 orders a day to between 400 and 1,000; chat ordering wired into Planet Pharmacy’s platform across 700+ pharmacies; and an HR assistant rebuilt on OpenAI for a client who did not release figures. Our documented work for groups trading into Thailand is Odoo and commerce, on our Odoo ERP in Thailand page.

Does the assistant work properly in Thai?

Yes, and it takes deliberate engineering rather than a language setting. Thai is written without spaces between words, so segmentation runs before anything is indexed, chunked for retrieval or matched to an intent. Messages carry Buddhist Era dates, thirteen digit national ID numbers and Thai address formats, all of which have to be recognised and normalised. Customers routinely mix Thai and English inside a single sentence, so the intent model is trained on that rather than on clean text.

Can it run on LINE?

Yes, and for most Thai consumer brands that is where it should launch. We build against the LINE Messaging API for a LINE Official Account, then extend the same assistant to web chat, your own app, WhatsApp and voice. One intent model and one knowledge base serve every channel, so a customer who starts a question on LINE and finishes it on your website is not asked to repeat it.

What does the Personal Data Protection Act mean for chat transcripts?

Treat a transcript as personal data from the first message, because that is what it is once an identifier appears in it. During discovery we record the lawful basis for every field the assistant captures, redact or drop what it does not need before a model sees it, and agree a retention period with you rather than accepting a vendor default. Consent wording at the chat entry point is drafted with your team. If a customer later asks what was held about them, the answer has to be producible, so we design for that rather than retrofitting it.

Can it plug into the CRM or ERP we already run?

That is the usual shape of the work. Assistants connect to Salesforce, Odoo, Adobe Commerce and ticketing tools through their own interfaces, so the assistant checks a real order, raises a real ticket or books a real appointment instead of telling the customer where to go and do it. The American Lighting build is exactly that pattern: a message arrives in the service desk at one end and a validated draft order appears in Adobe Commerce at the other.

Should we build a custom assistant or buy an off-the-shelf platform?

It depends on how much the assistant has to know about your own products and systems. A narrow question and answer bot can start on an off-the-shelf platform and often should. An assistant that has to close a contact end to end needs your intent data, your policy content and integration into the systems that hold the answer, and that is where we get engaged. We will say plainly when a product would serve you better than a build.

How will we know it is working after launch?

Every assistant ships with a test harness and a baseline. Containment rate, escalation reasons, answer accuracy and handover quality are tracked against that baseline in Thai and in English, so a prompt or model change is judged on evidence rather than on a feeling that it reads better. The walkthrough happens with your team before release, and the reporting transfers to you afterwards while we pair through the first tuning cycle.

Do you work in Thai?

We work in English. Calls, documentation and support for Thailand are delivered in English by our Singapore team.

/ Next step

Put a virtual agent to work.

Thirty minutes with a Brainvire AI architect, booked on Bangkok hours. You leave with one page naming the contact types an assistant could close first, and what each one costs you today.

Scope your conversational AI build →