Built inside the business
01
The Binary Holdings ran its internal operations on Zoho. The TBH Intranet replaces it with one login-only web app for HR, approvals, Thai accounting, expenses, CRMs and an AI assistant, built around how the group works: several legal entities, Thai accounting requirements and multi-step approvals.
AI with a person on the judgement calls
02
ARIA, the intranet's assistant, combines Gemini and Claude models with embedding search over internal knowledge. Team-built agents on Google's Agent Development Kit have Gemini check that each sports clip is real match content and write its title and caption, with a Google Sheet as the human approval queue; a recruitment agent scores resumes and grades take-home cases, with human review for borderline candidates.
Integrated with the tools already there
03
Gmail, Google Sheets, Bank of Thailand exchange rates and PostHog in the intranet; the YouTube Data API and Apify in the content agents; the Avalanche P-Chain over JSON-RPC and Resend in a daily validator health report with four alert rules and a fallback when sending fails.
Close to the people who use it
04
He works directly with the people who use what he builds: Manut AI customers, GoGoCash merchant partners, and the companies he has run client projects and workshops for. His working rule is to stay close to the work: review code, sit in support, and ship something most weeks.
FAQ
- 01What is a forward deployed AI engineer?
- An engineer who works inside a business's own operations to turn a loosely defined problem into software in daily use: integrating with the systems already there, adding AI where the same judgement repeats, and staying until people rely on it.
- 02Does Kunanon Jarat work as a forward deployed engineer?
- He works this way as IT Manager & AI Engineering Lead at The Binary Holdings, where he leads internal AI agents, automations and the intranet's AI assistant. Open to Forward Deployed Engineer and AI engineering roles, based in Bangkok or remote.
- 03Which AI tools has he shipped?
- ARIA, the TBH Intranet's assistant, which combines Gemini and Claude models with embedding search over internal knowledge, and team-built agents on Google's Agent Development Kit for content operations and hiring, each with human review on the judgement calls.