Hands typing a question into a legacy terminal while streams of business data flow upward into a glowing AI network, representing a natural-language question pulling data from old systems for frontier AI to analyze
On-prem & Cloud Deployment · Local LLM Ready

Your Business Data Ready for AI

Thara connects, prepares, and governs your business data so your team can query, analyze, and trigger tools through AI within agreed scopes.

Deployable on-premise or on cloud with Local LLM options. Keep your existing systems running normally while accessing operational data through audited, role-gated controls.

Your existing systemsThara MCPAny AI
Read-only by designRole-based accessFull audit trail
Thara

— The River of Data. Connecting Your Business to the World of AI.

Every system you've run for decades has recorded everything — but the data has never truly been analyzed. Thara lets it all flow into the world of AI. Ask your own questions. Build your own reports. Let leading AI minds analyze your business every day — from monthly reports to realtime insight.

This isn't a DIY project — Thara is a service built from real, hands-on experience running AI transformation for 20+ companies across industries. We've already done the thinking. It's a genuine shortcut to AI transformation, not another initiative waiting on your internal team's bandwidth.

Read our full story

20+

companies across industries, hands-on

Our services — 7 things we do for you

From the systems you run today to the day your executives ask AI directly. Every step in between is ours.

Data discovery and mapping
Our agent scans the systems you already run and maps what data exists, where it lives, and how it relates — so your team never has to hand-document a schema.
Connectivity for any legacy system
Wherever the system sits — an on-premise database, cloud, external SaaS, or a legacy system that can only export files — we pick the method that doesn't disturb the software your staff use every day.
Custom MCP tools for your systems
The core of the service: MCP tools built against your real schema, one tool per data domain, each validated against live data before it is switched on.
Security and governance setup
Before any AI touches your data, the controls go in: enforced read-only access, role-based permissions, and PDPA-aligned masking of personal data.
Enablement on your AI, plus the Admin Console
We connect Thara to the AI your team actually uses — Claude, ChatGPT, Gemini, or a model you run in-house — and hand you the console that controls who can access what.
Cross-system reconciliation — worked jointly with your team
This one we cannot do alone, and shouldn't. We build the tooling that matches records across systems and surfaces what doesn't tie out — but the people who know why a given variance exists, and how it should be adjusted, are your finance team and data owners. So we work alongside them rather than taking it over.
Ongoing operation after go-live
We don't disappear at go-live. We keep the connections running, and add or revise tools as your business changes.

Real numbers from systems in production.

Counted from live deployments, as of 2026-09-01 — not estimates.

21

Systems connected live

544

MCP tools built

20+

Group companies connected

10

Properties connected live

Ask anything. In plain language.

Example questions you can ask right away, in plain language, through Thara's MCP tools.

Golf division revenue vs. hotel division revenue this year?
Off-site catering revenue this month?
Average monthly occupancy this year vs. last year?
Staff-to-guest ratio per shift today?
Which expense categories are over budget this month?
Total IT and software costs across every property this year?
Is this month's marketing spend paying off?
Which VIP guest has stayed with us most this quarter?
Positive vs. negative online review rate this month?

A sample of 100+ questions already asked in production — and you can ask anything your data can answer, not just what's listed here.

From Static Reports to AI-Ready Operational Data

Move from rigid reporting cycles to interactive, role-governed operational queries that complement existing dashboards.

✕ Traditional Reporting Bottlenecks

  • Waiting weeks for new custom reports or static dashboards
  • Siloed data locked across separate legacy software
  • Difficult to audit and control granular data access permissions

✓ The Thara Intelligence Layer

  • Instant operational answers and analysis within assigned permissions
  • Unified cross-system context via Model Context Protocol (MCP)
  • Strict Role-Based Access Control (RBAC) and auditable event logging
THE GAP THIS CLOSES

Consultant-grade analysis, at a price a mid-sized business can actually pay

A business turning over 20 million baht a year cannot hire a top-tier firm to audit its finances — those engagements start in the millions of baht. Once your data is connected to Thara, you can have the best AI on the market do that work every day instead.

Work that used to need an engagement

Walk the accounts, find where cost is leaking, compare performance across branches, flag the trend you should worry about before it's too late — every day, without waiting for a reporting cycle or a consultant's calendar.

What the cost becomes

An individual AI plan from a major provider runs roughly 600–700 baht a month. What you pay Thara is connectivity plus the service fee for your plan — not a seven-figure project fee.

The line we don't cross

AI does not replace an auditor or an advisor who must sign off on financial statements under law. But for checking your own business's health and getting an answer before you decide, you no longer wait on anyone.

Read the FAQ on this

Enterprise-Grade Infrastructure

Built for security, compliance, and connectivity across every system you run.

Universal Connector
Connects to SQL databases, REST APIs, and file exports from ERP, accounting, POS, PMS, HR, procurement, inventory, or anything custom-built, regardless of vintage.
Bring Your Own AI
Compatible with Claude, ChatGPT, Gemini, or self-hosted models — no vendor lock-in, no forced platform switch. Fully local, on-premise models are supported too: if you have the hardware, your data never has to leave your infrastructure.
Discovery Agent
Automated discovery agent maps your data landscape without requiring manual documentation.
Read-Only & Auditable
Strictly read-only access, PDPA-compliant audit logging, and comprehensive query tracking across every interaction.

Our Technologies

The engineering underneath the promise — not marketing language, the actual architecture.

Hash-Chained Audit Trail
Every audit entry is hash-chained, and an export carries a Merkle root you can recompute yourself from your own copy. That makes changes detectable by anyone holding an earlier export — it is tamper-evident, not tamper-proof: the chain is keyless and unanchored, so the installation owner can recompute it. We say so rather than implying a guarantee no on-premise log can make.
Deterministic Reconciliation Engine
N-way triangulation across multiple sources (sales systems, operational systems, GL) with confidence scoring — built for accounting across multiple branches and legal entities: period close, multi-currency revaluation, deferred revenue, and inventory stock-count variance.
PDPA & Data Sovereignty by Design
Subject-rights handling, breach operations, and compliance registries are built into the platform architecture, not bolted on after the fact.
Universal Adapter Framework
A pluggable adapter engine is what actually lets Thara connect to a direct database, a CSV export, or a REST API through the same contract.
FLAGSHIP DEPLOYMENT

Rende Group

Leading Thai hospitality and leisure group with a portfolio spanning hotels, golf, and F&B operations. Live in production, connecting every property through a single natural-language interface.

Read the full case study →

$ Query

"What was our occupancy rate at THE beachfront property last weekend, and how does it compare to Q3?"

Project Engagement Process

From initial discovery and scoping to rigorous UAT and governed handover.

1

Discovery & NDA

Explore business requirements, execute an NDA, and map data readiness without sending credentials upfront.

2

Connect & Govern

Build read-only MCP tools, apply role-based access control, and configure endpoint-level PII masking.

3

UAT & Handover

Validate data accuracy jointly, complete handover documentation, and maintain through the Golden Period.

The questions people ask us most

Answered in plain language — no technical background required.

What is Thara for, in plain terms?

AI already knows the whole world broadly — ask it anything and it answers. There is exactly one thing it doesn't know: what's inside your company. Thara is the service that connects the data from every system you already run so AI can read it, and then owners and authorised staff can simply ask AI about their own business data.

What can I actually ask? Give me examples.

Anything your systems already record. How many guests checked in today, and through which booking channel. How many Peking ducks the restaurant sold today. How today's cost compares with last month. Which branch performed best this week. Which stock items are about to run out. Normally these answers sit locked inside packaged software and you wait through several hands for a report. With Thara you ask and the answer comes back.

So what does it actually save?

The time it takes to reach your own company's data. What used to mean assigning someone, waiting for a data pull, waiting for a report, then waiting again because you wanted to see it from another angle, becomes a question you ask yourself and answer in seconds. The data you already own finally gets used for decisions instead of sitting inside software.

Can a successor straight out of university, who doesn't know the business yet, use this?

This is one of the clearest wins. Someone who has just taken over normally needs years to learn which numbers matter and what to look at first. Asking through Thara, AI summarises the company's numbers on the spot — month over month, year over year — and points out what is a genuine strength and which weak spot deserves attention now. It's like having someone with fifteen years in the business explain it to you, except every answer traces back to real data in your systems rather than a guess. The final call is still yours, but you no longer start from zero.

We're a small business — 20 million baht a year. We can't afford serious consultants. Can Thara stand in?

This is the gap Thara genuinely closes. A business turning over 20 million baht a year is never going to hire a top-tier consulting firm to audit its finances — those engagements start in the millions of baht. But once your company data is connected to Thara, you point the best AI on the market at it for the price of an individual AI plan, roughly 600–700 baht a month, and have it work like a consultant: walk the accounts, find where cost is leaking, compare performance across branches, flag the trend you should worry about, and answer questions every day without a per-hour meter. What you pay Thara is the connectivity and service fee for your plan, not a per-project consulting fee. To be clear about the boundary: AI does not replace an auditor or an advisor who must sign off on statements under law. But for checking your own business's health daily, and getting an answer before you decide, you no longer wait on anyone.

Ready to see Thara on your own systems?

Experience the security and power of unified enterprise intelligence.