Your AI can already reason. Give it Thailand's company intelligence.
One read-only connection gives your AI structured access to company records, financial history, industry intelligence, product activity, and director networks across Thailand.
Works with Claude, Claude Code, the OpenAI Responses API, and compatible MCP clients.
- Claude
- Claude Code
- OpenAI Responses API
- Any MCP client
“Find profitable Bangkok logistics companies with THB 100M–500M revenue and rank them by three-year growth.”
taxonomy00:01Load the logistics industry codes and their neighboursscreen_companies00:04Filter for Bangkok, THB 100M–500M revenue, profitablediscover_companies00:08Catch operators registered under adjacent codesfinancial_history00:13Pull three filed years for every candidatemarket_intel00:19Compare each margin against its industry percentileEvery step is read-only, and every step is shown, so you can check the work.
Ranked shortlist
| # | Company | Revenue (THB) | Net margin | 3Y growth |
|---|---|---|---|---|
| 1 | Company A | 486M | 9.4% | +21.3% |
| 2 | Company B | 402M | 11.2% | +18.7% |
| 3 | Company C | 318M | 7.9% | +16.1% |
| 4 | Company D | 264M | 12.6% | +12.4% |
| 5 | Company E | 187M | 8.3% | +9.8% |
Latest filed year: 2024 (BE 2567)
Methodology
Screened on the registered logistics codes, then widened by activity search to catch operators filed under adjacent codes. Revenue and margin come from the latest filed statements; growth is computed across three filed years.
Risks to verify
- Two candidates have not filed for 2024 yet, so their rank is provisional.
- Group revenue may sit in a related entity rather than the operating company.
- Margins are before related-party adjustments.
From prompt to decision
One prompt. A complete Thailand research workflow.
Ask in plain English
State the decision you need to make, not the database fields you think you need.
Max Data casts multiple nets
It combines industry codes, semantic matches, product activity, rankings, financial filters, and company networks.
Receive traceable work
Get ranked results, supporting figures, data years, research steps, and limits you can review.
Built for analyst work
Start with a question, not a blank spreadsheet.
Six playbooks ship with the server. Each one is a prompt your AI can run, and each one chains the tools an analyst would reach for anyway.
Due diligence
Review financial health, directors, related parties, market position, and risks.
due_diligenceMarket entry
Size a market, understand its structure, and identify partners or acquisition candidates.
market_entryM&A target scan
Build and rank a target universe using several discovery methods.
ma_target_scanSuccession scan
Estimate succession signals with transparent proxies and clear limitations.
succession_scanCompetitor map
Find direct, semantic, product-level, and connected competitors.
competitor_mapLead generation
Create financially qualified Thai company lists with available contact data.
lead_generation
Top-down convergence
Do not trust one keyword. Converge on the answer.
Thai companies do not always register under the code or wording you expect. Max Data MCP can search through several independent paths, merge the results by registration number, remove duplicates, and show how the final list was built.
Independent nets
- Merge by registration numberEvery net returns the same 13-digit key, so results line up.
- Remove duplicatesA company found five ways is still one company.
- Compare and rankScore on the metrics the question actually asked for.
- Analyst-ready outputRanked, sourced, dated, and open to challenge.
Several perspectives. One de-duplicated answer.
Not just search
Structured intelligence your AI can actually use.
Company dossier
Registry status, board, capital, latest financials, ratios against industry percentiles, distress flags, and available contacts, in one structured response.
company_profileFinancial history and industry percentiles
Up to 26 filed years per company, drawn from 9.75M company-year statements, with ratios and national revenue and profit ranks.
financial_historyMarket size and concentration
Market size, HHI and CR1/CR5/CR10 concentration, size mix, trend, and survival rate, at industry-code, section, or national zoom.
market_intelDirector and related-party network
Shared-board networks, co-directors, family groups from 665k director profiles, and the path between two companies.
company_connectionsProduct-level company discovery
What companies actually make and sell, not just the single code they registered under: 599 product tags mapped across 363k company links.
discover_companiesQualified lead list
Screened on financial criteria, enriched from 125k web-enriched company records, and returned export-ready.
lead_listWhat you can ask
Fifteen tools today. Anything else, just ask.
The packaged tools cover the questions analysts ask most. When a question falls outside them, your AI can query the same data directly under a read-only guard, and read the schema to find out what is there. The answer is a question away, not a feature request.
Questions your AI can already work through
“Which family groups control the most revenue in Thai cold-chain logistics?”
“Find every profitable company in Chonburi whose margin has fallen three years running.”
“Do these two companies share any directors, and how closely?”
“Size the Thai restaurant market and tell me how concentrated it is.”
“Build a list of SME manufacturers with a website and filed 2024 accounts.”
“Who else sits on the boards this director sits on?”
Ask past the tools
Guarded read-only SQL covers the questions no packaged tool anticipated, and a published schema resource tells your AI exactly what it can reach for.
Playbooks that chain the work
Six analyst playbooks ship as prompts. Your AI runs the whole sequence, not one lookup at a time, and shows you every step it took.
More clients as the standard spreads
MCP is an open standard, so new clients work as they adopt it. Native chatgpt.com connector support is planned once OAuth is completed.
Security by design
Read-only by design.
The MCP data connection uses SELECT-only database access. Calls are authenticated, metered, and recorded. Your AI can research Max Data, but it cannot modify the underlying company database.
No write path exists anywhere along this line.
SELECT-only data access
The database role holds SELECT and nothing else, with read-only transactions by default.
Hashed API keys
Keys carry the mxd_ prefix and are stored only as hashes.
Metered tool calls
Each call is priced and debited server-side in one atomic step.
Idempotent retries
A retried request is designed never to charge twice.
Usage ledger
Every credit movement is a ledger row, so balances reconcile.
Query and response safeguards
A grammar gate on SQL, query timeouts, connection limits, and response-size caps.
Setup
Connect in minutes.
Add your Max Data MCP endpoint and key to a supported AI client, then ask a Thailand company question in plain English.
One command in your terminal.
claude mcp add --transport http maxdata https://mcp.maxdatathailand.com/mcp \
--header "Authorization: Bearer mxd_YOUR_KEY"- Server URL
- https://mcp.maxdatathailand.com/mcp
- Auth
- Bearer token in the Authorization header
- Access
- Read-only · Metered · Logged
Native chatgpt.com connector support is planned after OAuth is completed.
Frequently asked questions
What is Max Data MCP?
It is a read-only MCP server that exposes Max Data's Thai company intelligence as 15 tools your AI client can call. Your AI does the reasoning; the server supplies structured, sourced data.
Which AI clients does it work with?
It works with Claude, Claude Code, the OpenAI Responses API, and compatible MCP clients. Native chatgpt.com connector support is planned once OAuth is completed; until then the OpenAI Responses API route works today.
Can my AI change or delete Max Data records?
No. The database role holds SELECT permission and nothing else, transactions are read-only by default, and the SQL tool passes through a grammar gate. There is no write path.
What does it cost?
Usage is metered per tool call, and your remaining balance is visible inside your AI client at any time. We agree the plan with you when we set up your key.
Where does the data come from?
The same Max Data foundation the platform runs on: official Thai registry filings and financial statements, cleaned and computed, plus web enrichment for contacts and product activity.
Are the sample outputs on this page real companies?
No. Every sample here is an illustrative workflow with anonymized companies and figures, shown to demonstrate the shape of an answer rather than to publish a result.
Give your AI the Thailand context it is missing.
Access is by application. Tell us what you want your AI to research and we will set up a key.