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Investor Presentation · Seed Round

We're Building Execution AI for Industrial Materials

We built the transaction layer and the factory layer for Southeast Asian industrial B2B. Now we connect them with AI — and scale the network.

Seed Round$500K – $1M
Since 2015B2B trade in Southeast Asia
BangkokPlatform live in Thailand
Built & LiveMarketplace + REINDEERS.AI
Who We Are

11 Years of B2B Trade — Now Built Into a Platform

Offline B2B trade and logistics out of Bangkok since 2015. In 2026 we put that know-how on our own platform, live in Thailand.

CUSTOMERS 2,500+ Cumulative B2B customers, incl. Samsung · LG · POSCO and 150+ Korean firms SUPPLIERS 1,800+ China · Korea · ASEAN TRANSACTIONS 25K+ Verified trades — AI training data REPURCHASE 70–80% Contract-based repurchase rate 3 countries Legal entities · Thailand · Malaysia · China — a Southeast Asian business based in Bangkok TIMELINE 2015 Bangkok launch Offline B2B trade and logistics in Southeast Asia 11 years of field operations · customers · suppliers · trade data 2026 REINDEERS platform launch Live in Thailand Now
REINDEERS · Bangkok02 / 17
Market · Southeast Asia

An $804B Manufacturing Base Buying Industrial Supplies

ASEAN factories need materials, parts and MRO supplies every day — and still buy them by phone, email and spreadsheet.

ASEAN-10 manufacturing value added
$804B
2024 · sum of the 10 ASEAN countries (World Bank)
SEA MRO / industrial supplies
>$58B
Market size by 2029 (PSS Insight, cited by KrASIA)
MRO market growth
7%+ / yr
Annual growth of the SEA MRO market (PSS Insight)
Manufacturing value added by country · 2024 · USD
Indonesia $265B Thailand $128B Vietnam $116B Malaysia $95B Singapore $93B Philippines $72B
Sources: World Bank, Manufacturing value added (current US$), NV.IND.MANF.CD, 2024 · KrASIA, 15 Jul 2026, citing PSS Insight (SEA MRO market)03 / 17
Problem · The dealer trap

Southeast Asian Factories Are Stuck in a Dealer Market

Industrial materials still move through layers of dealers, email and spreadsheets. The buying company pays for every layer — in price, time and risk.

<5%
DX gap
Companies with digital systems for orders, quotes and logistics
<1%
AX gap
AI use in procurement and supply-chain decisions
30%+
Delayed trades
Held up by document errors and manual work
Layered dealer markups
Regional dealers add 30%+; imported goods 50%+
→ Pays far above source price, with no price transparency
No B2B marketplace
Lazada and Shopee are B2C; industrial B2B trade has no platform
→ Locked into a few dealers; cannot compare suppliers
Manual work everywhere
Quotes, documents, logistics and settlement by email and Excel
→ 2–3 days per quote; errors and rework
Disconnected systems
Trade, logistics and ERP run separately — if they exist at all
→ No data, no supply-chain visibility
Decisions on gut feel
No real-time demand or stock data; forecasting runs on experience
→ Excess stock, stock-outs and emergency rush orders
Customs barriers
HS code misclassification and TISI certification handled by hand
→ Shipment delays and penalties
DX / AX adoption, delayed-trade share and dealer margins are industry estimates from REINDEERS' field operations in Southeast Asia since 2015, not third-party statistics04 / 17
Solution

2 Products · 1 Industrial Data Loop

REINDEERS Marketplace captures industrial demand. REINDEERS.AI turns that demand into production and procurement decisions. Factory data flows back into pricing, availability and lead times — a closed-loop industrial commerce network.

PRODUCT 01 · TRADE REINDEERS Marketplace Captures industrial demand · Quotes, orders and payment · Trade documents and customs · Forwarding, warehousing, delivery · 1P + 3P industrial supply Buyer · Supplier · Forwarder · 3PL Live PRODUCT 02 · FACTORY REINDEERS.AI Turns demand into production and procurement · AI production planning · Material requirements & procurement · Inventory & production execution · Delivery planning Manufacturers · producers First subscribers Nov 2026 DEMAND RFQs · Orders Delivery dates · Forecasts SUPPLY INTELLIGENCE Inventory · Capacity Cost · Lead times
Marketplace alone
Commerce
AI MES alone
SaaS
Marketplace + AI MES
A proprietary demand / supply data loop
Closed-Loop Industrial Data · Demand ↔ Supply Execution05 / 17
Product 01 · REINDEERS Marketplace · Built · live since Feb 2026

One Platform for the Entire Industrial Transaction

REINDEERS controls the whole flow — from RFQ and sourcing to customs and final delivery — and earns on both 1P trade and 3P marketplace transactions.

Buyer
Requests quotes, orders and receives goods
Supplier
Quotes, confirms and fulfills supply
Forwarder
Handles international freight and customs
3PL
Warehouses, picks and delivers locally
STEP 1 Source & Quote RFQ · supplier quotes · comparison STEP 2 Order & Pay PO · payment · confirmation STEP 3 Trade & Customs CI · PL · B/L · HS code · customs STEP 4 Fulfillment Warehouse · delivery · POD
How we earn
1P trade
REINDEERS buys and sells. GMV is revenue, 35% gross margin.
+ Private Label · extension of 1P
OEM-made REINDEERS products for fast-moving items
3P marketplace
Suppliers sell directly; REINDEERS earns a commission.
REINDEERS Marketplace · reindeers.co.th06 / 17
Product 02 · REINDEERS.AI · Built · first subscribers Nov 2026

The Factory Execution Layer: AI MES / ERP / WMS

Built and rolling out to factories: one SaaS that plans production, automates purchase orders and runs the warehouse — and turns each factory's real demand into data.

01
AI production planning
Materials · process · timing
02
AI PO automation
Purchase orders drafted from the plan
03
Purchasing · sales · inventory
Real-time stock across warehouses
04
DVRP logistics
Dynamic vehicle routing for deliveries
05
Employee management
Attendance · roles · payroll
Pricing · reindeers.ai
$1,000 / month
or $10,000 / year on the annual plan
Subscriber plan
5
Nov 2026
→
8
Dec 2026
→
25
Dec 2027 target
REINDEERS.AI · AI MES / ERP / WMS SaaS07 / 17
Built for these problems

Today vs With REINDEERS

Every chronic problem of the dealer market maps to something we have already built — first digitise the trade, then let AI run it.

Work areaToday · dealer marketWith REINDEERSImpact
Purchase priceDealer markups of 30%+ (imports 50%+)~7% cheaper than customers' previous dealers — with margin to spare−7% price
Quotes2–3 days of manual comparisonAI quote comparison · under 30 minutes90% faster
HS codeClassified by hand · frequent errorsAI classification · 85%+ accuracy85%+ accurate
Logistics costForwarders asked one by one · 1–2 daysForwarder bidding · real-time comparison15–20% lower
InventoryManual Excel entry · no real-time viewREINDEERS.AI live stock · automatic alertsReal-time
Trade documentsHalf a day per shipment (CI · PL · B/L)Generated on the platform80% less time
WorkflowEmail and phone · no trackingOne workflow · end-to-end trackingAutomated
No AI without digital, no digital without data. REINDEERS digitises the trade first (DX), then automates it with AI (AX) — on 11 years of field data.
Purchase price: average vs customers' previous dealer prices (REINDEERS data) · other impact figures are REINDEERS estimates from its own operations08 / 17
Traction · Feb – Sep 2026 actual · Oct – Dec forecast

8 Months Live: $181K GMV, Now Fully 1P

The REINDEERS platform went live in Thailand in February 2026. In August we switched to first-party trade; September was 100% 1P. We forecast $120K GMV in December, with REINDEERS.AI (MES) subscription revenue from November.

Cumulative GMV
~$181K
Feb – Sep 2026 · FY2026 forecast ~$0.40M
Cumulative revenue
~$64K
1P + 3P commission · FY2026 forecast ~$0.28M incl. MES
Sep 2026 GMV = revenue
~$35K
100% 1P · 13 buying customers · 49 POs
Network · active since launch
Buyers60 registered · 32 active Suppliers161 registered · 20 active
Monthly GMV + MES revenue · USD K
1P 3P MES Forecast
40 80 120 0 3.2 Feb 9.4 Mar 36.8 Apr 36.7 May 23.1 Jun 8.3 Jul 28.8 Aug 35.1 Sep 40 Oct 60 +4.2 Nov 120 +6.7 Dec AUG · 1P FORECAST →
Q4 2026 forecast: GMV $220K · 1P revenue $203K · MES revenue $10.8K (5 → 8 subscribers)
Platform reindeers.co.th · recognised at delivery handover · excl. cancelled orders and the platform's own buyer account · goods only, excl. VAT, duty and freight, net of refunds · Asia/Bangkok · USD at 33 THB/USD, rounded · Oct – Dec = forecast · MES = REINDEERS.AI subscriptions at $833/month (annual plan) · Registered = approved accounts on 5 Oct 2026, excl. REINDEERS' own · Active = registered accounts that requested or answered a quote / RFQ or had a delivered order, Feb – Sep 2026 (detail on next slide)09 / 17
Network · since launch (Feb – Sep 2026)

A Working Network — Bigger Than Our Supplier List

Active = registered and doing business on the platform: requesting or answering quotes, or completing orders. Most active buyers already order; supply runs wider than the registered list.

Buyers
88% of active buyers ordered
Registered
60 Active
32 Ordered
28
Suppliers
75% of active suppliers sold
Registered
161 Active
20 Sold
15
Why the supplier list looks small
Our supply reach is bigger than our supplier list.
Thailand runs on dealers
Industrial supply still moves through traditional dealer networks, not online platforms.
"Sell it for us first"
REINDEERS is still a new name. Many suppliers start by having us sell their goods — and plan to register later.
1P today, 3P sellers tomorrow
Since Aug 2026 we sell those goods as 1P. Each supplier that sees its goods sell through us is a future 3P seller as the marketplace scales from 2028.
Platform reindeers.co.th · registered = approved and enabled accounts on 5 Oct 2026, excl. REINDEERS' own (buyers: this platform; suppliers: all platforms) · active = registered accounts that requested or answered a quote / RFQ or had a delivered order, Feb – Sep 2026 · ordered / sold = ≥1 delivered order (same rules as GMV) · Asia/Bangkok10 / 17
Vision · Industrial Execution AI

One Prompt → Quote → Plan → Execution

Marketplace knows the demand and supply network. REINDEERS.AI knows how the factory can execute. Together, they turn customer intent into an executable industrial transaction.

CUSTOMER PROMPT "I need 100,000 units, under my specification, delivered to Thailand in 6 weeks." MARKETPLACE DATA Supplier · Price · MOQ Lead time · Logistics Trade & customs + FACTORY DATA BOM · Inventory · Capacity Production Delivery plan ENGINE REINDEERS INDUSTRIAL EXECUTION AI EXECUTABLE OUTPUT · Specification · Supplier · Quote · Production · Compliance · Logistics Approve · Pay · Execute
ChatGPT gives you an answer. REINDEERS gives you an executable order.
REINDEERS connects demand, suppliers, factories, logistics and trade into one executable workflow.
BUILT Marketplace Trade & demand layer BUILT · DEPLOYING REINDEERS.AI Factory execution layer NEXT Industrial Execution AI Prompt → quote → plan → execute SCALE More buyers + factories More data → better execution
Vision · Industrial Execution AI11 / 17
Competition

Built for How Industrial Trade Actually Works

Catalog platforms sell listings and ads. Traditional distributors sell through people. REINDEERS runs the whole trade — and sees factory demand before the order.

 Catalog / ad platforms
Alibaba · Amazon Business
Traditional distributors
Local MRO and trading firms
REINDEERS
Marketplace + REINDEERS.AI
How a trade startsSearch a catalog, click to orderCall or email a sales repRequest for quote, matched to suppliers
PriceFixed list price, paid placementRep-negotiated, opaque markupCompeting quotes per request
Parties2 — buyer and seller2 — plus manual coordination4 — buyer · supplier · forwarder · 3PL
Docs & customsOutside the platformManual — email and ExcelGenerated on the platform · HS code AI
Demand signalSearch and click historyThe rep's relationshipsFactory production data from REINDEERS.AI
Revenue modelCommission and advertisingProduct margin1P margin · PB · 3P commission · SaaS
Quote-Based · 4-Party · Docs Automated · Factory Data12 / 17
Business Model Shift

August 2026: From 3P Commission to 1P Revenue

We now buy and sell the goods ourselves. GMV becomes revenue at a 35% gross margin, and 3P scales on top of the customer base that 1P builds.

FEB – JUL 2026 3P marketplace Suppliers sell directly Revenue = commission only 6.9%take rate (actual) FROM AUG 2026 · NOW 1P + Private Label REINDEERS buys and sells GMV = revenue 35%gross margin FROM 2028 1P + 3P at scale 3P grows from 20% of GMV (2027) to 65% (2030), built on the 1P customer base 65%3P share of GMV, 2030
Why 1P
Customers already pay ~7% less than with their previous dealers — and we still have margin to spare (35% planned). The dealer layer was the margin.
Private label (PB)
OEM-made REINDEERS products for fast-moving items — the only stock we hold.
Low inventory risk
New items are ordered only after the customer has agreed to buy them.
Take rate = actual 3P commission ÷ GMV, Feb – Jul 2026 · 35% 1P gross margin and 2028–2030 GMV mix are plan assumptions (see 5-year projection)13 / 17
5-Year Projection · USD

$23.7M Revenue and 30% EBITDA by 2030

 20262027202820292030
Total GMV0.40M5.11M16.0M30.7M50.4M
1P revenue0.26M4.25M10.8M15.7M19.8M
3P GMV0.14M0.86M5.1M15.0M30.6M
3P commission0.01M0.06M0.35M1.04M2.11M
SaaS revenue0.01M0.16M0.43M0.94M1.77M
Total revenue0.28M4.46M11.6M17.7M23.7M
Gross profit (margin)–1.67M (37%)4.49M (39%)7.29M (41%)10.45M (44%)
People & overhead–0.28M1.63M2.12M2.60M
Logistics (3% of rev.)–0.13M0.35M0.53M0.71M
EBITDA (margin)Q4 +0.03M1.26M (28%)2.51M (22%)4.63M (26%)7.14M (30%)
REINDEERS.AI subscribers (Dec)82563127228
Total revenue EBITDA
0.3 2026 4.5 1.3 2027 11.6 2.5 2028 17.7 4.6 2029 23.7 7.1 2030 USD M
2026: Feb–Sep actuals; GMV Oct $40K, Nov $60K, Dec $120K; 1P share 95% / 95% / 90%.
1P gross margin 35%; 3P take rate 6.9% (actual Feb–Jul 2026); SaaS $833/month (annual plan), 20% hosting/AI cost.
2027: 1P revenue reaches $300K/month in Jun 2027, then +15%/month; GMV mix 1P:3P = 80:20 by Dec 2027.
Subscribers: 5 Nov 2026, 8 Dec 2026, +10%/month in 2027; +8% / 6% / 5% per month 2028–2030.
2028–2030: 1P monthly growth 4% / 2.5% / 1.5%; 3P share of GMV 40% / 55% / 65% (year-end); 2028 is the logistics and organisation build-out year.
People & overhead: $14K/month now, ramping from Dec 2026 to a $25K/month cap through 2027; then 14% / 12% / 11% of revenue. Logistics 3% of revenue.
Inventory: PB stock only (30–40% of 1P), 90 days; new items ordered after customer agreement.
2027 ops: Jun 70 customers × 4 POs = 280 POs/month, $1,071/PO; Dec 136 customers, 544 POs/month, $1,279/PO. Current 6 ops staff handle ~600 POs/month.
Cash: with $500K or $1M raised in Jan 2027, cash never falls below the amount raised.
Benchmarks FY2024: Grainger GM 39.4%, SG&A 23.9%, op. margin 15.4% · MonotaRO GM 29.3%, SG&A 16.4%, op. margin 12.9%.
Projection, not guaranteed results · USD at 33 THB/USD14 / 17
Team · Co-founders

We've Built This Before 5 co-founders · all full-time

Five full-time co-founders: a founder with 20+ years on the ground in Thailand, three NHN Accommate leaders who built Korea–China cross-border commerce, and a Southeast Asian logistics operator.

Kim Myung-hoon
Founder & CEO
Kim Myung-hoon
  • 20+ years in Thailand · MBA (Finance), Assumption University
  • Samsung Electronics Thailand — management support lead: ERP, SCM, logistics and finance
  • 11 years running his own B2B supply business — 2,500+ clients, 1,800+ suppliers
  • Supplied 150+ Korean companies incl. Samsung · LG · POSCO
  • Overland logistics China–Laos–Thailand–Malaysia
Park Jun-young
CSO
Park Jun-young
CTO, NHN Accommate (3 country hubs) · CTO, CustomMind · CEO, MadeitUp
20+ yrs commerce & logistics strategy · AI strategy
Jin Chengji
CPO
Jin Chengji
Division Head, NHN Accommate · Director, CustomMind · CEO, Basheng Network Tech
20+ yrs B2B SaaS product · logistics workflow design
Zhou Qirong
CTO
Zhou Qirong
Team Lead, NHN Accommate · Division Head, CustomMind · CTO, Basheng Network Tech
15+ yrs · AI / LLM / RAG · distributed systems
Zhang Wei
CMO
Zhang Wei
8+ yrs SEA logistics operations · Thailand / Vietnam partner development · cross-border customs
SEA network · 3PL and customs operations
$231M
Annual revenue operated at NHN (KRW 300B)
$11.5M
Investment into NHN Entertainment, led (KRW 15B)
200+
Korean brands taken into China
+6
Operations team in Bangkok
USD at KRW 1,300 / USD · All five are full-time co-founders15 / 17
Use of Funds & Milestones

The Infrastructure Is Built. This Round Scales the Network.

We are not raising to build the product — the Marketplace and REINDEERS.AI are built. The $500K – $1M round funds private-label stock to grow 1P trade and keeps a cash reserve; operating costs are covered by gross profit.

Allocation
$500K $300K inventory $200K reserve $1M $600K inventory $400K reserve 60%PB inventory 40%cash reserve Opex is covered by gross profit, not by the round.
Capital efficiency
Cash never falls below the amount raised
In the plan, with $500K or $1M raised in January 2027. Inventory is limited to PB stock (90 days); other items are bought only after the customer agrees.
Milestone bridge · 1P revenue per month
Sep 2026 · actual
~$35K
13 customers × 3.8 POs × ~$716
→
Jun 2027 · target
$300K
70 customers × 4 POs × $1,071
Dec 2027 · target
25
REINDEERS.AI subscribers
Use of Funds · 60% PB Inventory · 40% Reserve16 / 17
Seed Round · $500K – $1M

The infrastructure is built.
Now we scale the network.

Eleven years of B2B trade in Southeast Asia. A live trade platform and a factory execution layer — next, connected by Industrial Execution AI.

Contact
COMPANY
REINDEERS
CEO
Kim Myung-hoon
EMAIL
hun@reindeers.com
Appendix · Market · Thailand

Thailand: Where We Start — and Already Operate

ASEAN's second-largest manufacturing economy, where a quarter of GDP comes from factories — and where REINDEERS has run B2B trade since 2015.

Manufacturing value added
$128.3B
Thailand, 2024 (World Bank)
Share of GDP
24.3%
Manufacturing as % of Thailand's GDP, 2024 (World Bank)
Share of ASEAN manufacturing
16%
$128.3B of the $804B ASEAN-10 total, 2024
SEA MRO MARKET · 2029 >$58B PSS Insight via KrASIA 7%+ annual growth × 16% THAILAND MRO MARKET · 2029 REINDEERS ESTIMATE ≈ $9B SEA MRO market ($58B) × Thailand's share of ASEAN manufacturing value added (16%). Our home market — and the base for expansion across ASEAN.
Sources: World Bank, NV.IND.MANF.CD and manufacturing % of GDP, 2024 · KrASIA, 15 Jul 2026, citing PSS Insight · Thailand MRO = REINDEERS estimate, not a third-party figureA1
Appendix · The Shift

B2B Commerce Is Changing Generations

Gen 1 platforms were built for catalog ordering. Industrial trade is a different game — quotes, documents and four parties working together.

GENERATION 01 Catalog ordering Alibaba · Amazon Business Simple domestic orders Fixed prices · 2 parties Documents handled separately Email · Excel · human brokers AI as an assistant Recommendations and search only SHIFT GENERATION 02 Quote-based trade commerce REINDEERS Marketplace Domestic + cross-border trade in one flow Negotiated quotes · 4 parties (buyer · supplier · forwarder · 3PL) Documents built into the platform CI · PL · B/L · C/O · HS code generated automatically AI-native operations Quote matching · customs · payment · settlement
Most industrial trade in Southeast Asia still runs on people, email and spreadsheets. Gen 2 puts the whole trade — quote, documents, customs, delivery — on one platform, so the same team can handle many times the volume.
Gen 1 Catalog → Gen 2 Quote-Based TradeA2
Appendix · User Journey · Example

One Prompt. Eight Workflows. One Executable Order.

An illustrative order: one sentence from a buyer becomes a payable quote with production and delivery plans.

CUSTOMER PROMPT "I need 100,000 self-drilling screws under our brand, packed in 500-piece boxes and delivered to our Thailand factory within 6 weeks." 01 Product spec Material · size · thread · coating 02 Supplier match Qualified manufacturers 03 BOM · Packaging Screw · box · label · carton 04 Production Machine · tooling · capacity 05 Trade compliance HS code · origin · import rules 06 Quote Unit cost · MOQ · payment 07 Logistics To Thailand · customs · delivery 08 · FINAL Executable order Quote + production + delivery plan We built the transaction layer. We built the factory layer. Now we connect them with AI. From one prompt to a real industrial transaction.
Illustrative example · 8 execution workflowsA3