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We design and buildwebsites, mobile apps,and digital products thatwork as hard as they look.
Whether you're launchinga product, rebuilding abrand, or replacing a tiredplatform, one team takes itfrom sketch to live build.
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Eliminate operational bottlenecks with production-grade AI agents, private RAG knowledge engines, and deterministic workflow orchestration. We connect OpenAI, Claude, and custom ML pipelines directly to your CRM, ERP, and internal APIs to reclaim 30+ hours per week.
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Why Founders Rely on Appstree
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"Working with Muhammad Adil from Appstree has been exceptional. He guided the entire development process with clarity and professionalism. He coordinated the team seamlessly and ensured every phase stayed on track. The final product exceeded every expectation."
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Brennan Holloway
Co-Founder, The Journeyman (TJM)
"Three years ago, hiring Appstree was one of our best decisions. They didn't just build our app; they've grown with us, continuously maintaining and improving it. Their technical skills are deep, communication is clear, and security is built into everything."
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Tech Team Lead, iAwhi
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Roddee PRO — Thailand's #1 AI-Powered Used Car Search & Real-Time Market Valuation Platform
Thailand's used car market is notoriously fragmented across dozens of regional portals, social marketplaces, and independent dealership lots with volatile pricing and duplicate posts. Appstree architected and engineered Roddee PRO: an intelligent automotive search and valuation engine indexing 400,000+ monthly listings with automated computer vision classification, NLP specification parsing, and real-time fair market price comparisons.
Services
Multi-Source Web Crawling · AI Computer Vision · Real-Time Market Valuation · NLP Classification
Thailand's #1 used car platform. 400,000+ fresh listings powered by AI.
400K+ — Fresh vehicle listings indexed monthly
5M+ — Historical vehicle listings database
85% — AI seller classification accuracy (Owners vs Dealers)
20K+ — Daily listings ingested & processed across Thailand
The Challenge: Scattered listings, hidden pricing history, and misleading seller identities plagued Thai car buyers.
Prospective buyers and dealership operators across Thailand spent hours manually scouring Facebook groups, classified forums, and dealer portals. Inconsistent vehicle descriptions, hidden mechanical histories, and untracked price drops made transparent vehicle comparison nearly impossible.
Furthermore, distinguishing genuine private sellers from disguised dealerships was fraught with friction, leading to inflated prices, duplicate listing clutter, and missed deals for active buyers.
The Solution: An AI-driven ingestion and valuation nervous system processing 20,000+ vehicle listings daily.
Appstree engineered high-concurrency ingestion pipelines continuously monitoring Thailand's primary automotive marketplaces and social platforms. Specialized computer vision models inspect vehicle photos to identify exact make, model, generation, body style, and license plates.
In parallel, fine-tuned NLP models extract prices, mileage, and trim packages from free-form Thai text, while an intelligent classification engine identifies seller profiles with 85% accuracy and dynamically flags listings priced above or below market average.
Key Architectural Pillars
Continuous Multi-Platform Ingestion
Automated crawlers indexing all major used car channels and social marketplaces across Thailand the moment a new listing is published.
AI Computer Vision & NLP Parser
Multi-modal vision and natural language pipeline extracting 20+ vehicle attributes from photos and free-form Thai descriptions with sub-second latency.
Real-Time Market Price Valuation
Dynamic valuation algorithms comparing every target vehicle against a rolling 30-day index of 5M+ historical records to highlight undervalued deals.
Intelligent Seller Classification
85% precision distinguishing private owners from commercial dealers, paired with automatic deduplication across reposted listings.
Results & Outcomes: Thailand's largest searchable automotive database with 400K+ monthly listings and 85% seller classification accuracy.
Roddee PRO has become Thailand's undisputed #1 used car search intelligence platform, processing over 20,000 listings every day and maintaining an active repository of over 5 million vehicle records.
Dealers, buyers, and automotive lenders now pinpoint below-market deals within seconds of publication, driving thousands of daily inquiries with full pricing transparency.
"Appstree engineered a truly remarkable data and AI architecture for Roddee PRO. The computer vision and pricing models effortlessly process tens of thousands of listings every day with zero downtime, giving Thai car buyers and dealers instant transparency they never had before."
Engineering Lead, Roddee Technologies Inc.
ENGINEERING BLUEPRINT & US DEPLOYMENT INDEX
How Appstree engineered Roddee PRO — Problem, Stack & US Delivery.
01 · PROBLEM SOLVED
Operational Bottleneck Solved
Prospective buyers and dealership operators across Thailand spent hours manually scouring Facebook groups, classified forums, and dealer portals. Inconsistent vehicle descriptions, hidden mechanical histories, and untracked price drops made transparent vehicle comparison nearly impossible.
02 · ARCHITECTURE & TECH
Architecture & Technology Execution
Appstree engineered high-concurrency ingestion pipelines continuously monitoring Thailand's primary automotive marketplaces and social platforms. Specialized computer vision models inspect vehicle photos to identify exact make, model, generation, body style, and license plates.
03 · VERIFIED OUTCOME
Verified Production Impact
Roddee PRO has become Thailand's undisputed #1 used car search intelligence platform, processing over 20,000 listings every day and maintaining an active repository of over 5 million vehicle records.
TECHNOLOGIES & CAPABILITIES SHIPPED
AutoTechAI & Computer VisionMarketplaceNLP ClassificationBig Data SearchMobile AppResponsive Next.js Web FlagshipiOS & Android Mobile ApplicationsDealer & Institution Analytics ConsoleAI Intelligence & Automotive Marketplace
US & GLOBAL CLIENT DELIVERY FOOTPRINT
🇺🇸 San Francisco & Los Angeles, CA🇺🇸 Austin, Dallas & Houston, TX🇺🇸 Miami & Orlando, FL🇺🇸 New York, NY🇺🇸 Chicago, IL🇺🇸 Seattle, WA🇺🇸 US Eastern, Central & Pacific Timezones
TECHNICAL ARCHITECTURE & US ENGAGEMENT FAQ
What core operational bottleneck did Appstree solve when engineering Roddee PRO?+
Prospective buyers and dealership operators across Thailand spent hours manually scouring Facebook groups, classified forums, and dealer portals. Inconsistent vehicle descriptions, hidden mechanical histories, and untracked price drops made transparent vehicle comparison nearly impossible. Appstree architected a production-grade system across iOS · Android · Next.js Web Platform that resolved these bottlenecks with 400K+ Fresh vehicle listings indexed monthly, 5M+ Historical vehicle listings database, 85% AI seller classification accuracy (Owners vs Dealers).
Which technologies and architecture patterns were used to build and scale Roddee PRO?+
Appstree engineered Roddee PRO using AutoTech, AI & Computer Vision, Marketplace, NLP Classification, Big Data Search, Mobile App—combining low-latency data synchronization, resilient cloud infrastructure, and 60fps native/web interfaces tailored for AutoTech, Marketplace & FinTech Intelligence operations.
Does Appstree build and scale similar AutoTech, Marketplace & FinTech Intelligence platforms for companies in the United States?+
Yes. Appstree partners with founders and enterprises across the United States (San Francisco, Texas, Florida, New York, and nationwide US timezones) to architect, build, and scale high-concurrency web platforms, custom restaurant systems, mobile apps, and AI workflows in 4 to 8 weeks.