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Siliconmint & AI: Over a Decade
of Applied Intelligence
From early machine learning to production-grade LLM systems — we build AI that works in the real world.
From pioneering ML infrastructure to delivering mission-critical AI
solutions, we’ve been building intelligent systems since before “AI” became
a buzzword. Across industries — healthcare, logistics, fintech,
productivity, insurance — we’ve helped our clients go from rules to
learning, and from automation to true intelligence.
We don’t just integrate LLMs — we re-architect processes to make them useful, explainable, and production-grade.
What We Offer
AI Consulting & Strategy
From roadmap to rollout — we help companies define their AI vision, align teams, and de-risk initiatives.
Use case discovery
Technical architecture
ROI modeling
Custom AI Platform Development
End-to-end delivery of tailored systems that combine deep ML, fast APIs, and resilient infrastructure.
LLM copilots
Document AI
Real-time ML pipelines
Applied Research & Prototyping
We build pilots and proofs-of-concept that bridge theory and production — with measurable value in weeks, not years.
AI Integration & Re-architecture
LLMs and models are embedded into business-critical flows with safety, speed, and explainability.
Systems We've Shipped
Scaling Mental Health Access with AI-Powered Clinical Workflows
Improving mental health care in underserved areas using Google Gemini and precision prompt engineering
LightGBM
Routing Optimization
Gemini
AI-Powered Last Mile Delivery Platform for Urban Logistics
Smarter dispatching through AI-driven route optimization and real-time learning
Prompt Engineering
HealthTech
Dispatch Automation
AI-Powered Insurance & Treatment Validation at the Point of Sale
HIPAA-Compliant, AI-Augmented Insurance Verification at Scale
OCR
NCPDP
Realtime Decisioning
AI-Powered Optimization for Container & White Glove Logistics
XGBoost, GPT, and OCR models working together to streamline high-complexity logistics.
XGBoost
Smart Reallocation
Realtime Tracking
Get Started
Start your AI transformation journey with SiliconMint.
Get in touchOur AI Journey
2012
Yahoo! Japan
Automated request routing & decision pipelines for regulated ad content.
2014
Bank Fraud Detection
ML models to detect false income declarations using region-based salary data and receipt analysis
2016
Urban Engineering Map Parser
Blueprint parsing and object recognition (e.g. trees, infrastructure) in urban development drawings
2017
Self-Driving Vehicle Collaboration
Worked with early autonomous vehicle developers on path planning & sensor processing
2018
Truck Yard Vision System
Used AI & cameras to identify trailers, parking zones, and track movements across US distribution yards
We’ve been building with AI long before it became mainstream. In 2012, we created an intelligent assistant to route ad requests through complex decision pipelines — ensuring performance and compliance in regulated industries.
Next came early machine learning. We helped banks detect income fraud by analyzing self-reported salaries, regional norms, and financial documents — often catching issues before human review.
From text to vision: we built systems to extract data from scanned receipts, checks, and engineering blueprints — even counting trees or infrastructure in urban plans. That work led us into physical logistics: partnering with early self-driving teams on perception and motion planning, and later tracking trucks in real time by linking camera feeds to license plates and warehouse state.
2019
PharmaCo
AI-powered prescription conflict checking in pharmacy chains — with 90%+ reduction in manual checks
By 2019, our AI systems were safeguarding patients in pharmacies — performing live prescription conflict checks with real-time rules and learning engines.
2020
Office Security Vision System
Face recognition & multi-person tracking for secure badge-based entry systems
Around 2020, we went further with vision: implementing smart security systems that counted people passing through office gates, flagged unauthorized access, and ensured only one person entered per badge swipe — long before computer vision became commoditized.
2021
Fintech Underwriting Platform
Traditional risk models + AI observer for fraud detection and manual verification routing
2022
Last Mile Delivery Optimization
ML-based urban logistics engine; real-time rerouting and LightGBM for dispatcher support
2023
CargoCo
GPT-4-powered dispatch assistant, OCR for delivery documents, and predictive fleet coordination
2024
HealthCo
AI-driven behavioral health assistant built with Google Gemini. Deployed in rural clinics to support diagnostic workflows via precision prompt engineering — boosting consistency and access to care
2025
Maya
AI productivity assistant combining voice, reminders, calendar, and notes into one intent-driven LLM environment
Catalog Co
AI-driven product catalog structuring and search optimization for large-scale retail platforms.
PropertyManagement
AI-enabled workforce routing and matchmaking for the home renovation and property management industry.
From 2021 onward, we’ve been deploying full-scale AI-first platforms — using advanced models to optimize urban deliveries, orchestrate national freight operations, and support clinical diagnostics.
Whether powered by XGBoost or GPT-4 Turbo, every model we integrate serves a purpose: smoother user interactions, faster operations, and safer decisions — in real time, and at scale.
Where AI Works Best
Real-world domains where our AI systems bring measurable value.
AI-powered compliance automation
AI-powered compliance automation
RegTech
Healthcare
AI replaces rule-based checks in highly regulated domains — such as ad approvals or prescription safety — to streamline compliance at scale.
From scans to structure
From scans to structure
Enterprise
UrbanTech
We convert messy documents — from receipts to engineering drawings — into structured data, enabling automation and faster insights.
Intelligent fraud detection
Intelligent fraud detection
FinTech
E-commerce
Our models analyze financial behavior, regional norms, and reported data to flag suspicious patterns — often before humans notice.
Computer vision for logistics
Computer vision for logistics
Logistics
ComputerVision
Cameras + AI identify trucks, track movements, and manage loading zones in real time — bringing visibility to every square meter.
Planning cities with AI
Planning cities with AI
CivicTech
DocProcessing
Our ML tools analyze blueprints to identify trees, buildings, and infrastructure — speeding up urban development and zoning reviews.
Behavioral health AI
Behavioral health AI
HealthTech
Language models help triage behavioral health cases with contextual awareness — supporting clinicians in early, informed interventions.
Secure spaces through vision AI
Secure spaces through vision AI
Security
ComputerVision
We deploy face recognition and people tracking to eliminate tailgating and improve office access control.
Dispatch copilots powered by LLMs
Dispatch copilots powered by LLMs
Logistics
DocProcessing
Our assistants understand documents, suggest actions, and coordinate fleet tasks — reducing dispatcher load and error.
Real-time last mile optimization
Real-time last mile optimization
Urban
Logistics
Assistance
Our ML models react to traffic, delays, and parcel density in real time — helping dispatchers reroute on the fly.
AI productivity assistant
AI productivity assistant
Productivity
Assistance
One assistant to capture voice, calendar, notes, and intent — reducing context switching and increasing clarity.
High-velocity data prep
High-velocity data prep
Enterprise
UrbanTech
From PDFs to spreadsheets, our AI pipelines clean and standardize fragmented inputs — readying them for decisions or ML training.
Customer-first experience
Customer-first experience
E-commerce
FinTech
By adding intelligence to front-line tools, we help platforms personalize service, reduce waiting, and boost satisfaction.
Pathfinding for autonomy
Pathfinding for autonomy
Mobility
ComputerVision
We helped build early autonomous systems, contributing to motion planning, obstacle detection, and multi-sensor fusion.
Get in touch
To discuss your development needs
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