Development

Custom AI Development

We design and build bespoke AI systems tailored to your unique business challenges when off-the-shelf solutions fall short.

Custom AI Development

What we do

What We Do

Our engineering team builds custom AI solutions from the ground up, handling everything from research and prototyping to production deployment and ongoing optimisation.

Problem Definition and Scoping

We work with your team to translate business problems into well-defined AI challenges with clear success metrics and feasibility assessments.

Research and Prototyping

We evaluate state-of-the-art approaches, run experiments with your data, and build rapid prototypes to validate technical feasibility before committing to full development.

Model Development

We build, train, and optimise custom models using your proprietary data, selecting architectures that balance accuracy, latency, and compute cost for your use case.

API and SDK Development

We wrap your AI models in production-grade APIs with documentation, SDKs, and developer portals so your engineering team can integrate them easily.

Edge and Embedded AI

For latency-sensitive or offline use cases, we optimise and deploy models to edge devices, mobile apps, and IoT hardware.

Ongoing Model Management

We set up automated retraining pipelines, performance monitoring, and drift detection so your models stay accurate as your data and business evolve.

Applications & Use Cases

Custom AI Development Applications

We build bespoke AI solutions for problems that off-the-shelf tools cannot solve, from novel model architectures to industry-specific applications.

Industry-specific AI Models

Train custom models on your domain data for tasks like legal document analysis, financial forecasting, or medical imaging.

Edge AI & Embedded Systems

Deploy AI models on edge devices, IoT hardware, and mobile platforms for real-time inference without cloud dependency.

Custom Computer Vision

Build image and video analysis systems for quality inspection, defect detection, and visual search applications.

Proprietary NLP Pipelines

Create custom natural language processing for domain-specific terminology, sentiment analysis, and entity extraction.

Simulation & Digital Twins

Build AI-powered simulations that model physical systems, predict outcomes, and optimize operations in virtual environments.

AI Research & Prototyping

Explore emerging AI techniques, evaluate feasibility for your use case, and build proof-of-concept implementations.

Why Us

Why Us

We are a full-stack AI engineering team that handles the entire lifecycle from research through production, not just model training.

Full-stack AI team covering research, engineering, MLOps, and product design

Experience across computer vision, NLP, time series, recommendation systems, and generative AI

Agile delivery with two-week sprint cycles and continuous stakeholder demos

IP ownership remains with you for all custom-developed models and systems

Post-launch support and model management with transparent monthly reporting

Benefits & Methodology

Our Custom AI Methodology

We apply research-grade rigour to production-grade delivery, ensuring custom AI solutions are not just technically impressive but operationally reliable.

Feasibility-first Approach

We validate technical feasibility before committing resources, using rapid experiments to test key assumptions.

Research & Literature Review

We survey the latest academic and industry research to identify state-of-the-art approaches for your specific problem.

Iterative Model Development

We build models in stages, starting with baselines and progressively adding complexity only where it improves outcomes.

Rigorous Evaluation

We benchmark against multiple metrics and test sets, not just accuracy. Fairness, robustness, and latency all matter.

Production Engineering

We package research models for production with proper serving infrastructure, monitoring, and maintenance procedures.

IP & Knowledge Transfer

You own the models, code, and documentation. We train your team on maintenance and further development.

Difference

What sets One X Tech apart?

One X Tech stands out by offering a unique blend of seasoned expertise, global presence, and recognized credibility to drive transformative outcomes.

2,500+

Top Talent

Leverage expertise from a talent pool of over 2,500 top technology experts across the globe.

100+

Clients Served

Empowering over 100 prestigious clients globally, including Fortune 500 companies.

200+

Projects Delivered

Delivering excellence with 200+ projects, celebrated for excellence in software development and outsourcing.

20+

Years In-market

20+ years on the market, consistently driving forward innovation and digital excellence.

18

Global Service Centers

Active in eight countries, providing localized support and comprehensive solutions worldwide.

Innovative Solutions

Pioneering the use of advanced technologies to solve complex challenges and boost efficiency.

Industry Recognition

Featured as a Top Software Agency in 2023 by Clutch and recognized globally as a leader in technology outsourcing.

Certifications

Adhering to the highest standards with OWASP, Amazon Web Services (AWS), and Google certifications.

FAQs

Common questions about custom ai development.

Get Started

Ready to Get Started?

Most enterprises know they need AI. The ones that succeed have a partner who understands their regulations, their data, and their industry.

Contact Us

Other Services

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We build end-to-end AI-powered products from concept to production. Custom software with AI at the core — architected for scale, compliance, and real-world performance.

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EngineeringAI Engineering

We integrate AI capabilities into your existing software systems — from conversational AI and document processing to recommendation engines and predictive analytics.

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DevelopmentCustom Software Development

We build bespoke software solutions tailored to your business processes, from enterprise platforms to customer-facing applications.

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Build the future with One X Tech

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One X Group Pte. Ltd. (“One X Group”, “we”, “us”, or “our”) is a commercial technology consulting firm. We are not a government agency, statutory board, or official representative of any Singapore government body, and we are not affiliated with, endorsed by, or acting on behalf of Enterprise Singapore, the Infocomm Media Development Authority (IMDA), the Agency for Science, Technology and Research (A*STAR), the Inland Revenue Authority of Singapore (IRAS), the National Research Foundation (NRF), AI Singapore, or any other government agency referenced on this website.

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