Engineering

AI Engineering

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

AI Engineering

What we do

What We Do

Our AI engineering team adds intelligence to your existing applications without rebuilding your entire stack.

AI Integration Architecture

We design how AI components fit into your existing system — API contracts, data flows, latency budgets, and fallback strategies.

LLM & RAG Implementation

We build retrieval-augmented generation systems that connect large language models to your proprietary data with proper grounding and citation.

Agent & Workflow Automation

We build autonomous AI agents that execute multi-step workflows — data processing, decision-making, and action execution with human oversight.

MLOps & Model Management

We set up model versioning, A/B testing, performance monitoring, drift detection, and automated retraining pipelines.

API & SDK Development

We wrap your AI models in production-grade APIs with documentation, SDKs, rate limiting, and developer portals.

Performance Optimisation

We optimise inference latency, reduce compute costs, and implement caching, batching, and model quantisation for production workloads.

Applications & Use Cases

AI Engineering Applications

Our engineering team integrates AI into production systems at scale, handling the infrastructure, pipelines, and operational complexity that enterprise AI demands.

RAG-powered Knowledge Systems

Build retrieval-augmented generation systems that ground LLM responses in your proprietary documents and data.

Multi-agent Orchestration

Design and deploy systems of specialized AI agents that collaborate to handle complex, multi-step business workflows.

Real-time AI Pipelines

Engineer streaming data pipelines that feed models with live data for instant predictions and decisions.

Model Serving & Optimization

Deploy optimized inference infrastructure that handles production traffic with low latency and cost efficiency.

AI-native API Development

Build APIs that expose AI capabilities to internal teams and external partners with proper rate limiting and access controls.

Evaluation & Testing Frameworks

Create automated evaluation suites that continuously measure model quality, detect regressions, and validate outputs.

Why Us

Why Us

We are AI engineers who understand both the ML and the software engineering sides — not data scientists who hand off notebooks.

Production AI experience across NLP, computer vision, time series, and generative AI

Average 60 percent reduction in AI inference costs through optimisation and smart routing

Enterprise-grade security with data isolation, encryption, and audit logging

Agile delivery with two-week sprints and continuous stakeholder demos

Full IP ownership — all code, models, and pipelines belong to you

Benefits & Methodology

Our Engineering Methodology

We apply software engineering best practices to AI systems, treating models as first-class software components with proper versioning, testing, and deployment.

Production-grade from Day One

We build with monitoring, logging, and error handling from the start, not as a post-pilot retrofit.

Model Versioning & Lineage

Every model version is tracked with its training data, hyperparameters, and evaluation metrics for full reproducibility.

Cost-aware Architecture

We design inference pipelines that balance accuracy with cost, using caching, batching, and model routing to optimize spend.

Security by Design

We implement guardrails against prompt injection, data leakage, and unauthorized access at every layer of the stack.

Automated Evaluation Suites

We build test harnesses that continuously validate model quality against golden datasets and regression benchmarks.

Observable AI Systems

We instrument every component with metrics, traces, and alerts so you can diagnose issues before they impact users.

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 ai engineering.

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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DevelopmentCustom AI Development

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

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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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