AI-Native Engineering Services

Production-Grade AI Systems

From intelligent agents to engineering acceleration, we deliver AI solutions that drive measurable business outcomes.

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Core Services

Our AI-Native Services

End-to-end AI engineering services designed for enterprise scale and real-world impact.

Enterprise Ready

AI-Native Product & Platform Engineering

AI-First Digital Products at Scale

We build AI-first digital products designed for scale, security, and real-world adoption. From concept to production-ready systems.

AI-native Web & Mobile applications
Agent-powered user experiences
Unified full-stack engineering (frontend, backend, APIs)
Scalable solution & system architecture
Enterprise system modernisation & integration
Technology audits & AI readiness assessments
Design, code & architecture reviews

Tech Stack

Next.js
React
Node.js
Python
TypeScript
AWS
Kubernetes
Most Popular

AI Systems & Intelligent Agents

Production-Grade AI, Not Experiments

We design and implement production-grade AI systems that deliver measurable business value. Built for reliability and scale.

AI Agents for Customer Support, Operations, Sales & Internal Teams
Conversational AI & WhatsApp AI Bots
Retrieval-Augmented Generation (RAG) systems
NLP & Intelligent Document Processing
Knowledge assistants & semantic search
Computer Vision solutions

Tech Stack

LangChain
OpenAI
Anthropic
Vector DBs
Python
FastAPI

Generative AI (GenAI) Engineering

From POC to Production

From rapid validation to enterprise-scale deployment. We help you harness GenAI safely and effectively.

AI & GenAI strategy consulting
Proof of Concepts (POC) → Production systems
GenAI application development
Secure GenAI integration with existing systems
Model fine-tuning, evaluation & optimisation
Vendor-agnostic approach (open & closed models)

Tech Stack

GPT-4
Claude
Llama
Mistral
Azure OpenAI
AWS Bedrock
Unique to RayMish

AI-Native Engineering Acceleration

2-3× Faster Engineering Teams

We help engineering teams work 2-3× faster using AI-native development practices. Transform your SDLC with AI.

AI-assisted software development lifecycle (SDLC)
AI-powered coding, testing & code reviews
Automated documentation & quality checks
Security & compliance automation
Developer upskilling & enablement

Proven Outcomes:

2–3× engineering velocity
~60% fewer bugs reaching production
~70% reduction in code review time

Tech Stack

Claude Code
GitHub Copilot
AI Code Review
CI/CD AI
DevOps
Additional Services

Complete AI Ecosystem Support

Everything you need to build, deploy, and maintain production-grade AI systems.

System Architecture Design

Enterprise-grade system architecture and technical strategy for AI systems.

AI Governance & Compliance

AI governance frameworks, compliance, and responsible AI implementation.

Security & Privacy Audits

Comprehensive security assessments for AI systems and data pipelines.

AI Performance Monitoring

Real-time monitoring, metrics tracking, and optimization for AI systems.

Team Training & Enablement

Hands-on training to upskill your teams in AI-native development.

AI Integration Services

Seamless integration of AI capabilities into existing enterprise systems.

Our Process

How We Deliver AI Solutions

Proven methodology that takes AI from concept to production in 6 structured phases.

01

Discovery & Strategy

Deep dive into your business goals, AI use cases, and technical requirements. AI readiness assessment included.

02

Architecture & Planning

System design, AI model selection, data strategy, and implementation roadmap.

03

POC & Validation

Rapid proof of concept to validate AI approach and business value before full build.

04

Development & Integration

Agile AI development with continuous testing, security checks, and integration.

05

Production Deployment

Secure deployment, monitoring setup, scaling configuration, and launch support.

06

Optimization & Support

Ongoing monitoring, model optimization, updates, and technical support.

Ready to Build AI That Works?

Schedule a free consultation to discuss your AI strategy and explore how we can help you build production-grade AI systems.