03 // AI SOLUTIONS & INTEGRATION

AI Built for
Real Business.

We build intelligent applications, AI agents, RAG systems, and AI integrations that connect modern artificial intelligence with your products, data, and business workflows.

View Our Work โ†“
๐Ÿ“„aiEngine.ts
LIVE RUNTIME
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import { AIAgent } from '@malikaxiom/ai';
import { VectorStore } from '@malikaxiom/data';
export default async function Pipeline() {
  const agent = new AIAgent({ model: 'gpt-4o', temperature: 0.2 });
  const memory = new VectorStore({ provider: 'pgvector' });
  return await agent.runWorkflow({ memory, liveStream: true });
}
SYSTEM SHOWCASE

AI Systems in Action โ€” From Intelligence to Production

Experience how our AI Agents, RAG retrieval engines, conversational assistants, and API integrations operate inside a production-ready enterprise environment.

AI Systems & Autonomous Intelligence โ€” Production Showcase

Enterprise retrieval pipelines, multi-agent task execution, and intelligent data automation in action.

01

AI Agents

Autonomous task reasoning, tool execution, and action completion across APIs.

02

RAG & Knowledge

Vector database retrieval connecting LLMs to your private business documents.

03

Conversational AI

Intelligent chatbots & support assistants built around real workflows.

04

API Integrations

Connecting AI models with CRMs, SaaS platforms, databases & REST services.

WHAT WE BUILD

AI Systems Built Around Your Business.

We combine AI models, software engineering, business data, and automation to create intelligent systems that are useful, secure, and built for real-world workflows.

01

AI Agents

Goal-oriented AI systems that can reason through tasks, use approved tools, retrieve information, and perform actions across connected business systems.

โœ“ Autonomous Workflows โœ“ Tool Calling & Actions โœ“ Multi-Agent Orchestration
02

RAG & Knowledge Systems

AI applications connected to your documents, databases, and internal knowledge so users can retrieve relevant information with greater context.

โœ“ Vector Search (pgvector) โœ“ Private Document Ingestion โœ“ Accurate Source Citations
03

AI Chatbots & Assistants

Purpose-built conversational experiences for customer support, internal knowledge, product guidance, and everyday business interactions.

โœ“ Natural Conversations โœ“ 24/7 User Support โœ“ Context & History Memory
04

AI API Integrations

Connect AI capabilities with existing websites, mobile applications, SaaS platforms, APIs, CRMs, databases, and internal systems.

โœ“ OpenAI & Claude APIs โœ“ Low-Latency Endpoints โœ“ Structured JSON Outputs
WHY IT MATTERS

AI Should Do More Than Generate Text.

The real value of AI comes from connecting intelligence to the systems, information, and workflows your business already depends on.

PROBLEM

Repetitive Manual Work

Teams spend valuable time answering recurring questions, processing information, and completing routine operational tasks.

SOLUTION

Intelligent Automation

AI-powered workflows can handle repetitive processes and assist teams while keeping important decisions under human control.

PROBLEM

Knowledge Scattered Across Systems

Important information often lives across documents, databases, emails, and disconnected business tools.

SOLUTION

Connected Business Knowledge

RAG and vector search can bring relevant information together so users can find and use knowledge when they need it.

PROBLEM

Generic AI Without Context

General-purpose AI can be useful, but it may not understand your products, processes, customers, or internal information.

SOLUTION

AI Built Around Your Business

We connect AI models with your approved data, applications, tools, and workflows to create context-aware experiences.

PROBLEM

AI That Stops at the Chat Window

A chatbot that only answers questions may not create meaningful operational value.

SOLUTION

AI That Can Take Action

AI agents and integrations can connect intelligence to approved APIs, tools, and business processes.

HOW WE WORK

From AI Idea to Production.

A structured engineering process designed to turn AI opportunities into practical, reliable systems.

01 / DISCOVERY WORKSPACE IDEA โ†’ AI OPPORTUNITIES
REQUIREMENTS & ANALYSIS
โ—Business Goals
โ—User Needs
โ—Workflow Friction
ANALYSIS
AI OPPORTUNITY BRIEF
Business Goals:High Impact AI System
User Needs:Frictionless Workflow
Use Cases:Practical AI Engineering
01 / DISCOVER

AI Opportunity & Data Assessment

We evaluate your business use case, proprietary data assets, security compliance, and return-on-investment potential.

✓ AI feasibility & ROI analysis ✓ Data readiness & quality audit ✓ LLM/ML architecture roadmap
02 / AI SYSTEM ARCHITECTURE REQUIREMENTS โ†’ SYSTEM TOPOLOGY
USER
→
AI APP
→
AI MODEL
→
KNOWLEDGE
→
APIS
→
BUSINESS
02 / PLAN

Model Selection & RAG Architecture

We design Retrieval-Augmented Generation (RAG) pipelines, vector database schemas, and cost-optimized model architectures.

✓ RAG & vector database blueprint ✓ LLM routing & token budget plan ✓ Data privacy & security policy
03 / INTELLIGENT EXPERIENCE USER INPUT โ†’ ACTION FLOW
ACTION FLOW
UX & RAG
INTELLIGENT WORKFLOW
UNDERSTAND ACT
03 / DESIGN

Agent Workflows & Interface Design

We design intuitive conversational interfaces, human-in-the-loop validation dashboards, and agentic workflows.

✓ AI interface UI/UX wireframes ✓ Agent decision trees & fallbacks ✓ Prompt engineering frameworks
04 / SYSTEM ENGINEERING CODE โ†’ PRODUCTION STAGING
AI Engine & Logic
const AIEngine = new Pipeline({
  models: ['GPT-5', 'Claude'],
  vectorSearch: 'pgvector'
});
BUILD
ENGINEERING LAYER
APIs & Tools:Connected
Vector DB:Indexed & Ready
04 / BUILD

AI Integration & Model Pipeline

We develop custom AI agents, fine-tune models, connect vector embeddings, and build secure API endpoints.

✓ Production AI agent code ✓ Vector database integration ✓ Full Git repository access
05 / TESTING & EVALUATION BUILD โ†’ TEST โ†’ REFINE
RETRIEVAL
QUALITY
SECURITY
โœ“ Response Quality โœ“ Retrieval Validation โœ“ Workflow Testing โœ“ Security Checks
05 / VALIDATE

Accuracy, Latency & Guardrail QA

We benchmark hallucination rates, response latency, prompt injection defenses, and factual recall accuracy.

✓ Hallucination & safety audit ✓ Sub-second streaming latency QA ✓ Accuracy benchmark validation
06 / PRODUCTION DEPLOYMENT SYSTEM RELEASE & HANDOVER
IDEA
→
PROTOTYPE
→
TEST
→
INTEGRATE
→
DEPLOY
→
LIVE AI SYSTEM
PRODUCTION READY AI SYSTEM
06 / LAUNCH

Production AI Deployment & Handover

We deploy to scalable GPU/serverless inference clusters, configure observability, and hand over proprietary prompts and code.

✓ Live production AI deployment ✓ 100% full IP & model handover ✓ Observability & monitoring setup
TECHNOLOGY

The Technology Behind the Intelligence.

Modern AI and software technologies selected around your product, data, workflow, and technical requirements.

OpenAI
OpenAI GPT-4o
Claude
Anthropic Claude
Gemini
Google Gemini
LangChain
LangChain & LlamaIndex
Python
Python
FastAPI
FastAPI
Node.js
Node.js
TypeScript
TypeScript
PostgreSQL
PostgreSQL & pgvector
Redis
Redis Cache & Vector
Supabase
Supabase
Firebase
Firebase
AWS
AWS Bedrock & Cloud
Docker
Docker Containers
GitHub Actions
GitHub Actions CI/CD
Vercel
Vercel Edge
SELECTED WORK

Built for Real-World AI.
Proven in Production.

A look at how we turn intelligent models, vector data, and autonomous workflows into reliable software products.

GOT QUESTIONS?

Frequently Asked Questions

We build AI-powered applications, AI agents, RAG systems, vector search solutions, AI assistants, intelligent automation, and AI integrations with existing business systems.

Yes. We can integrate AI into existing websites, mobile applications, SaaS platforms, internal tools, APIs, databases, and business workflows.

Yes. We can design AI systems that retrieve relevant information from approved business data sources and provide access according to your application's requirements and permissions.

Retrieval-Augmented Generation allows an AI system to retrieve relevant information from connected knowledge sources before generating a response. This is useful when AI needs context from business-specific information.

AI agents are systems designed to work through goals using reasoning, tools, data, and defined workflows. Depending on the use case, they can retrieve information, call APIs, and assist with business actions.

READY TO BUILD?

Let's Put AI to Work.

Have an AI idea, a repetitive workflow, a knowledge problem, or an existing product that could benefit from intelligent capabilities?

Let's turn it into a practical AI solution built around your business.