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AI Integration & Automation Services

Integrate AI capabilities into your existing systems—from GPT-powered features to custom automation workflows that transform how your business operates.

AI Is Powerful but Hard to Implement Well

Most businesses know AI can help them. Few know how to implement it effectively. You're facing real challenges:

Where to even start

There are hundreds of AI tools and APIs. Choosing the right one for your use case requires deep technical knowledge.

Integration complexity

Connecting AI to your existing systems—databases, workflows, user interfaces—is harder than vendors make it seem.

Cost management

AI APIs can get expensive fast. Without proper architecture, costs spiral out of control.

Reliability concerns

AI outputs can be inconsistent. Building systems that handle edge cases gracefully requires experience.

What I Deliver

I help businesses integrate AI in ways that are practical, cost-effective, and actually solve real problems—not just chase hype.

GPT & LLM Integration

OpenAI, Anthropic, or open-source models integrated into your products—with proper prompt engineering and output handling.

Intelligent Automation

Workflows that combine AI with business logic: document processing, data extraction, content generation, decision support.

Custom AI Features

AI-powered search, recommendations, summarization, or analysis built directly into your existing applications.

RAG & Knowledge Systems

AI that knows your business: retrieval-augmented generation over your documents, databases, and internal knowledge.

Common Use Cases

Document Processing

Extract data from invoices, contracts, reports. Turn unstructured documents into structured data automatically.

Customer Support

AI-powered chatbots and support tools that actually understand context and provide useful answers.

Content Generation

Automated report writing, email drafting, product descriptions—with human review workflows built in.

Data Analysis

Natural language queries over your data. Ask questions in plain English, get insights without SQL.

Internal Tools

AI assistants for your team: meeting summaries, knowledge base search, task automation.

Product Features

AI capabilities embedded in your product: smart search, recommendations, personalization.

Technology Stack

I work with the leading AI platforms and integrate them with your existing systems:

AI Models

OpenAI GPT-4ClaudeGeminiLLaMAWhisper

Vector DBs

PineconeWeaviatepgvectorChromaDB

Frameworks

LangChainLlamaIndexSemantic Kernel

Backend

PythonNode.jsFastAPIREST/GraphQL
AI Integration

Recent AI Project: Meeting Analysis System

Built a system that processes business meeting recordings, extracts requirements, action items, and key decisions using AI. Turns hours of meetings into structured documentation.

Node.jsGemini AINext.jsFFmpeg
90% time saved on documentationView Case Study →

Frequently Asked Questions

Which AI model should I use?

It depends on your use case, budget, and requirements. GPT-4 is versatile but expensive. Claude is great for longer documents. Open-source models can reduce costs for simpler tasks. I'll recommend the right fit after understanding your needs.

How much do AI integrations cost?

Every AI integration is unique, so I provide custom quotes based on your specific requirements and complexity. I also design systems to minimize ongoing API costs while maximizing value.

Can AI work with my existing data?

Yes. I build RAG (Retrieval-Augmented Generation) systems that let AI access and reason over your documents, databases, and internal knowledge bases while keeping data secure.

How do you handle AI hallucinations and errors?

Through careful prompt engineering, output validation, confidence scoring, and human-in-the-loop workflows where needed. AI is powerful but needs guardrails—I build those in from the start.

Is my data secure with AI integrations?

Data security is a first-class concern. I can work with enterprise AI APIs that don't train on your data, implement on-premise solutions, or use privacy-preserving architectures depending on your requirements.

Can you improve an existing AI integration?

Absolutely. I often help companies optimize existing AI implementations—reducing costs, improving accuracy, or adding new capabilities to what's already built.

Ready to Add AI to Your Business?

Let's discuss what AI can actually do for your specific situation. I'll give you an honest assessment—including when AI isn't the right solution.

Asaf Arviv | Senior Software Architect & MVP Development