Generative AI & LLM Integration
Practical AI tools that actually save you time and money.
I add AI into your existing software. Instead of generic, unhelpful chatbots, I build AI tools trained directly on your company data. Whether you need to automate customer support or speed up internal workflows, I focus on AI that delivers real business value without the hype.
Every project is different. Book a free consultation to talk about your idea, scope, and timeline.
or send a messageWhat Is Generative AI & LLM Integration?
I add AI into your existing software. Instead of generic, unhelpful chatbots, I build AI tools trained directly on your company data. Whether you need to automate customer support or speed up internal workflows, I focus on AI that delivers real business value without the hype.
Technologies I Use
What Sets My AI Integration Work Apart
Production-Ready from Day One
I build to ship, not to demo. Every project is structured for real-world usage, scalability, and long-term maintainability.
Clear Communication
You get regular updates, clear explanations, and zero surprises. I explain technical decisions in plain language.
Deep AI Integration Expertise
Years of focused AI Integration work means I have seen the common pitfalls, and I know how to avoid them from the start.
Pragmatic Problem Solving
I choose the right tool for the job, not the trendiest one. Your requirements drive the architecture.
The Development Process
Use Case Validation
Figuring out if AI will actually solve your problem or if traditional software is better.
Data Strategy
Organizing your company data so the AI can use it securely.
RAG Architecture
Building the system so the AI gives accurate answers based solely on your own documents.
Prompt Engineering
Writing strict instructions to prevent the AI from making things up or going off-brand.
Integration
Connecting the AI engine directly into your website or mobile app.
Monitoring
Keeping an eye on API costs and tracking how well the AI answers user questions.
Case Studies & Portfolio
CopVPN: Fast & Secure VPN
A military-grade virtual private network application for iOS and Android built to deliver fast, secure, and encrypted in...
KCWX: Live Broadcast & OTT Platform
An OTT streaming app for KCWX-TV, delivering live television broadcasts and video-on-demand content to mobile devices an...
What Clients Say
“I am writing this testimonial to express my utmost satisfaction and appreciation for the exceptional work delivered by Anas on our Kotlin project. Anas’s commitment to excellence was evident in every line of code he wrote. He consistently delivered high-quality, efficient, and robust solutions, ensuring that the project’s objectives were met with precision. What stood out the most was Anas’s proactive communication and collaborative spirit. He regularly updated us on the progress of the project, addressed any concerns promptly, and was always open to feedback. I wholeheartedly recommend him to anyone seeking a skilled and reliable Kotlin developer.”I am writing this testimonial to express my utmost satisfaction and appreciation for the exceptional work delivered by Anas on our Kotlin project. Anas’s commitment to excellence was evident in every line of code he wrote. He consistently delivered high-quality, efficient, and robust solutions, ensuring that the project’s objectives were met with precision. What stood out the most was Anas’s proactive communication and collaborative spirit. He regularly updated us on the progress of the project, addressed any concerns promptly, and was always open to feedback. I wholeheartedly recommend him to anyone seeking a skilled and reliable Kotlin developer.
“I am really satisfied with his work. This is exactly what our business has been lacking. Highly Recommend this guy.”I am really satisfied with his work. This is exactly what our business has been lacking. Highly Recommend this guy.
“Just received the delivery, it is as great as I expected. Even more than that. I had a really really good experience with Anas. All aspects of the app regarding designs, user experience, development and till publishing, I am very happy. Definitely will hire Anas again from my future projects. 100% recommended to all.”Just received the delivery, it is as great as I expected. Even more than that. I had a really really good experience with Anas. All aspects of the app regarding designs, user experience, development and till publishing, I am very happy. Definitely will hire Anas again from my future projects. 100% recommended to all.
Frequently Asked Questions
How do you integrate Generative AI and LLMs securely with private company documents?
I architect enterprise Retrieval-Augmented Generation (RAG) pipelines using vector databases (Pinecone, pgvector). Your internal PDFs, knowledge bases, and database records are embedded and queried securely so models like OpenAI GPT-4o or Anthropic Claude provide verified, citation-backed answers without data leaks.
Is sensitive customer and company data kept confidential when using OpenAI and Claude APIs?
Yes. We utilize enterprise API contracts with explicit zero-data-retention agreements. Your proprietary company data, customer queries, and business documents are strictly never used to train or fine-tune public foundation models.
How do you eliminate AI hallucinations and ensure reliable outputs?
I implement strict prompt grounding, few-shot prompting, schema validation via instructor/Zod, deterministic fallback paths, and source verification checks to guarantee the AI stays on-brand, accurate, and within defined boundaries.
How do you control and optimize recurring OpenAI and Anthropic API token costs?
I implement prompt caching, semantic vector caching with Redis, intelligent model routing (e.g., lightweight models for simple queries, frontier models for complex reasoning), and strict token budgeting to keep monthly operating costs low.
What is the typical cost and timeline to integrate custom AI into our software?
Custom Generative AI and RAG integrations typically range from $4,000 to $9,000 and take 3 to 6 weeks, delivering an audited, production-ready AI feature with automated monitoring and cost telemetry.
Ready to Start Your
AI Integration Project?
Choose how you would like to connect. Send a message with your project scope or pick a time on my calendar for a free 30-minute technical discovery call.
Send a Project Inquiry
Tell me what you are looking to build and I will reply within 24 hours with architecture ideas and a timeline estimate.
Prefer Hiring via Upwork, Fiverr, or Toptal?
Need the security of milestone escrow, platform contracts, or top-tier vetted talent? You can hire me directly through my Top Rated Upwork profile, order my verified Fiverr gig with seamless checkout, or engage through Toptal.