LLM Integration & RAG by freelance experts in Warangal, Hyderabad and worldwide
Connect Claude or GPT to your documents, databases and APIs with retrieval-augmented generation that cites sources.
- Vector search & embeddings
- Private knowledge bases
- API & enterprise integration
- Accuracy and cost tuning
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What is llm integration & rag?
Retrieval-augmented generation (RAG) lets an AI model answer from your own documents, databases and web pages instead of guessing. MaddySoft builds RAG systems with Claude or GPT that find the right passages first, then write an answer that cites its sources.
A good RAG system depends on details: how documents are cleaned and split, which embedding model is used, how results are ranked, and how permissions are enforced. We tune each step against real questions from your team so answers are accurate and fast.
Whether you run a business in Warangal, a startup in Hyderabad or Secunderabad, or a team overseas, our approach is the same: understand the problem, build the smallest useful version, measure it, and improve it. You get plain-English updates, working demos and a team that has been delivering software since 2005.
What you get with our llm integration & rag service
- Vector search & embeddings
- Private knowledge bases
- API & enterprise integration
- Accuracy and cost tuning
- Source code and documentation you own
- Written scope, timeline and price
- Weekly progress updates and live demos
- Post-launch support and training
Popular llm integration & rag use cases
Company knowledge base
One search box for policies, manuals, HR rules and past project files.
Legal and compliance search
Find clauses and obligations across hundreds of contracts, with page references.
Product catalogue assistant
Help buyers find the right product from specs, manuals and reviews.
Customer help centre
Answer product questions from your documentation around the clock.
How we deliver llm integration & rag
A clear six-step process keeps cost, quality and timing predictable.
1. Discovery call
We listen to your goals, users and constraints, and tell you honestly whether llm integration & rag is the right approach.
2. Scope and architecture
We write a clear scope, choose the technology, and agree milestones, timelines and a fixed or monthly price.
3. Design and prototype
You review screens or a working prototype early, so changes are cheap.
4. Build in sprints
Developers deliver in two-week sprints with a live demo at the end of each one.
5. Test and evaluate
We test functionality, security and speed, and for AI features we score answer quality on real examples.
6. Launch and support
We deploy, monitor, train your team and stay available for improvements.
Technologies we use for llm integration & rag
We choose tools for your goals, not for fashion. We prefer proven frameworks, open standards and clean code, so another team can maintain the work later if you wish.
Engagement and pricing models
Pick the model that suits your budget and certainty. Contact us for a written quote in INR or USD.
Hourly
Best for audits, fixes and small tasks. Pay only for hours worked, with a timesheet.
Monthly dedicated
A developer assigned to you full time or part time. Best for ongoing products.
Fixed price
A defined scope, milestones and a set price. Best when requirements are clear.
Why choose MaddySoft for llm integration & rag
20 years in software
We have built web and mobile software since 2005, so we know what lasts.
Claude and OpenAI focus
AI is our main specialism, not a side offer.
Freelance and flexible
Work with us anywhere, in your time zone, with no long contracts.
Local roots in Telangana
Based in Warangal, serving Hyderabad, Secunderabad and all Telangana in person.
You own everything
Code, designs and data are yours, under an NDA.
Clear communication
Daily updates, weekly demos and one point of contact.
Industries we serve
Where we deliver llm integration & rag
We provide llm integration & rag in Warangal, Telangana, Hyderabad, Secunderabad, Worldwide.
Frequently asked questions about llm integration & rag
RAG gives the model fresh facts at question time from your documents. Fine-tuning changes the model’s style or skills. Most business projects need RAG first, and it is cheaper to update.
Yes. We store access rules with each document and filter results per user, so people only see what they are allowed to.
PDFs, Word and Excel files, web pages, emails, databases and ticketing systems, with scanned pages handled through OCR.
Pricing depends on scope. We offer hourly, monthly dedicated and fixed-price models, and give a clear written quote after a free discovery call. Many clients start with a small paid pilot.
Small projects take two to four weeks. Larger products are delivered in two-week sprints with a working demo every sprint, so you see progress early.
Yes. We are based in Warangal, Telangana and serve Hyderabad, Secunderabad and all Telangana in person, and clients in the USA, UK, Canada, UAE, Australia, Singapore and Germany remotely.
You do. All source code, designs and data belong to you, and we sign an NDA before discussing your project.
Yes. We offer monthly support for fixes, updates, monitoring and improvements, or hand over with documentation if you prefer to run it in-house.
Ready to start your llm integration & rag project?
Call or WhatsApp +91 99125 95591 or email info@maddysoft.co.in. Free consultation, quote within one business day.
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