I will build a custom rag ai chatbot for saas trained on vormac


About this gig
Are you struggling to turn your business files into reliable answers for customers or your team? Generic responses and poor retrieval can make an assistant frustrating to use.
I can help build a practical solution that connects your information to relevant answers through structured retrieval and careful testing.
WHAT I OFFER
- Semantic retrieval configuration for relevant information
- PDF and text-file processing
- Embedding and data-indexing setup
- Python backend and API connectivity
- Answer testing with source references where supported
IDEAL USE CASES
Product manuals, company policies, technical guides, internal knowledge systems, and customer-facing information portals.
MY PROCESS
I review your requirements, assess your source material, configure the retrieval pipeline, connect the required services, and test representative queries.
PLEASE NOTE
Results depend on file quality, system configuraton, and model behavior. Perfect accuracy cannot be guaranteed. Hosting, paid API usage, OCR, complex authentication, and extra integrations are excluded unless agreed in advance.
Message me for a free initial project review before ordering. Share your intended use case and desired functionality
Get to know Bright M
AI Chatbot Developer and AI Agent Build, Base44 App Bug Fixes and Debugging
- FromFrance
- Member sinceOct 2026
- Avg. response time1 hour
Languages
English, French, German, Spanish, Italian
My Portfolio
FAQ
Can you process scanned files or image-based PDFs?
Yes, if the package and file condition support OCR processing. Scanned materials may need additional preparation, which can affect cost and delivery time.
Can the solution connect to my existing website?
Yes, subject to your website technology, access permissions, and project scope. Confirm the required connection before ordering.
Which language models can you integrate?
Options depend on your budget, provider access, technical requirements, and preferred infrastructure. Tell me if you have a specific provider in mind.
Will the system always return correct answers?
No system can guarantee perfect accuracy. I can test representative queries, assess retrieval quality, and make agreed improvements within the selected package.
Are hosting and third-party charges included?
Not by default. Cloud hosting, model usage, storage, and other external services are paid separately unless explicitly included in your order.

