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I will build a rag knowledge base chatbot with source citations
Youssef Ouda
About this gig
Turn your approved content into an AI assistant that shows where its answers come from.
I will build a focused RAG knowledge-base assistant that retrieves relevant information, returns source-backed answers, and refuses or escalates weak and unsupported questions instead of guessing.
This Gig includes one tightly defined use case, up to 20 prepared knowledge records, retrieval and evidence rules, exact source citations, a basic responsive web chat, safe no-answer behavior, source code, and setup notes.
My reference build is ClarityDesk, a self-initiated portfolio project using a fully synthetic product catalog. It demonstrates citation-first answers, evidence thresholds, decision traces, and human escalation. No client or commercial outcome is claimed.
Please contact me before ordering with your content format, expected users, and required integrations. API usage, hosting, subscriptions, OCR, data cleanup, authentication, additional integrations, and production security work are quoted separately.
Get to know Youssef Ouda
Youssef Ouda
AI Automation Engineer, RAG and API Integrations
- FromCanada
- Member sinceFeb 2023
- Avg. response time1 hour
Languages
Arabic, English
I build focused AI automations that connect approved business knowledge, APIs, and human review steps. My work includes RAG assistants, citation-first support workflows, REST API integrations, responsive interfaces, validation, testing, and handoff documentation. My reference project, ClarityDesk, retrieves synthetic product records, applies evidence thresholds, cites exact sources, and sends uncertain questions to human review instead of guessing. I work with TypeScript, Next.js, React, Node.js, and the OpenAI Responses API.
FAQ
What content can I use for the knowledge base?
Prepared text, FAQs, product records, or one agreed document or data format. Scanned files, OCR, and data cleanup require separate scope.
Does the price include OpenAI usage or hosting?
No. API usage, hosting, domains, databases, and paid third-party services are purchased through accounts you own.
Will the chatbot always produce a perfect answer?
No AI system is perfect. I implement citations, evidence rules, safe refusal, and human-review behavior to reduce unsupported answers.
