I will build production ai agents and rag chatbots


About this gig
Most AI chatbots make things up. I build RAG (retrieval-augmented) systems that stay grounded in YOUR documents and cite their sources, so every answer is traceable instead of guessed.
What you get:
A chatbot trained on your own docs, PDFs, website, or database
Grounded answers with source citations
Guardrails so it says "I don't know" instead of inventing an answer
Evaluations that measure accuracy before you ship, not guesswork
Deployed as a web widget, an API, or inside your own cloud
Why me: I build production AI, not demos. My work includes a grounded language-exam coach where a build check blocks any sample answer not tied to a cited source, and an AI career platform with an agent pipeline and document processing (OCR) over messy real-world files. I measure instead of guessing, for example cutting speech-recognition error roughly 6x by benchmarking models rather than assuming.
Stack: Python/FastAPI, Node, OpenAI, LangChain, vector databases (pgvector, Pinecone, Qdrant), deployed on Google Cloud.
Message me before ordering with your use case and document types. I'll tell you honestly whether RAG fits and which package you need.
Get to know FrontierForge
Production AI
- FromUnited States
- Member sinceJul 2026
Languages
English, French
My Portfolio
FAQ
Can you use my own documents and data?
Yes. PDFs, Word docs, websites, Notion, spreadsheets, or a database. You'll share samples in the Requirements step, and I'll confirm how many sources your package covers before I start.
How do you stop it from hallucinating or making things up?
Two layers. Retrieval grounds every answer in your documents with citations, and guardrails make it say "I don't know" when the answer isn't in your data. I also run evaluations to measure accuracy before delivery.
Where does the chatbot get deployed?
Your choice: an embeddable web widget, a REST API, or deployed into your own cloud (Google Cloud or AWS) under your keys. Standard and Premium include deployment; Basic is delivered ready to deploy.
Which package should I choose?
Basic: a working grounded bot on a small document set. Standard: a production assistant with evals, guardrails, multiple sources, and deployment (most buyers). Premium: a full system with agent tools, training, and cloud deployment. Message me and I'll point you to the right one.
What do you need from me to start?
A sample of your documents, the questions you expect it to answer, and where you want it to live (widget, API, or your cloud). The full checklist is in the Requirements step after you order.
Do you offer support and updates after delivery?
Yes. Every package includes revisions, and I offer ongoing maintenance and improvements as a separate retainer, useful once your data grows or you add new question types. Just ask.

