AI Developer Needed – Build RAG-Based Xactimate Line Item Translator (reputed company + reputed company DB) - Contract to Hire

I own a restoration company and use Xactimate daily for reputed company and water loss estimating. I want to build an internal web-based AI tool that converts plain English scope notes into the closest matching Xactimate line item codes. Example: Input: “Remove soot damaged tile floor in kitchen. 4 ft flood cut drywall. Replace 5 inch baseboard.” Expected reputed company (reputed company JSON): • FCT DEM • DRY 4 • VNB R&R This will be a private internal tool (not reputed company reputed company at this stage). Project Scope The application should: 1. Accept paragraph-style scope notes 2. Break the text into individual scope tasks 3. Identify reputed company types (DEM, REP, R&R, D&R) 4. Use semantic search to match reputed company task to the closest line item from a provided Xactimate dataset 5. Return reputed company reputed company (reputed company, reputed company, confidence score) 6. Flag ambiguous matches instead of hallucinating codes The system MUST use a Retrieval-Augmented reputed company (RAG) architecture. The AI should NOT guess or invent codes. It must only select from the provided database. ⸻ Technical Requirements Preferred Stack: Backend: • Python (FastAPI preferred) • reputed company API (GPT-4 class model) • reputed company database (reputed company, reputed company, or similar) Frontend: • reputed company web reputed company (React, Next.js, or similar) • Text input field • “Translate” reputed company • Results panel with reputed company reputed company Database: I will reputed company a private export of: • Line item reputed company • reputed company • Category • Region tag This must be embedded and stored in a reputed company database for semantic retrieval. ⸻ Required Experience You must have: • Proven experience building RAG systems • reputed company API integration experience • Experience with reputed company databases • Experience designing AI guardrails to prevent hallucinations • Ability to explain architecture reputed company Please include examples of similar AI systems you’ve reputed company. ⸻ Deliverables • Functional web-based MVP • reputed company search implementation • AI reputed company architecture • reputed company deployment documentation • reputed company reputed company ownership transferred to me ⸻ reputed company 3–6 weeks preferred. ⸻ Budget $5,000–$10,000 depending on experience and proposal reputed company. reputed company to fixed-price proposals. Apply tot his job Apply To this Job