Fitwise — AI parts search for aftermarket dealers.
Your customers are ringing in to ask what fits their machine. We built an AI that answers that question in under ten seconds — trained on your own PDF catalogs and parts books.
Python
React
Next.js
Node.js
AWS
GCP
Azure
Docker
Kubernetes
PostgreSQL
MongoDB
Snowflake
Redis
Stripe"What fits a 2019 Komatsu PC200-10?"
You have a 30,000-part catalog indexed by make, model and serial. Buyers can't navigate it alone. Your phone rings instead.
"Which carburetor for my Briggs model X?"
Your catalog lives in exploded diagrams and PDF manuals. Buyers dig through schematics to find one part. You have a person to help — they shouldn't need to.
"Does this fit a Hyster H50FT?"
Multi-brand aftermarket catalog, decades of part numbers, superseded specs everywhere. Finding the right part means knowing the serial range. Fitwise knows it.
We take everything — PDFs, CSVs, service manuals
Send us your catalog files. Our AI pipeline reads every page using GPT-4.1 vision, extracts part numbers, compatible models and serial ranges, and builds a searchable knowledge base from your existing data.
Your parts finder is live in days, not months
We deploy Fitwise on your branded subdomain. Buyers pick make and model from auto-generated dropdowns and ask in plain English. The system answers from your catalog — no hallucination, no guessing.
Add it to your existing website
A rate-limited public widget embeds directly on your site. No login required for your customers. It costs nothing to run for guided queries — only complex free-text questions use an LLM call.
You see everything, control everything
Your admin console shows every conversation, every part found (or not found), every piece of feedback. Add new manuals, trigger ingestion, manage users. You own the data.
PDF & CSV ingestion
We process your entire catalog on setup. New manuals added on request, usually within 48 hours.
Parts chat + service manual chat
Two separate chat surfaces — one for part finding, one for repair questions. Both RAG-backed on your data.
Public embeddable widget
Zero-auth parts finder for your website. Rate-limited and safe. Guided queries cost you nothing in AI calls.
Admin console
Full dashboard: chat history, feedback, user management, ingestion controls, audit logs. No engineering needed.
We run the infrastructure
FastAPI backend, MongoDB, Qdrant vector search, Caddy TLS, GCP hosting. You don't touch a server.
Your data, your catalog
Everything ingested stays in your deployment. We don't share data between customers. You can export and leave anytime.
- Forklift & material handling parts dealers
- Agricultural & tractor parts distributors
- Construction & heavy equipment parts sellers
- Marine parts retailers
- Outdoor power & small-engine parts e-tailers
- Hydraulic component distributors
- Any dealer with a catalog too large to search manually
- Same working day
- 48 hours from catalog sample
- No minimum
- Days, not months
Send us your catalog. We'll show you the demo in 48 hours.
We'll ingest a sample of your parts data, load it into a demo environment, and show you Fitwise running on your own catalog. No commitment. You see your parts answering fitment questions before we talk price.
- hello@codeaza.com
- Reply time
- Same working day
- Team
- In-house, full-time
- Clients in
- Asia-Pacific · Europe · Americas