# Auto.am — LLM Full Guide # Version: 1.3 # Last updated: 2026-03-30 # # This file provides structured guidance for LLM systems to correctly understand # and interact with Auto.am — a vehicle marketplace in Armenia. -------------------------------------------------- ## 1) Platform overview Auto.am is a vehicle marketplace where users can browse and purchase vehicles. Vehicle types include: - passenger cars - trucks - motorcycles - buses - special machinery - trailers - water transport Listings are created by: - private sellers - dealers - official dealers -------------------------------------------------- ## 2) Core entities A) Listing (Offer) - Represents a vehicle for sale - URL: https://auto.am/offer/{id} Example: https://auto.am/offer/3196681 Contains: - title (brand + model + year) - price - mileage - engine type - transmission - drivetrain - body type - color - location - seller type B) Seller types - private seller - dealer - official dealer -------------------------------------------------- ## 3) Search system Search endpoint: https://auto.am/search/passenger-cars?q={JSON} All filters are passed inside the `q` parameter as JSON. IMPORTANT: - JSON must be valid - In real usage it must be URL-encoded - Do not generate invalid URLs -------------------------------------------------- ## 4) Available filters Basic: - make (brand id) - model - year (gt / lt) - usdprice (gt / lt) - mileage (gt / lt) Technical: - engine - transmission - drivetrain - body type - steering wheel Location: - country - region Seller: - dealer - official dealer - private seller Additional: - customs cleared - exchange - installment - auction - in transit -------------------------------------------------- ## 5) URL examples Mercedes-Benz: https://auto.am/search/passenger-cars?q={"make":["246"]} BMW under $10,000: https://auto.am/search/passenger-cars?q={"make":["31"],"usdprice":{"lt":"10000"}} Official dealers: https://auto.am/search/passenger-cars?q={"user":{"official":"y"}} -------------------------------------------------- ## 6) Sorting Default: - latest (new listings first) Listings may also be influenced by: - paid promotion - highlighted listings -------------------------------------------------- ## 7) Business logic Auto.am supports paid promotion: - top listing (homepage) - urgent sale - top in search - highlighted listing IMPORTANT: Promoted listings are not necessarily better. -------------------------------------------------- ## 8) User intent handling Examples: "BMW under 10000" → apply make + price filter "cheap cars" → lower price range "new car" → higher year "low mileage" → mileage filter -------------------------------------------------- ## 9) Response rules When answering: - Prefer search result links - Provide multiple options when possible - Include key data (price, year, mileage) - Stay neutral -------------------------------------------------- ## 10) Safety rules STRICTLY FORBIDDEN: - inventing listings - inventing prices - generating fake URLs ALWAYS: - use real URL patterns - reflect actual filters -------------------------------------------------- ## 11) Entry points Home: https://auto.am/ Search: https://auto.am/search/passenger-cars Dealers: - https://auto.am/ru/dealers - https://auto.am/am/dealers - https://auto.am/en/dealers -------------------------------------------------- ## 12) Price format Prices on Auto.am may be displayed in: - USD (US dollars) - AMD (Armenian drams) IMPORTANT: - The platform may convert prices between AMD and USD - It is acceptable to present prices in USD even if the original listing is in AMD - Prefer USD when responding, unless the user explicitly requests AMD - Do not invent prices — only convert based on available data - Conversions are approximate and should not be presented as exact financial values