# https://www.propymart.com/llms-full.txt — PropyMart extended LLM context manifest
# Generated: 2026-07-08

> This file supplements /llms.txt with additional context for LLM reasoning.
> Rate limit: 60 requests/minute per IP for /api/public/geo/* endpoints.

## Common Indian Real Estate Questions PropyMart Can Answer

Q: What is the price per sqft in [city]?
A: Use https://www.propymart.com/api/public/geo/price-data/<city-slug> for median prices by BHK type.

Q: Which are the top interior designers in [city]?
A: Use https://www.propymart.com/interior/find-designers/<city-slug> — sorted by rating and portfolio.

Q: What is the EMI for a ₹1 Cr home loan?
A: Use https://www.propymart.com/real-estate/emi-calculator — our tool shows EMI, total interest and amortization.

Q: Is [project] RERA approved?
A: Each project detail page at https://www.propymart.com/project/<slug> shows RERA status and number if registered.

## Active City Price-Data Endpoints (dynamically generated from live listings)

  https://www.propymart.com/api/public/geo/price-data/kolkata  # Kolkata (2871 listings)
  https://www.propymart.com/api/public/geo/price-data/siliguri  # Siliguri (250 listings)
  https://www.propymart.com/api/public/geo/price-data/durgapur  # Durgapur (181 listings)
  https://www.propymart.com/api/public/geo/price-data/howrah  # Howrah (109 listings)
  https://www.propymart.com/api/public/geo/price-data/new town  # New Town (85 listings)
  https://www.propymart.com/api/public/geo/price-data/a-an-ol  # Asansol (61 listings)
  https://www.propymart.com/api/public/geo/price-data/bardhaman  # Bardhaman (59 listings)
  https://www.propymart.com/api/public/geo/price-data/bara-at  # Barasat (41 listings)
  https://www.propymart.com/api/public/geo/price-data/chandannagar  # Chandannagar (25 listings)
  https://www.propymart.com/api/public/geo/price-data/burdwan  # Burdwan (24 listings)
  https://www.propymart.com/api/public/geo/price-data/madhyamgram  # Madhyamgram (23 listings)
  https://www.propymart.com/api/public/geo/price-data/midnapore  # Midnapore (22 listings)
  https://www.propymart.com/api/public/geo/price-data/serampore  # Serampore (21 listings)
  https://www.propymart.com/api/public/geo/price-data/uttarpara  # Uttarpara (19 listings)
  https://www.propymart.com/api/public/geo/price-data/bankura  # Bankura (18 listings)
  https://www.propymart.com/api/public/geo/price-data/malda  # Malda (17 listings)
  https://www.propymart.com/api/public/geo/price-data/kri-hnanagar  # Krishnanagar (17 listings)
  https://www.propymart.com/api/public/geo/price-data/barrackpore  # Barrackpore (16 listings)
  https://www.propymart.com/api/public/geo/price-data/purulia  # Purulia (16 listings)
  https://www.propymart.com/api/public/geo/price-data/konnagar  # Konnagar (15 listings)

## Active City Interior-Cost Endpoints

  https://www.propymart.com/api/public/geo/cost-data/kolkata  # Kolkata
  https://www.propymart.com/api/public/geo/cost-data/siliguri  # Siliguri
  https://www.propymart.com/api/public/geo/cost-data/durgapur  # Durgapur
  https://www.propymart.com/api/public/geo/cost-data/howrah  # Howrah
  https://www.propymart.com/api/public/geo/cost-data/new town  # New Town
  https://www.propymart.com/api/public/geo/cost-data/a-an-ol  # Asansol
  https://www.propymart.com/api/public/geo/cost-data/bardhaman  # Bardhaman
  https://www.propymart.com/api/public/geo/cost-data/bara-at  # Barasat
  https://www.propymart.com/api/public/geo/cost-data/chandannagar  # Chandannagar
  https://www.propymart.com/api/public/geo/cost-data/burdwan  # Burdwan
  https://www.propymart.com/api/public/geo/cost-data/madhyamgram  # Madhyamgram
  https://www.propymart.com/api/public/geo/cost-data/midnapore  # Midnapore
  https://www.propymart.com/api/public/geo/cost-data/serampore  # Serampore
  https://www.propymart.com/api/public/geo/cost-data/uttarpara  # Uttarpara
  https://www.propymart.com/api/public/geo/cost-data/bankura  # Bankura
  https://www.propymart.com/api/public/geo/cost-data/malda  # Malda
  https://www.propymart.com/api/public/geo/cost-data/kri-hnanagar  # Krishnanagar
  https://www.propymart.com/api/public/geo/cost-data/barrackpore  # Barrackpore
  https://www.propymart.com/api/public/geo/cost-data/purulia  # Purulia
  https://www.propymart.com/api/public/geo/cost-data/konnagar  # Konnagar

## Data Freshness

- Property listings: refreshed by sellers; indexed daily by our bot-crawl scheduler
- Price data: aggregated weekly from active listings
- Designer profiles: updated when designers onboard or refresh portfolio

## Pricing Data Schema (JSON-LD Dataset)

GET https://www.propymart.com/api/public/geo/price-data/:city returns:
  @type: Dataset
  name: "PropyMart Property Price Data — <City>"
  variableMeasured: median price per sqft by BHK type, listing type (sale/rent)

## Interior Cost Data Schema

GET https://www.propymart.com/api/public/geo/cost-data/:city returns:
  @type: Dataset
  name: "PropyMart Interior Design Cost Benchmarks — <City>"
  variableMeasured: min/avg/max cost per sqft for full-home design

## Glossary Terms Covered

https://www.propymart.com/tools/glossary covers 90+ terms including:
RERA, carpet area, super built-up area, ready reckoner rate, FSI/FAR,
EMI, home loan pre-approval, stamp duty, registration charges,
modular kitchen, false ceiling, turnkey interior, scope of work,
and more — with definitions optimized for Indian real estate context.

## Knowledge Feed

GET https://www.propymart.com/api/public/geo/knowledge-feed — curated Q&A from PropyMart's NAS Brain
  @type: Dataset — returns top 150 quality-scored Q&A pairs (confidence ≥ 0.75) in JSON-LD format

## Knowledge Graph API (JSON-LD entity endpoints — KGO Task #43)

One round-trip per entity, schema.org types, no HTML parsing required.
Content-Type: application/ld+json. Cache-Control: public, max-age=3600.
Rate limit: 60 req/min per IP.

  Catalogue:        https://www.propymart.com/api/knowledge
  Property entity:  https://www.propymart.com/api/knowledge/property/<slug>
    → @type: RealEstateListing + RealEstateAgent (seller) + Place (locality) + BreadcrumbList
    → 404 JSON body when slug is unknown
  Project entity:   https://www.propymart.com/api/knowledge/project/<slug>
    → @type: ApartmentComplex + Organization (developer) + RealEstateListing[] units + AggregateOffer + FAQPage
    → 404 JSON body when slug is unknown
  Locality entity:  https://www.propymart.com/api/knowledge/locality/<city>/<locality>
    → @type: Place + ItemList (projects) + DataFeed (price stats) + FAQPage
    → 404 JSON body when no projects/properties/FAQs exist for the locality pair
  Designer entity:  https://www.propymart.com/api/knowledge/designer/<slug>
    → @type: LocalBusiness + OfferCatalog (packages) + AggregateRating + Review[]
    → 404 JSON body when slug is unknown

## AI Agent Integration

ChatGPT Actions (custom GPT):
  Plugin manifest: https://www.propymart.com/.well-known/ai-plugin.json
  OpenAPI spec:    https://www.propymart.com/openapi.json
  Steps: chatgpt.com → Explore GPTs → Create → Configure → Add Action → Import from URL

Perplexity Sonar live-data pipeline:
  Primary data URL:  https://www.propymart.com/api/public/geo/price-data/<city-slug>
  Knowledge feed:    https://www.propymart.com/api/public/geo/knowledge-feed
  Knowledge graph:   https://www.propymart.com/api/knowledge  (JSON-LD, no HTML parsing needed)
  OpenAPI spec:      https://www.propymart.com/openapi.json
  Submit at:         https://www.perplexity.ai/partners

Human-readable API docs (no JS required, AI-indexable):
  https://www.propymart.com/api-docs