Sampati 1.0 (`pygrassreal/sampati1`)

Design Material Procurement, Live Supply Chain & Cost Estimation Engine

🌐 Official Platform • 📖 About Platform • 💻 Developer API • 🔑 Get API Key • 💬 Contact Enterprise

"Real-Time Web-Grounded Material Market Intelligence, Supplier Verification, and Accurate BOM Cost Forecasting"

🌟 Overview: Sampati 1.0

Sampati 1.0 provides autonomous Live Web Search Grounding and Material Market Pricing Intelligence tailored for designers, manufacturing engineers, and general contractors.

While static models quote outdated historical prices, Sampati 1.0 searches real-time supplier catalogs, commodity indices, and regional distributor databases to provide accurate, up-to-the-minute material costs, lead times, and Bill of Materials (BOM) estimations.

🚀 Core Capabilities (Material Intelligence & Costing)

🌐 Live Material Index Grounding:
- Real-time price tracking for architectural steel, aluminum extrusions, timber grades, specialized polymers (PEEK, ABS, Polycarbonate), and composite facade panels.
📊 Automated Bill of Materials (BOM) Costing:
- Ingests volumetric and surface area data from 3D CAD models (Rhino / Grasshopper / Revit) and computes total material and fabrication cost breakdowns.
🏭 Supplier Sourcing & Availability:
- Identifies certified domestic and international suppliers, minimum order quantities (MOQ), and shipping lead-time estimates.
🌱 Sustainable Material Alternatives:
- Evaluates embodied carbon metrics and suggests eco-certified, lower-emission material alternatives that match mechanical specifications.

💳 Commercial API Pricing

Model ID	Input Tokens (per 1M)	Output Tokens (per 1M)	Context Window
`pygrassreal/sampati1`	$0.35	$1.50	128,000 Tokens

Obtain your API key and review catalog specifications at the PyGrassReal Model Catalog.

💻 Quick Start & API Integration

1. Python (OpenAI SDK)

from openai import OpenAI

client = OpenAI(
    base_url="https://api.pygrassreal.ai/v1",
    api_key="pgr_live_your_api_key_here"
)

response = client.chat.completions.create(
    model="pygrassreal/sampati1",
    messages=[
        {
            "role": "system",
            "content": "You are Sampati 1.0, expert in real-time design material procurement and BOM estimation."
        },
        {
            "role": "user",
            "content": "Find current regional market prices for Grade 6061-T6 aluminum sheet (3mm thickness) and compute estimated raw material costs for 45 square meters."
        }
    ]
)

print(response.choices[0].message.content)

2. cURL (Terminal)

curl https://api.pygrassreal.ai/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer pgr_live_your_api_key_here" \
  -d '{
    "model": "pygrassreal/sampati1",
    "messages": [
      {"role": "user", "content": "What is the average lead time and pricing trend for laminated acoustic glass panels in Southeast Asia right now?"}
    ]
  }'

🔒 Enterprise Support & Licensing

License: Commercial & Proprietary Software License.
Inquiries: admin@pygrassreal.ai • https://pygrassreal.ai

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Sampati 1.0 (pygrassreal/sampati1)