Technical Specifications

System Architecture

Core Engine Hybrid Neuro-Symbolic AI (LLM + Deterministic Agents)
Orchestrator Multi-Agent Router with Intent Detection
Supported Formats MDF (3.x, 4.x), MF4, CSV, Excel (.xlsx)
Signal Indexing DuckDB (Columnar Storage) + 330 DBC Files
Visualization Plotly.js (WebGL Accelerated) + LTTB Downsampling

Diagnostic Engine

Signal Capacity 1,269+ Unique Signal Types (Auto-Decoded)
Analysis Functions 50+ Built-in Tools (Stats, Correlation, Filtering)
Specialized Agents 9 Agents (Misfire, Fuel, Gear, Drivability, WLTP, etc.)
Compliance IUPR (OBD-II), WLTP/RDE (EU6/7)
Reporting PDF Generation (Charts, Tables, Insights)

Processing Pipeline

MDF/MF4 Ingestion
DBC Decoding
DuckDB Indexing
DiagAI Orchestrator
MisfireAgent
FuelAgent
WLTPAgent
Interactive Plots
PDF Reports

Key Design Patterns

Private RAG Deployment

Secure, OEM-isolated Retrieval Augmented Generation ensuring proprietary calibration data never leaves your VPC.

Context-Aware Routing

Dynamically selects between "Shallow" pattern-matching agents for speed and "Deep" reasoning models (DeepSeek) for complex root cause analysis.

Zero-ETL Pipeline

Analyze raw binary files immediately without lengthy pre-processing or conversion steps. Native MF4 support.

Ready to Transform Your Workflow?

chayandaschayan@gmail.com | +91 7908054878