Neural Query Engine

About Kutup NQ

What Kutup NQ is

Kutup NQ is a dataset-based technical query engine for industrial automation and data systems. It searches curated JSON knowledge datasets and returns ranked matches.

How it works

  • User query is normalized and intent-classified in the browser.
  • Datasets are selected manually or with auto dataset routing.
  • Backend returns ranked matches from versioned dataset files.
  • Frontend can rerank results with embedding signals when neural model is available.

Real capabilities

Domains

OPC, PLC/DCS, process control, protocols, SQL, DB fundamentals, classical ML, LLM fundamentals.

Languages

English and Turkish datasets, each tracked by dataset id and version.

Data and privacy

Query handling and ranking signals run in browser and backend together. Feedback events (click, thumbs up, thumbs down) are saved locally in browser storage to improve ranking behavior per user session.

Datasets are local versioned files served by the NQ backend.

Open Kutup NQ Kutup Main Page