Data Activation

Platform & Process Overview

Working with CYTK

Data Requirements

E
Labeled & Structured

Your data should be organized relative to the main or top-level component (e.g. a vehicle, machine, component, etc.), and then further defined by labels (categories, positions, other qualifiers, data type, data format, etc.), which determine their structure.

E
Accessible

Ideally, data is accessible via a JSON Web API. We can discuss alternatives if needed.

API Evaluation and Data Assessment

E
Structure of the data is evaluated.
E
Ensure data can be scoped by model / component / product ID.
E
Ensure data can be searched and for each item of content, a unique identifier is present.
E
Proposal for New Product Development

Data Activation Pipeline

Key Platform Properties

ETL Service

E
Ingestion and processing of any structured and labeled data accessible via API or periodic downloads.
E
Automated, periodic Data Pipelines in charge of keeping specific data updated.
E
Structuring of data: Different sources of data are processed and refined to a common structure.
E
Loading into DBs and Elasticsearch

Machine Learning

E
Component Recognition
E
Industry-specific Lexicon
E
Data Integrity Checks
E
Extended M/L Roadmap

Related Searches
Technician Workflows
PDF Parsing

 

LLM Inclusion

E
Public Data Source

Generate structured results from OpenAI’s LLM as a separate data source to serve crowd-sourced web information where manufacturer service manuals may be underserving the technicans.

    E
    Search Results based on Proprietary Data training

    Private RAG Pipeline to train OpenAI LLM on proprietary data in a private, secure setting to customize the technician’s experience relative to the specific data source.

      E
      Conversational Search (future)

      Privately trained data sets would drive the LLM’s natural aptitude for real-time Q&A with technicians.

        Ancillary Platform Services

        Observability, Reliabiliy & Scalability

        E
        Activity Reporting
        E
        Error Capture and Alerting
        E
        Compliance
        E
        Monitoring
        E
        Platform Stability and Scalability