Process: AI Development

Empowering Innovation Through AI Development

Your AI Partner from Concept to Launch. Rapidise’s proven AI development lifecycle guides you through every stage, ensuring a triumphant journey from initial idea to market launch.

Our Process

Phase 1 Phase 2 Phase 3 Phase 4 Phase 5
Design
Design
Develop
Develop
Tune
Tune
Automate
Automate
Maintain
Maintain

Design

Key Activities

  • Defining Acceptance Criteria
  • Data Source Finalization
  • Model Architecture Identification
  • POC If Required
  • Design

    Key Deliverable

  • Product Requirements Specification
  • Architecture Document
  • Phase 1
  • Develop

    Key Activities

  • Data Annotation
  • Data Pre Processing
  • AI Model Training
  • Model Transformation for the Target Platform
  • Inference Code for Target Platform
  • Happy Path Testing
  • Develop

    Key Deliverable

  • ETL Pipeline
  • AI model v1.0
  • Model Benchmarking Report for Test Data vs Live Data
  • Phase 2
  • Tune

    Key Activities

  • Hyperparameter Tuning Of Model
  • Benchmarking Of Models
  • Evaluate Secondary Matrices If Required
  • Risk Assessment
  • Quantization And Pruning Of Model
  • Develop

    Key Deliverable

  • AI Model V2.0
  • Model Benchmarking Report For Test Data Vs Live Data
  • Phase 3
  • Automate

    Key Activities

  • MLOps
  • Automate Data Collection
  • Automate Data Labeling
  • Automate Model Training
  • Automate Testing and Deployment
  • Automate Data Drift Identification
  • Develop

    Key Deliverable

  • Cloud Infrastructure
  • Automated 360 Pipeline
  • Data Labeling Review Setup
  • Phase 4
  • MAINTAIN

    Key Activities

  • Auto Scaling For Cloud Deployment
  • Continuous Monitoring Of Model Performance
  • Drift Correction Through New Dataset Addition
  • Drift Correction Through Hyper Parameter Tuning
  • Develop

    Key Deliverable

  • Scalable Cloud Infrastructure
  • Up To Date Model Performance
  • Phase 5
  • Data Source (Options)

    Dedicated Team for Data Collection
    Dedicated Team for Data Collection
    Commercial Datasets
    Commercial Datasets
    Open Source Datasets
    Open Source Datasets
    Simulate Datasets Through Third Party Licencing Tools
    Simulate Datasets Through Third Party Licencing Tools

    RFQ to FDR Rapidise Project Delivery Cycle

    Below you will discover the various stages of your Project’s Delivery Cycle, starting from a Request for Quotation (RFQ) which initiates the Product Requirement Gathering process, and ending with a Final Delivery Report, which releases all final Project Deliverables.

    Industries We Serve

    Automotive

    Security & Surveillance

    Industry 4.0  

    Consumer Electronics

    Healthcare

    Technology Marketplace

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