Process: AI Development
AI Development Lifecycle
Rapidise follows a proven AI project lifecycle, covering all key stages from ideation to market launch. We provide continuous support at every step to ensure success. Our approach is designed to deliver efficient, scalable, and impactful solutions tailored to meet your unique business needs.
Phase 1
Design
Key Activities
Defining Acceptance Criteria
Data Source Finalization
Model Architecture Identification
POC If Required
Key Deliverable
Product Requirements Specification
Architecture Document
Time
04-08 Weeks
Phase 2
Develop
Key Activities
Data Annotation
Data Pre-Processing
Al Model Training
Model Transformation for the Target Platform
Inference Code for Target Platform
Happy Path Testing
Key Deliverable
ETL Pipeline
Al model v1.0
Model Benchmarking Report for Test Data vs Live Data
Time
12-24 Weeks
Phase 3
Tune
Key Activities
Hyperparameter Tuning Of Model
Benchmarking Of Models
Evaluate Secondary Matrics If Required
Risk Assessment
Quantization And Pruning Of Model
Key Deliverable
Al Model V2.0
Model Benchmarking
Model Benchmarking Report For Test Data Vs Live Data
Time
04-08 Weeks
Phase 4
Automate
Key Activities
MLOps
Automate Data Collection
Automate Data Labeling
Automate Model Training
Automate Testing and Deployment
Automate Data Drift Identification
Key Deliverable
Cloud Infrastructure
Automated 360 Pipeline
Data Labeling Review Setup
Time
04-08 Weeks
Phase 5
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
Key Deliverable
Scalable Cloud Infrastructure
Up To Date Model Performance
Time
On Going
Data Source (Options)
Open Source Datasets
Commercial Datasets
Dedicated Team For Data Collection
Simulate Datasets Through Third Party Licensing 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 Proiect Deliverables.
RFQ Request For Quotation
A Request For Quotation (RFQ) is a formal document used to invite suppliers to submit pricing and terms for products or services. It soecifies requirements. terms. and conditions. enablina fair comparison of offers before a purchasina decision.
Submitted by Client
Requirement Gathering Process Initiated
Architecture Solutioning
Architecture Solutioning involves designing and implementing strategic solutions for complex technical challenges in various domains
Submitted by Client
Initial Requirements & Development Approach
Approved by Client
Commercials Solutioning
Commercials Solutioning focuses on devising strategic approaches to optimize business outcomes through effective pricing, market analysis, and revenue enhancement strategies.
Presented by Rapidise
Ballpark Timeline,Efforts, & Costing
Approved by Client
Commercials Solutioning
Commercials Solutioning focuses on devising strategic approaches to optimize business outcomes through effective pricing, market analysis, and revenue enhancement strategies.
Presented by Rapidise
SoW, Team Plan, Milestones, Payment Terms
Approved by Client
PO Purchase Order
PO Purchase Order refers to the formal document issued by a buyer to a seller, outlining the specific details of goods or services to be purchased. It serves as a contractual agreement, detailing quantities, prices, delivery dates, and terms of payment
Issued by Client
Project Kickoff Amount Released by Client
Project Kickoff
Project Kickoff marks the initiation phase of a project, involving team introduction, goal clarification, and initial planning discussions. It sets the foundation for project scope, timelines, and roles, ensuring alignment and readiness for project execution.
Phase 1, Design
Product Requirement & Technical System Architecture Documentation
Design Delivery
Design Delivery refers to the process of finalizing and delivering design outputs to stakeholders or clients. It involves ensuring that designs meet specifications, are ready for implementation, and align with project objectives and requirements.
Phase 1, Design
Mutual Sign-off on Phase 1
Release of all Phase 1 Deliverables
Development Kickoff
Development Kickoff marks the beginning of the development phase in a project, where teams gather to discuss requirements, allocate resources, and set milestones. It aims to align stakeholders on project goals, establish a roadmap, and initiate coding and implementation tasks.
Phase 2, Development
Agile- Continuous Sprint Release Cycle
Product Delivery
Product Delivery involves the final stages of preparing and distributing a finished product to customers or clients. It includes quality assurance checks, packaging, and logistical arrangements to ensure timely and efficient delivery.
Phase 2, Development
Inspection & Testing of Phase 2 Product by Client
FDR Final Delivery Report
FDR Final Delivery Report is a comprehensive document that outlines the final status and completion details of a project or deliverable, It provides stakeholders with a summary of achievements, outcomes, and any remaining actions or recommendations.
Phase 2, Development
Acknowledging All Requirements Met
Project Closure Payment Released by Client
Mutual Sign-off on Project Closure
Final Release of all Deliverables to Client
Industries We Serve
Rapidise caters for many industries and offers specialized and unique industrial solutions within sectors. We appreciate that each industry has its strengths and weaknesses, and we tap into it to facilitate your business objectives.
Automotive
Security & Surveillance
Health Care
Consumer Electronics
Industry 4.0
Our Technology Marketplace
Accelerate your Product Development with a Ready made HW, SW, or AI Solution
Browse the Rapidise tMarket for a vast selection of matured accelerator solutions ready to implement into your product now which decrease down-stream costs and accelerate your time-to market. SOMs & SOCs, SDKs, AI Models & Libraries, and more…
