About Us

Our Company

Founded in the year 2012 by two technology stalwarts, BrainWave (BWC) Labs has emerged as one of the pioneers in the IT industry with impeccable services in business consulting, open source enterprise solutions with expertise in Data Science, Machine Learning and Data Analytics. With major services and solutions in Big Data and ML and Implementation

Armed with 3DExperience Consulting & Implementation and CIMdata PLM Certification; BrainWave (BWC) Labs has been providing immense technology support and adding value to its customers’ businesses. A team of experienced Product and Technology experts based out of Europe and India; BrainWave (BWC) Labs brings with it talent, expertise and skills that are at par with global industry standards in order to provide outstanding technology solutions for every customer challenge.

Our Journey

2012-2013

1. Founded by Two Experts
2. 2 PLM Consulting Project
3. KDiscover development

2014-2015

1. CIMdata Partnership
2. Partnership with Stark Impact
3. Consulting to 4G supplier
4. Org Change Project

2016

1. PLM Consulting for leading technology company
2. Technology consulting to car dealership supply chain
3. Development of ML Based Legal library solution

2017

1. Development of Smart AP solution for Invoice processing
2. CAD-PLM integration co development of Product
3. ML based Pump failure prediction

2018

1. PLM implementation for Tier 1 auto supplier
2. Open Stack implementation at Energy Company
3. ML Consulting & Implementation for gas well failure prediction

2019-2020

1. PLM 3D Experience Upgrade for Auto Tier 1
2. PLM implementation for Tier 1 auto supplier
3. AI/ML based Sentiment & Aspect prediction

Our Leadership

Rahul

22 years Experience

Rahul brings over 22 years of experience in consulting and developing different Business Solutions working with multiple Technology. He is PLM Process Specialist and Machine Learning Enthusiast. He has worked with several clients in the manufacturing space in multiple roles spanning consulting, Solution Architect and Program Management roles across the New Product Value Chain from Requirement to launch of Product. He brings in cross functional experience covering Pre-Sales& Marketing, Business Planning, &IT Solution deployment. Have been completely hands on with technology always. He is BE with MBA and recently completing Data Science course from XLRI.

Satish

30 years Experience

Satish has more than 30 years of experience in providing technology solutions to different industries such as manufacturing, food, chemical, telecom and others. Ability to lead, guide and develop strong team to deliver business solutions.
Identifying and building alliances and partnerships as part of business development.
Strong professional skill in setting up product development, ODC, Global Delivery. Have been updating with new technologies, have completed Data Science course from XLRI apart from being his MBA.

Product Lifecycle Management Case Studies

3DExperience Improvement to 2019x

Business Challenge

  • Identify areas missed during upgrade / possibilities of de-customization
  • Address issues identified during Audit of last Upgrade
  • Migration of data to OCDX access control
  • Major customization of BASE JPOs
  • Non availability of applications like CA, Sourcing in target system
  • Lack of training and exposure of 3Dexperience to PLM Users
  • Extensive Test not performed before moving to production / go-live
  • Lack of documentation for both process and Functional / Technical design

Solution

  • Process harmonization to adopt industry best practices
  • Educate Top & Middle Management on PLM benefits & Best Practices
  • Ensure all review / approval are happening in system
  • Technical upgrade from 2015x to 2019x
  • Part Numbering and Re-configuration
  • Implement OCDX access – moved all object to respective collab spaces
  • Moving of data to new Collab Space
  • Implementation of new access control along with CSE (both need to remain)

Benefits

  • Reduced customization from 65% to 5%
  • Process Improvement with out-of-box functionality
  • Efficient SR resolution with improved experience of Customer user team
  • Increase in 3Dexperience utilization – no of users and also processes
  • Providing better performance in terms of cost benefit
  • Achieving project objectives while completing project well within time

Oil & Gas field Pump Failure Prediction

Customer Situation

  • Customer is one of the big gas producer. Had failure in well pumping system frequently due to different issues
  • BrainWave Consulting was asked to provide Realtime failure warning & prediction system

Solution Steps

  • BrainWave Consulting partnered with domain experts to understand the causes
  • Built algorithms to clean and annotate data for learning
  • Built custom Machine Learning algorithms to predict data Realtime
  • Built alert system to provide alerts to user on  an incidenc

Benefits

  • Reduced operations effort in identifying failures
  • Early warning to help take corrective actions

Data Analytics Case Studies

Oil & Gas field Pump Failure Prediction

Customer Situation

  • Customer is one of the big gas producer. Had failure in well pumping system frequently due to different issues
  • BrainWave Consulting was asked to provide Realtime failure warning & prediction system

Solution Steps

  • BrainWave Consulting partnered with domain experts to understand the causes
  • Built algorithms to clean and annotate data for learning
  • Built custom Machine Learning algorithms to predict data Realtime
  • Built alert system to provide alerts to user on  an incidenc

Benefits

  • Reduced operations effort in identifying failures
  • Early warning to help take corrective actions

Predictive Analytics for Leakage for O&G Major

Business Challenge

  • Sub-sea leakage is very difficult & costly to identify by physical verification
  • Heavy production loss due to leakage point and delay in detection
  • From sensors multiple data points available but no specific pointer 
  • No clear pattern to identify leakage based on linear curve

Solution

  •  Work with business user to understand scenario
  •  Define relevant model to be used for required analysis
  •  Study and run test on previous occurrence of leakages
  • Use of R and Shiny along with Greenplum DB

Benefits

  • Flexibility to generate on demand reporting enabling user to predict and take preventive steps
  • Provide graphs and charts for easy interpretation by business users 
  • Generate patterns and exceptions based on statistical models 
  • Cost saving in terms of prevention and early detection of leakage

Document Processing Using ML/AI for Airline

Business Challenge

  • Detection of fraudulent Invoices
  • Extraction of Invoice data from different file formats & different European Languages
  • Each vendors has unique format, quick onboarding of vendor
  • Payment delay attributing to invoice processing affects operations

Solution

  • Intelligent algorithms, filters used to find specific data fields in variable locations
  • Annotating each extract line-items from invoices with detailed data about the merchandise included in an invoice (including tables)

Benefits

  • Intelligent identification of Duplicate Invoice Information
  • Fraudulent invoice entry detection
  • Three way auto validation
  • Digital Invoice Processing – Read and Scan invoices 
  • Capture and classify invoice data elements with intelligent logic 
  • Ability to avoiding late payment fees and potential for capturing early payment discounts from suppliers

Knowledge Discovery from Unstructured File system

Business Challenge

  • Large volume of files gathered over a period from multiple users 
  • Un-organized, unstructured file system
  • Need faster analysis of content and categorization
  • Generation of extract with new Taxonomy & Classification after due clean up

Solution

  • Provide search recursively within content / folders/ file names
  • Assign relevance in terms of score for sorting 
  •  Facility to narrow result as required
  • Web based system – Search by multiple user 
  •  Export data in XLS in desired format

Benefits

  • Ability to analyze and clean up files system
  • Provide taxonomy and classification as to avoid further manual operation
  • Address all files types to avoid manual work for exceptions
  • User defined extract to be effectively used further for knowledge management 

IOT based Water Quality Monitoring

Business Challenge

  • Affluent generated by Pharma manufacturing process is highly contaminated, such water can’t be release in soil or water body
  • Any contamination in water will lead to penalty by pollution board
  • Affluent is generated 24X7  in plant operation
  • Needs early warning if water treatment plant is not working

Solution

  • Read sensors from water treatment plant every few minutes
  • Alert sent to operation head if sensors are not working properly
  • Model based prediction for plant failures

Benefits

  • Improved Plant operational availability
  • Effective plant maintenance management
  • Improved regulatory compliance

Sentiment Analysis of Online Customer Review for Product Developers and Marketers

Business Challenge

  • Understanding of Customers for the Product / Service
  • Measure relevance of Product / Service for the customer 
  • Analyze customer feedback for specific aspects of Product / Service
  • Unstructured feedback makes it difficult to analyze

Solution

  • ML based Sentiment and Aspect analysis of the customer feedback 
  • Solution for verticals such as Insurance, Healthcare, Personal care and others
  • Ability to incremental learning for the solution based on review and edits 
  • Provides actionable dashboards, ability to search and review for further analysis
  • Custom solution based on best suitable model for the review analysis

Benefits

  • ML based Sentiment and Aspect analysis of the customer feedback 
  • To identify strengths and weaknesses of the specific product / service features
  • To address customer grievances in specific area of concern
  • To come up and track effective marketing campaigns, for effective marketing ROI
  • Better customer engagement resulting in increased market share

Company Achievement

500k

$ saved

900

Users

8

CIMData Events

20

Projects

Our Team

Digambar Patil

28 years Experience

Digambar Patil has over 28 years of rich experience in Automobile manufacturing industry, Software Product Development industry and Product Lifecycle Management solutions development and implementations. His project experience includes: Business consulting in New Product Introduction processes and Process Re-engineering. Process Blueprinting of Product development processes for enterprise PLM implementations. Extensive experience in innovation management, best practices sharing for globally spread engineering data centers.
Digambar is M Tech from IIT, Mumbai and B Tech from COEP, Pune

Swati Inamdar

11 years Experience

Swati is a Lead PLM Consultant with rich experience of PLM and industry for more than 11 years. She has extensive experience of Implementation, Upgrade, Customization, Migration, Integration of PLM specially 3Dexperience. She has been leading large team both at onsite and off shore for PLM assignments. Swati has both functional and technical experience of 3Dexprience. Would like to add couple of sentences of specific experience.

Sreeraj P

8 years Experience

Sreeraj is a senior PLM consultant with more than 8 years of experience in PLM Domain with functional exposure to manufacturing domain. He has rich experience in Enovia/3DExperience application development, support and maintenance. Providing solutions, root cause analysis to end users and/or to different teams involved. He has led development team to provide solution for end users of various customers. Worked both at onsite and remotely with client to provide solution and maintenance support.

Shailesh Cheke

4+ years Experience

Shailesh is big data consultant and software developer. Shailesh is working with BrainWave Consulting as Data Engineer.
Shailesh in past has worked as software developer for Gauss and Riemann and Autolitix.com and is having experience of 4+ years in big data development, architecture design, distributed systems and parallel computing.

Praveen

5 years Experience

Praveen has more than 5 years of experienced as Java Developer and Data Engineering. Excellent Command in Multithreading, Collection, Exception and OOPs Concept. Experience in developing web application under the Web development team. Basic knowledge of SpringBoot &hibernate. He has worked on multiple data science assignments including development using R, Python, knime etc.