logo logo
  • logo
  • logo
  • Services
    • Generative Enterprise Modernization (GEM)
    • Generative Digital Engineering (GDE)
    • Data Modernization & AI (DM & AI)
    • Autonomous Operations (AO)
    • ServiceNow
    • Salesforce
    • Fiber
    • Semiconductors
  • Success stories
  • Insights
  • About us
    • Prodapt Red Book
    • Prodapt foundation
    • Leadership team
    • Diversity and inclusion
    • Massively distributed delivery
    • Newsroom
  • Careers
  • Contact us
  • Search

About us

Prodapt Red Book

We are very proud to present you with our Red Book. The Red Book explores Prodapt’s view of the connected world. And especially the part Prodapt plays in it.

Prodapt foundation

We are on a sustainable endeavor towards making a positive difference to the world we operate in.

Leadership team

Highly driven individuals with diverse experience and strong business acumen that have a shared vision of inspiring, innovating, and impressing.

Diversity and inclusion

We believe in connecting people from diverse backgrounds to achieve our collective goal of accelerating Connectedness™.

Massively distributed delivery

Ultimate business continuity. Operate from anywhere deliver everywhere, tap talent across the world.

Newsroom

Get the latest news and feature stories on our businesses, community initiatives, heritage, and people.

Chat with Prodapt

Chat with Prodapt

Online
User Image

Prodapt

Hi! Welcome to Prodapt.
How may I help you?

Input should not be more than 200 characters!

By talking to this bot, I understand that Prodapt will process my personal information in accordance with its Privacy Policy

Powered by Prodapt

SUCCESS STORIES / Product Engineering

Net visual bugs easily with AI-driven test automation

AI is helping the company replace traditional visual user interface testing methods that are error-prone and require resource-heavy processes.

Background

The user interface is the facade of applications, playing the role of key customer touchpoint for any business on the internet – from e-commerce platforms to insurers to stockbrokers. Customer experience is swayed by how seamlessly an interface allows functions like discovery, engagement, and payments.

For a long time, user interfaces have been plagued by visual bugs that evade traditional testing methods. Testers comb through every little block of the UI manually to detect bugs, ensuring it adheres to design and is free of glitches disrupting customer action. The process is tedious, error-prone, and getting increasingly difficult with frequent form factor modifications to the devices we use today. The experience is not the same across smartphone operating systems, too. Additionally, dynamic elements on the UI that move around in response to the user’s activity compound the problem for testing teams.

Gartner research suggests that user experience can influence an application’s success, with 61% of enterprise IT leaders holding that it is a critical metric in application performance monitoring.

How to weed out the inefficiency in UI testing?

menu-img

10X Faster detection of visual bugs

75%reduction in IT overheads for onboarding new markets 

60% improvement in test coverage

Client Situation

Our client is a US-based managed communications services provider offering high-capacity bandwidth across several states in the US. It offers broadband, entertainment, and security services to small and midsize customers. The company runs a mobile app for fiber to the Home customers, enabling them to manage their accounts, pay bills, upgrade, and access the support team.

The company had continued with the traditional UI testing method, leading to less-than-desired customer experience scores. Visual bugs on the user interface had impacted the customer journey on key actions from discovery to order placement to payment, leading to customer dissatisfaction and lost revenue for the company.

AI-driven test automation is helping the company weed out visual UI bugs and offer a consistent user experience on its app.

Diagnosis

In a typical UI design journey, a developer executes the sketch of a designer through coding languages like React, Angular, or other JavaScript libraries to build interfaces. Manual visual testing is then carried out in parallel with other functional evaluations. The laborious process involves reviewing the interface icon by icon, word by word.

Still, user experience is inconsistent across different devices and visual bugs skip through the process. With UI design and development teams adopting “agile sprint” methodologies, manual testing has turned out to be a drag on the aggressive timelines for product release at the company.

The company needed a solution to prioritize the right test cases to automate the test process, achieve higher efficiency, and meet the project timelines set for its app.

Solving It

Prodapt designed a three-pronged solution to help the company spot visual bugs and accelerate timelines. A Natural Language Processing (NLP) based evaluator would prioritize different test cases based on the degree of importance. The program gets textual inputs encapsulating what the test case is about – for example, the webpage where a customer places the order and moves ahead for the payment. Using a Machine Learning (ML) algorithm to determine the degree of importance, the evaluator produces a pecking order of test cases.

After the evaluator throws up the results, a computer vision (CV)-based tool analyses the user interface for visual bugs. Prodapt’s solution offers the flexibility to tweak the degree to which the interface can differ from the original sketch. Sometimes, testers just need to ensure all the components are in place. Other times, the UI needs to be an exact replication of the design – a pixel-to-pixel comparison where not an icon or word falls out of line. The CV tool allows for varying degrees of deviation from design, for several cases including the ones where dynamic/movable content is part of the UI.

Once the tool screens out the bugs, the defects are numbered, labeled, and shared with the developers. The defects are reviewed by an assigned human expert before generating a report to help teams detect them easier the next time.

The AI-driven tool was able to detect visual bugs ten times faster than manual testing and achieved a 75% reduction in the requirement of human resources for visual testing. The tool also improved test coverage by 60%.

March 3, 2023

Share on

RELATED SUCCESS STORIES

See all success stories

Product Engineering

Smart automation accelerates IoT services and time-to-market

How a leading UK-based communications service provider expedited its service release time through Prodapt’s innovative and scalable IoT Test Automation Framework.

Product Engineering

Building a futuristic entertainment platform gets more customer eyeballs

How Europe’s leading converged video, broadband, and communications (triple-play) company improved customers viewing experience by transforming the entertainment services platform using Big Data and ML.

Let’s connect

How can we help?

We'd love to hear from you.

Talk to a consultant

logo
  • Services
  • Generative Enterprise Modernization
  • Generative Digital Engineering
  • Data Modernization & AI
  • Autonomous Operations
  • ServiceNow
  • Salesforce
  • Fiber
  • Semiconductors
  • Success Stories
  • Insights
  • About Us
  • Prodapt Red Book
  • Prodapt Foundation
  • Leadership Team
  • Diversity & Inclusion
  • Massively Distributed Delivery Model
  • Newsroom
  • Careers
  • Life at Prodapt
  • Our Values
  • FAQs

Connect with us on

Copyright 2025 Prodapt Solutions Pvt. Ltd. All Rights Reserved Privacy Notice | Terms & Conditions

[vc_row][vc_column][vc_column_text]

Managed Programmable WAN services

Transform your E2E legacy WAN through design, engineering, and deployment of SDWAN/SASE. On Day 1, we ensure service delivery & provisioning, technical project management, and NetOps: L1‑L4 support on Day 2.

Tooling and integration frameworks for rapidly building & operating custom managed services for meeting TCO and GTM objectives. Successfully delivered to various Tier‑1 Telcos

Technology‑Labs‑as‑a‑Service for onboarding and harnessing higher volume of new technology to stay ahead of the competition

Rich co‑creation partner ecosystem with leading vendors

Orchestration capabilities to successfully craft and deliver Network‑as‑a‑Service solutions

Open API integration of a leading COTS orchestrator with digital BSS-OSS (North) and SDWAN controllers (South) for the transformation of operator legacy service fulfillment to on‑demand pay‑as‑you‑use WAN services

Open Virtual Exchange (OVX): The OVX brings ready‑to‑use automation use cases, Multi-vendor (MV)‑Lab infrastructure to mirror your environment, and provides self‑serve training, and platforms. It provides a technology vendor marketplace with network‑cloud choices, and SMEs to adopt cloud ISV (Independent Software Vendor) ecosystem services faster

[/vc_column_text][/vc_column][/vc_row]

[vc_row][vc_column][vc_column_text]

5G, Network Cloud & Edge Services

Realize early benefits by targeting shorter value-chains through our array of services, crafted to support immediate and long-term 5G transformation and monetization goals. Address vital components required to deliver your MVPs and redesign them through our agile feedback loop. The major components for MVPs include technology exploration, Virtual Network Function (VNF)/Cloud‑native VNF onboarding, benchmarking and certification, Network-Cloud solutions, and MANO + 5G OSS reshaping/integration solutions.

Collaboration with technology labs, co-creation partner ecosystem and Lab‑as‑a‑Service for bootstrapping 5G technology adoption and industrialization

Multi‑component POCs for open source (ONAP and ORAN), VNF onboarding and benchmarking, and interop testing

COTS‑based MANO solutions with Open API integration to incumbent OSS functions

Network-slicing POCs using reference orchestration and devised solutions to resolve the challenges posed by network slice services and lifecycle interdependencies

Collaboration with web‑scale operators to co‑create vertically integrated MEC and Edge Cloud orchestration

Lite Edge Orchestrator (LEO):  The LEO is a domain orchestrator for the 5G edge cloud to provision autonomous edge services and manages domain resources. It combines edge computing, and networking (5G, SDN, SDWAN) control on its southbound and exposes an open API interface for services & macro resources (Eg: TMF 638, 639, 640, etc.) for wider digital integration

[/vc_column_text][/vc_column][/vc_row]

[vc_row][vc_column][vc_column_text]

Network Analytics & Assurance

Get E2E network visibility and enable effective network transformation through our solutions for highly disaggregated networks such as Telco Cloud, IT Multi‑cloud, and 5G vRAN/ORAN. Get access to focused engineering and scalable, specialized components and integrate them into your E2E journeys using TM Forum Open APIs.

Enhanced network reliability through advanced engineering use‑cases such as Digital Twin, using components like high‑speed message bus, SIEM solutions, ELK monitoring, RCA, and discovery

Machine‑based high‑resolution and real‑time system forensics during test case runs, using multimodal data (network traces, telemetry, logs, events, and time-series metrics)

Data-sciences ability for non‑classical insights‑driven AIOps solutions for advanced operations such as predictive assurance, and intelligent network capacity prediction

Synapt: Synapt facilitates the evolution of big data analytics into an applied intelligence hub. It leverages intelligent capabilities in web‑scale operators and brings together reusable intelligent microservices to build E2E solutions.

Unified data pipelining

Easy deployment & monitoring

Faster AI/ML training using GPU

Network 360: Network 360, when used as an enabler, delivers real-time 360° network visualization to drive smart decisions.

Intelligent and convergent view of the network

Fulfillment of growing demands for network planning, network operations, and various business user communities

Network Service Assurance (NeSA):  The NeSA is an end‑to‑end service assurance solution over a unified data platform channelized from various sources

Playbook automation, automated root cause analysis, self‑remediation, and predictive maintenance

E2E visibility and advanced analytics functions for customer experience center

[/vc_column_text][/vc_column][/vc_row]

[vc_row][vc_column][vc_column_text]

Network Orchestration & Control

Leverage our experience in developing and delivering transformative, intent-driven service orchestration which efficiently co-work with legacy systems via Open API integration. We help you with both – leading COTS orchestration technologies and open-source industry orchestration initiatives.

2‑level approach on a rotational basis – COTS‑focused engineering practices, open-source expertise groups and cross‑skilling solution architects

Partnership with high-caliber OEM engineering services covering the leading technologies – Ciena BluePlanet, Nokia, Cisco NSO, ServiceNow TSM and ONAP

Fiber‑as‑a‑Service: The Fiber‑as‑a‑Service facilitates faster innovation and revenue growth with out‑of‑the‑box fiber capabilities.

Accelerate the quote to order service activation

Scale capabilities aligned to your growth faster with best of breed solution components

Service Modeler: The Service Modeler offers a rich and easy-to-use UI to design service and data models. Other features of this accelerator are as follows:

TMF & MEF Compliance: Loaded Blueprints with the TMF & MEF standards

API specification management: Define API specifications following TMF open APIs and customization

Change management: Change tracker with lifecycle management and version control

Network Service Orchestration (NeSO): The NeSO offers full lifecycle management of services across domains (xNFs) with a centralized service catalog & policy management.

Resource lifecycle management, configuration, activation, and closed-loop control

Single pane of glass for service inventory and topology, with discovery and reconciliation capabilities

[/vc_column_text][/vc_column][/vc_row]

[vc_row][vc_column][vc_column_text]

Network Automation and NetDevOps

Leverage our expertise in OSS transformation delivery across the diversity of Telco/DSP environments, and IT automation of multi‑domain hybrid networks and cloud. Transform your cost‑intensive parts of NetOps using our expert user‑defined automation framework or cloud‑age anti‑toil paradigms like Network Reliability Engineering (NRE), and Infrastructure‑as‑Code (IaC).

Data science capabilities to drive inorganic insights-based digital outcomes like network fault predictions, rapid root cause analysis, and the next best action, especially in cost-intensive operational domains

Control over cross‑domain solution development and delivery to achieve E2E agility, using our expertise in NetDevOps and test automation

NetBots.AI: NetBots.AI is a set of network microservices that does the heavy lifting of the repetitive NetOps tasks and improves the efficiency of the network engineers when scaled with a unified GUI and customizable bot catalog.

[/vc_column_text][/vc_column][/vc_row]

[vc_row][vc_column][vc_column_text]

Network Services Advisory

Formulate strategies, roadmaps, and blueprints for multi‑domain transport networks, Telco Cloud, multi‑cloud IT Infra, NetOps/NetDevOps, automation & orchestration control solutions. Transform your network with our expertise in network & cloud domain, NetOps transformation delivery, and labs‑led research/exploration in 5G/SDN/NFV/Data Science.

Actionable insights and consensus from multi‑organizational, multi-stakeholder landscapes for vital, yet conflicting priorities like security, interoperability, speed-to-market, and profitability

Evaluation and selection of the right Original Equipment Manufacturers (OEMs) and Independent Software Vendors (ISVs) for network transformation landscape

Identification of best‑in‑the‑industry solutions to adopt network of the future, that is service-oriented, flexible, and democratized

[/vc_column_text][/vc_column][/vc_row]

Konsolidierung des Netzwerkinventars

[email-download download_id=”5730″ contact_form_id=”14545″]

How to build a solid business case for service & network orchestrator easily

[email-download download_id=”13078″ contact_form_id=”4235″]

Strategies to drive efficiency and reduce cost in DSP’s retail billing operations

[email-download download_id=”7901″ contact_form_id=”4235″]

Implementing Software-Defined Networking (SDN)-based traffic steering model for video on demand (VoD) services

[email-download download_id=”7886″ contact_form_id=”4235″]

Submit a Business Proposal
[contact-form-7 404 "Not Found"]
Transforming KPN into a digital Telco through SDN-NFV

[email-download download_id=”7425″ contact_form_id=”4235″]

Delivering operational excellence through scalable RPA

[email-download download_id=”7412″ contact_form_id=”4235″]

Achieving end-to-end service orchestration across hybrid networks

[email-download download_id=”7404″ contact_form_id=”4235″]

Imbedding AI and robotics at the core of your operations

[email-download download_id=”7398″ contact_form_id=”4235″]

Register
[contact-form-7 404 "Not Found"]
Telecom Consulting Capabilities

[email-download download_id=”6167″ contact_form_id=”4235″]

Book an Appointment
[contact-form-7 404 "Not Found"]
SDN-NFV: Network Transformation

[email-download download_id=”5301″ contact_form_id=”4235″]

Emergency-Aware Platform

[email-download download_id=”4534″ contact_form_id=”4235″]

Robotic Process Automation

[email-download download_id=”4232″ contact_form_id=”4235″]

Employee Engagement at Prodapt

[email-download download_id=”4227″ contact_form_id=”4235″]

Employee Engagement at Prodapt

[email-download download_id=”4224″ contact_form_id=”4235″]

Business Intelligence & Analytics for MVNOs

[email-download download_id=”4220″ contact_form_id=”4235″]

Oil & Gas IoT Solutions

[email-download download_id=”4217″ contact_form_id=”4235″]

Churn Prediction Modeling for Communication Service Providers

[email-download download_id=”4214″ contact_form_id=”4235″]

Boosting Sales Through Business Intelligence & Predictive Analytics

[email-download download_id=”4211″ contact_form_id=”4235″]

Key Elements in Building BI Analytics Solution for Telcos

[email-download download_id=”4208″ contact_form_id=”4235″]

Optimizing Telecom Inventory Management Through Business Intelligence & Analytics

[email-download download_id=”4205″ contact_form_id=”4235″]

Profitability Analysis for Communications Service Providers

[email-download download_id=”4201″ contact_form_id=”4235″]

Real-Time Network Intelligence & Predictive Analytics for Communications Service Providers

[email-download download_id=”4197″ contact_form_id=”4235″]

Request more information
[contact-form-7 404 "Not Found"]