This blog explores the potential of generative AI, focusing on the Retrieval-Augmented Generation (RAG) technique for tasks like question-answering and summarization.A practical scenario illustrates how generative AI aids troubleshooting in industries, streamlining issue resolution. This blog advises enterprises on building Gen AI platforms to overcome adoption challenges, emphasizing the importance of semantic models for a unified analytics platform.
Step into the spotlight with Generative AI and Prolifics as your guide. Discover the five key steps for Gen AI success, from vision to grand premiere. Lights, Camera, Gen AI: Let’s roll!
The potential Gen AI use cases for your company are almost infinite. In this e-book, we’ll look at the top six ways Gen AI can transform your organization – and you can tap your imagination from there and have your own use cases flowing. Take this essential first step to unleashing the power of Gen AI.
In today’s ever-evolving landscape of artificial intelligence (AI), Generative AI (Gen AI) stands as a remarkable breakthrough—unlocking a world of possibilities across industries. It’s about creating something new, something unprecedented—a realm of limitless creativity. Think of it as an artist’s canvas, where AI paints with text, images, code, or even sound.
Generative AI is reshaping how humans and machines collaborate, enabling innovation through intelligent automation and creativity at scale. To understand how it works, let’s explore its fundamental components.
Foundation Model (The Brain)
The foundation model, often referred to as “the brain” of Generative AI, is its cornerstone. These large-scale, pre-trained AI models are infused with massive datasets containing diverse knowledge and context. This extensive foundation enables Generative AI to create, generate, and innovate efficiently.
The power of foundation models lies in their adaptability—they can be fine-tuned or specialized for specific use cases, making them far more versatile than traditional, task-specific AI systems.
For example, ChatGPT—powered by different generations of foundation models—supports a wide range of intelligent interactions. These models are trained on data at an “internet scale,” far exceeding the capacity of any single organization to replicate, ensuring vast knowledge coverage and advanced reasoning capabilities.
Applications vs. Models
Think of foundation models as the brains and applications as the user-friendly interfaces. When you interact with applications like ChatGPT, you’re engaging directly with the underlying foundation model developed by OpenAI.
This concept extends across various AI domains—text, code, images, and speech—each supported by its own category of foundation models. The synergy between models and applications fuels the next generation of intelligent tools that can understand, create, and learn.
The Prompt (Guiding Instruction)
The prompt is your guiding instruction in the world of Generative AI. It’s the input—the nudge—that directs the AI to generate something meaningful, insightful, or creative.
A “prompt” is a short instruction or query given to a Generative AI model to shape its response.
It acts as a bridge between human intent and machine creativity.
Prompts are concise, purposeful, and designed to elicit a specific kind of output.
In simple terms, prompting is like asking a question or giving a directive to the AI.
Well-crafted prompts can drastically improve the quality, tone, and precision of AI-generated outputs, making prompt design an essential skill in today’s AI-driven world.
Prompt Engineering
Prompt Engineering is the art and science of crafting effective inputs that guide AI models to generate optimal results. It marks a major shift in programming—from writing complex code to simply communicating with AI using natural language.
This evolution highlights the growing role of language-driven automation, simplifying how we instruct AI to generate code, text, or other forms of content effortlessly.
“Prompt engineering” goes beyond simple input—it involves strategically refining prompts to achieve specific outcomes.
It may require experimentation with different wordings, structures, and contextual clues.
The goal is to optimize output quality, relevance, and accuracy, making AI responses more aligned with user intent.
In essence, a prompt is the initial instruction, while prompt engineering is the deliberate refinement process that ensures precise, high-value interactions with AI systems.
The Creation (Tangible Value)
The true magic of Generative AI happens in the creation phase—the tangible outcome derived from the model’s reasoning and knowledge. The AI uses its vast understanding to craft something innovative and useful based on your prompt.
Whether it’s generating business insights, writing content, designing visuals, or automating workflows, this stage delivers real, measurable value to individuals and enterprises alike.
How Generative AI Differs from Traditional AI
As Greg Hodgkinson, CTO and Head of Engineering at Prolifics, insightfully explains in his blog “With Generative AI, AI Becomes Bigger and Better,” the evolution of AI represents a paradigm shift.
Traditional AI required vast, labeled datasets to train models for one specific task—a resource-intensive, costly process that offered limited ROI.
Generative AI, on the other hand, leverages foundation models that can perform multiple tasks with minimal retraining. This adaptability makes AI implementation more accessible, scalable, and cost-effective for businesses of all sizes.
The Impact on Businesses
Generative AI introduces a transformative approach to AI for enterprise applications. It promises not only a stronger return on investment but also enables the rise of specialized foundation models—custom-tailored for specific industries like healthcare, finance, manufacturing, and retail.
Organizations are increasingly pursuing AI autonomy, integrating these technologies within their cloud or on-premises environments. This is made possible through platforms designed for foundation model interactions and advanced prompt engineering tools.
As Generative AI continues to expand, enterprises worldwide are embracing its limitless capabilities to drive innovation, boost productivity, and reimagine business models. The future is open, dynamic, and ready for your creative touch—the canvas of Generative AI awaits your next idea.
Prolifics, North America, 20 September 2023 — Prolifics is thrilled to announce that its Software Development Unit and Software Services Unit have been appraised at Maturity Level 5 (ML5) – the highest level – of ISACA’s Capability Maturity Model Integration (CMMI®). The appraisal was performed by Univate Solutions, a leading management consulting firm specializing in governance risk and compliance.
Previously, Prolifics received separate ML5 appraisals for our development and services units under Capability Maturity Model Integration (CMMI) Version 1.3. This most recent ML5 appraisal now covers both development and services together, aligning with CMMI Version 2.0.
Prolifics CEO Satya Bolli said, “At Prolifics, we’re excited to have successfully completed our CMMI appraisal. CMMI is a globally recognized framework for enhancing the performance and maturity of our processes, and our successful completion signifies our organization’s capability to deliver high-quality products and services consistently. This accomplishment reflects our commitment to continuous improvement, quality assurance, and customer satisfaction.”
“Organizations worldwide are harnessing CMMI to elevate their business performance to new heights, creating a sustainable competitive advantage in the process,” said Ron Lear, Senior Director, CMMI Program. “We commend Prolifics and its Software Development Unit and Software Services Uniton achieving this CMMI appraisal level and demonstrating their ability as a high-performing organization.”
CMMI is a proven, outcome-based performance model and the globally accepted standard for improving capability, optimizing business performance and aligning operations to business goals. An appraisal at Maturity Level 5 (ML5) indicates that the organization is performing at an “optimizing” level. At this level, an organization continually improves its processes based on a quantitative understanding of its business objectives and performance needs. The organization uses a quantitative approach to understand the variation inherent in the process and the causes of process outcomes.
About Prolifics
At Prolifics, we deliver outcomes that matter, whether it’s literally keeping the lights on for thousands of families, improving access to medical care, or helping prevent worldwide financial fraud. We’re digital engineers providing technology services and consulting across the full digital environment. Our expertise includes data strategy, integration and modernization, automation, AI and emerging technologies, and quality assurance and test automation. We use our systematic approach to rapid, enterprise-grade continuous innovation to treat our digital deliverables like a customized product – using agile practices to deliver immediate and ongoing increases in value. Email solutions@prolifics.com or visit us at prolifics.com.
Orlando, Fla., September 19, 2023 – Prolifics, a global digital engineering leader, and Enable Consulting, an IT consultancy, are now working together to enrich the Salesforce platform for their clients. Their combined expertise will help optimize Sales Cloud, Service Cloud, Marketing Cloud, and a host of other SaaS offerings from the CRM leader.
Enable Consulting, headquartered in Philadelphia, Pennsylvania region, excels in implementing, configuring, and tailoring streamlined, dynamic, and fully integrated Salesforce platform including sales, service, marketing, customer experience, data and analytics to meet the unique needs of its clients. As a recognized Salesforce Partner, Enable has demonstrated proficiency in delivering customized solutions, project implementations, and integrations.
This acquisition aligns with Prolifics’ commitment to partnering with their clients and innovating customer-centric solutions. Enable’s specialized Salesforce knowledge will empower Prolifics to accelerate and expand its current offerings in Salesforce engineering, incorporating end-to-end and hybrid cloud platforms, seamless third-party app integrations, AI-powered analytics, and in-house testing accelerators while collectively ensuring the highest levels of quality, reliability, and functionality.
Commenting on the acquisition, Prolifics CEO Satya Bolli stated, “This strategic move underscores our dedication to advancing customer-oriented growth. By uniting the strengths of Prolifics and Enable Consulting, we are poised to serve our Salesforce clients more effectively than ever before. With Salesforce’s continuous evolution, our clients seek innovative ways to leverage its capabilities, and this acquisition bolsters our ability to assist them every step of the way.”
Enable Consulting CEO and Managing Partner Joe Cellucci added, “Enable’s mission was to find a strategic partner to match in growth, capability and – most importantly – cultural alignment. And that’s what we found with Prolifics. We’re not just another Salesforce implementation partner. We engineer transformative solutions where Salesforce is the cornerstone of those 360-degree platforms that most organizations aspire to create. We focus on optimizing Salesforce for enterprise-level impact.”
About Prolifics
At Prolifics, we deliver outcomes that matter, whether it’s literally keeping the lights on for thousands of families, improving access to medical care, or helping prevent worldwide financial fraud. We’re digital engineers providing technology services and consulting across the full digital environment. Our expertise includes data strategy, integration and modernization, automation, AI and emerging technologies, and quality assurance and test automation. We use our systematic approach to rapid, enterprise-grade continuous innovation to treat our digital deliverables like a customized product – using agile practices to deliver immediate and ongoing increases in value.
Enable Consulting offers end-to-end Salesforce expertise for an optimized customer journey. Our services are designed to unlock the full potential of Salesforce, resulting in streamlined, robust, and fully integrated solutions. We specialize in orchestrating digital transformations through various Salesforce capabilities, including Sales Cloud, Service Cloud, Community Cloud, Pardot, MuleSoft, Lightning Platform, Data Cloud and Industry Clouds, offering a comprehensive suite of solutions tailored to modern business needs. Enable Consulting is dedicated to elevating your Salesforce experience, enhancing efficiency, and unlocking new potential across every aspect. We have focused from our start on creating solutions with our client’s best interest as the focal point while enhancing their ability to be agile and continuously innovate.
SAP (Systems, Applications, and Products in Data Processing) stands as one of the world’s most powerful and trusted enterprise software suites, with 69 data centers in 35 locations across 15 countries. Remarkably, 77% of global transaction revenue flows through an SAP system, underscoring its deep integration in business operations worldwide.
The Power and Challenge of SAP
SAP’s popularity stems from its comprehensive suite of integrated applications, covering financials, supply chain, CRM, HR, procurement, and more. These tools are designed to work seamlessly together, offering organizations a unified platform that’s customizable, flexible, and scalable. However, SAP’s robust functionality can also come with challenges. Many enterprises find the system complex, costly to maintain, and resource-intensive when it comes to upgrades or system refreshes. This duality, its immense power and operational weight, is what paved the way for SAP’s next evolution: S/4HANA.
What Is SAP S/4HANA?
SAP S/4HANA represents the fourth generation of SAP’s ERP solutions, built to be the intelligent “digital core” of modern enterprises. Powered by the SAP HANA in-memory database, it enables organizations to process massive volumes of data in real time, transforming how business decisions are made and executed.
With simplified data models, real-time analytics, and a modern, user-friendly interface, S/4HANA delivers a seamless experience across devices. It also includes industry-specific solutions and flexible deployment options, whether on-premises, in the cloud, or hybrid.
More than just an upgrade, S/4HANA is a reimagined platform for digital transformation. It allows enterprises to integrate data, automation, and analytics across their operations, driving efficiency, agility, and innovation.
The Business Case for Migration
Organizations moving to S/4HANA are doing so not merely to stay current, but to unlock the full potential of digital transformation. With S/4HANA, companies gain:
Faster processing and analytics through the in-memory HANA database.
Simplified architecture, reducing data redundancy and system complexity.
Enhanced user experience with SAP Fiori, a modern, intuitive interface.
Improved compliance and security with built-in governance tools.
Cloud flexibility, enabling scalability and cost optimization.
Ultimately, migrating to S/4HANA positions organizations to compete in a data-driven economy, ensuring business resilience and future-readiness.
Migration Considerations: A Strategic Decision
While the benefits are clear, moving to SAP S/4HANA is not a simple “lift-and-shift.” It represents a significant transformation journey, one that requires careful planning, assessment, and change management. A migration can impact existing systems, processes, and infrastructure, putting a temporary strain on IT resources if not executed strategically.
That’s why businesses must choose a migration approach that aligns with their current landscape, readiness, and business objectives.
Making the Move: What Color Is Your Migration?
SAP migration approaches are often categorized as Brownfield, Greenfield, or Bluefield, each with its own methodology and advantages.
Greenfield Migration: A fresh implementation where a new S/4HANA system is built from scratch. It’s ideal for organizations seeking a complete redesign of their business processes and IT landscape.
Brownfield Migration: Involves converting the existing SAP ERP system to S/4HANA while preserving existing processes, configurations, and data. It’s faster and less disruptive but offers limited flexibility for transformation.
Bluefield Migration: A hybrid of both, the Bluefield approach allows selective data and process migration, retaining what works while optimizing what doesn’t. It combines the stability of Brownfield with the innovation potential of Greenfield, offering the best of both worlds.
Each migration “color” depends on a company’s goals, resources, and desired speed of transformation.
How Prolifics Simplifies Your S/4HANA Journey
Your Move: How Prolifics Can Help
Prolifics delivers an SAP S/4HANA migration-and-integration solution that turns your data strategy into business impact, now. Powered by our proprietary assessment and automation platform, we scan your SAP landscape and accelerate every step of the journey.
What you get
Readiness & impact assessment: fact-based scope, risks, and ROI.
In a world where data reigns supreme, the importance of good data governance cannot be overstated. By 2025, a staggering 80% of organizations aiming to expand their horizons will face failure unless they adopt a modern approach to data governance. But why is data governance so crucial? Read on to discover five compelling reasons why good data governance can position you ahead of the competition.
Reason 1: Good Data Lineage
Good data governance gives you impeccable data lineage, enabling your team to trace data back to its source, understand how it has evolved, and track its future trajectory. This ensures that your data remains accurate and consistent, forming a solid foundation for informed decision-making.
Reason 2: Eliminating Data Siloes
Without good data governance, data siloes can spell doom for your company. These silos restrict your team’s access to critical data when they need it most. Good data governance breaks down these barriers, empowering your team to make data-driven decisions from anywhere.
Reason 3: Compliance with Privacy Laws
Privacy laws are more relevant than ever, and good data governance ensures that your organization adheres to these regulations. This not only safeguards the privacy of your customers and employees but also helps maintain your hard-earned reputation.
Reason 4: Enhanced Data Quality
Good data governance equates to good data quality. It provides your team with access to the most accurate information, enabling them to make well-informed business decisions. This, in turn, fosters stronger relationships with your customers.
Reason 5: Improved Access Management
Good data governance ensures better access management – ensuring that the right people have access to the right information at the right time while keeping it secure. It’s like having a perfectly fitting key for every data lock.
Don’t let your organization become a statistic – embrace good data governance and pave the way for a prosperous future.
G1: Two Things the BFS Industry Should Look at – Now
By Gunjan Goel, Partner, Financial Services and Banking – Prolifics
Moving from 2022 into 2023 has been a challenging time for the US economy, let alone the banking and financial services (BFS) industry. Inflation, interest rates, consumer spending, in addition to the global events such as the Russian invasion of Ukraine, instability at China forefront – all compounded to domino impacts such as Silicon Valley Bank and Signature bank failures and regulation proposals such as 20% increase to capital requirements for large banks. Given the inflation adjusted recession is not behind us, banks, especially large banks, are cautious on their spend decisions. New programs are more critically challenged and total cost of ownership (TCO) justification is ever more significant.
While working with some of the leading banks in the sector, two notable themes have come out that even the most cautious of BFS organizations should consider:
We’re helping banks recognize that generative AI is applicable to mainstream business and it’s timely to start building solutions to leverage the vast majority of structured and unstructured data. We see applicability in fields from improving end-customer service and retention, to identifying new revenue sources; all of which could not be immediately apparent from traditional approaches.
At Prolifics, we differentiate ourselves in the generative AI technologies – utilizing platforms such as watsonX, as well as open source such as Kore.ai and Open.ai. We have built solutions and augmented them with super-imposed workflows to allow for more transparent auditing as well as combining human intelligence with generative AI.
For decades, mainframe applications have been the proven, robust infrastructure that support our banking system. They are reliable, performing systems that have been the backbone of the industry’s success. However, the majority of the programing platform is in languages such as ADABAS/Natural or Cobol, which are no longer as common in the new age of low-code to no-code era. We see interest levels across the sector where banks have started to cut through this spaghetti. The common pattern that is coming through is to move over end points and connecting points as much to distributed as phase 1; followed by evaluation of reusing the logic on mainframe versus defining a new business model altogether. Depending on the nature of business evolution so far – as well as expected evolution – banks are recreating the 2nd tier from the ground up; or migrating the old logic to a distributed platform.
At Prolifics, we bring automation solutions to the banks where we can support “n-to-n” migration from mainframe applications to the distributed platform of choice. We do this with a proven methodology that allows for more than 90 percent automation; resulting in tremendous savings as well as code accuracy.
About the Author
Gunjan Goel is an innovator, change agent and leader, with expertise in process improvement, customer experience, analytics and security. He has been with Prolifics for 15 years and has more than 25 years of banking and financial services consulting experience for clients across North America, Europe, and India. Goel consistently identifies and executes transformational programs that help financial institutions stay ahead in our constantly changing business landscape. You can reach him at gunjan.goel@prolifics.com.
About Prolifics
At Prolifics, the work we do with our clients matters. Whether it’s literally keeping the lights on for thousands of families, improving access to medical care, helping prevent worldwide fraud or protecting the integrity and speed of supply chains, innovation and automation are significant parts of our culture. While our competitors are throwing more bodies at a project, we are applying automation to manage costs, reduce errors and deliver your results faster. Let’s accelerate your transformation journeys throughout the digital environment – Data & AI, Integration & Applications, Business Automation, DevXOps, Test Automation, and Cybersecurity. We treat our digital deliverables like a customized product – using agile practices to deliver immediate and ongoing increases in value. Visit prolifics.com to learn more.
Content management is at the heart of everything we do. Enterprise Content Management (ECM) systems serve as the technology behind this library, organizing everything from product details to contracts, ensuring a seamless experience for your customers.
Here’s why content management matters:
Efficiency: Quick access to accurate information means faster responses for you.
Consistency: Consistent and accurate data across touchpoints creates a smoother experience.
Collaboration: Teams work together seamlessly to provide comprehensive answers.
Decision-Making: Organized content means quicker insights, benefiting you.
Compliance: Sensitive data is handled according to regulations, protecting your info.
Personalization: Personalized recommendations and interactions based on your preferences.
Now, imagine this with a modern ECM system. It takes content management to the next level by using AI and cloud tech. It means even more personalized recommendations and accessible, up-to-date information for efficient customer support. It’s like having a turbocharged library for better experiences.
What are Modern ECM Suites?
Modern ECM Suites, or Modern Enterprise Content Management Suites, are advanced software solutions designed to manage and organize digital content and documents within organizations. These suites go beyond the capabilities of traditional Enterprise Content Management (ECM) platforms by incorporating cutting-edge technologies and features that cater to the evolving needs of businesses in the digital age.
With the way we work and collaborate constantly changing, traditional systems just don’t cut it anymore. Having a modern Enterprise Content Management (ECM) system is crucial for businesses today because it revolutionizes the way we manage and leverage our digital assets.
Modern ECM suites offer a more agile, user-friendly, and data-driven approach to content management, aligning with the needs of the dynamic digital workplace. These solutions provide the necessary flexibility, intelligence, and accessibility to keep businesses ahead in the competitive landscape.
Modernize Your Workflow: Embrace Cutting-Edge ECM Solutions
Are you stuck with a Legacy Document Management platform? Upgrade to Modern ECM Suites for up to 50% lower TCO, cloud readiness, and AI-powered features. Elevate your content management with cutting-edge ECM solutions. Connect with us to learn more and schedule a demo.
Curious to dive deeper into process optimization? explore our latest insights on process innovation, automation, and AI. Discover how to streamline your operations for enhanced efficiency and success.
