What is Generative AI? Understanding Its Distinction from Traditional AI

What is Generative AI? Understanding Its Distinction from Traditional AI

Shasat Research Desk  |  May 2024  |  Enterprise AI  ·  Generative AI  ·  Financial Services  ·  RegTech

8 min read

As Artificial Intelligence reshapes the global economy, a new and fundamentally more powerful class of AI has emerged. Generative AI — the technology behind large language models, image generation systems, and autonomous reasoning tools — does not simply analyse data or follow rules. It creates. It writes, reasons, synthesises, and produces outputs that did not exist before. For financial institutions, this distinction has direct consequences for risk management, regulatory compliance, investment strategy, and the future of work.

$1.3T Projected GenAI Market by 2032

40% Finance Tasks Automatable by GenAI

3× Faster Compliance Checks vs Manual

60% Firms Actively Piloting GenAI in 2024

Traditional AI vs Generative AI: The Defining Distinction

For most of its history, artificial intelligence operated within carefully defined parameters. A credit-scoring model learned from historical loan data to predict default risk. A fraud-detection system identified anomalous transactions by comparing them against known patterns. A regulatory reporting tool extracted structured data from defined fields and formatted it for submission.

These are genuine achievements. Traditional AI systems have saved financial institutions billions and materially improved risk management across the industry. But they share a fundamental constraint: they can only work with what they have been explicitly trained to do. Present them with a scenario outside their training distribution and they fail — or produce a confidently wrong answer.

Generative AI breaks this constraint entirely. Instead of learning a set of rules, it learns the underlying statistical structure of vast amounts of data and uses that understanding to produce entirely new outputs — generalising from what it has learned to address problems it has never encountered before.

Traditional AI Mode: Analyses existing data; classifies, predicts, or recommends within predefined parameters. Cannot operate outside its training distribution.

Generative AI Mode: Creates entirely new data, content, and strategies by learning statistical patterns from vast datasets. Generalises across domains with minimal retraining.

Traditional AI Data: Structured, labelled datasets with predefined rules. Requires explicit feature engineering for each new task.

Generative AI Data: Large, often unstructured corpora — regulatory documents, earnings transcripts, market data, legal texts, financial filings.

Traditional AI Finance Use Case: Credit scoring, fraud detection, portfolio analytics dashboards, rules-based compliance checks.

Generative AI Finance Use Case: Quantitative strategy generation, regulatory text analysis, automated risk narratives, intelligent virtual assistants, ECL modelling support.

How Generative AI Works: Deep Learning and Probabilistic Modelling

Neural Network Architecture At the core of every Generative AI system is a deep neural network — typically a transformer — trained on billions of data points. Rather than being told what to look for, these networks learn statistical relationships across the entire training corpus, producing outputs that are contextually coherent and technically grounded across domains they were never explicitly programmed for.

Probabilistic Output Generation Unlike deterministic algorithms, Generative AI models sample from a probability distribution to generate responses — giving the technology its characteristic fluency and adaptability. Modern financial deployments use retrieval-augmented generation (RAG) to ground outputs in verified data sources, substantially reducing hallucination risk in regulated environments.

“Where traditional AI answers questions, Generative AI creates answers that did not previously exist — and this distinction has profound consequences for how financial institutions manage risk, monitor compliance, and develop competitive strategy.” Shasat Market Intelligence · May 2024

Real-World Applications in Financial Services

Generative AI is moving rapidly from pilot to production across three core domains in financial services — each presenting distinct use cases, measurable efficiency gains, and governance considerations that require active management.

Finance & Investment Quantitative strategy generation, portfolio optimisation, earnings analysis, and investment research synthesis at a speed no human team could match.

Operations Intelligent automation of knowledge-intensive tasks, AI-powered customer service, production scheduling, and operational decision support across sectors.

RegTech Regulatory text analysis, compliance obligation mapping, automated reporting, and continuous horizon scanning across IFRS, Basel IV, GDPR, and ESG frameworks.

Generative AI in Finance and Investment

The finance sector has moved faster than almost any other industry to adopt Generative AI. The combination of vast data volumes, complex analytical requirements, and high-value decisions makes it an almost perfect fit for what the technology does best. Hedge funds and asset managers use Generative AI to synthesise macro data, earnings transcripts, and alternative data into actionable investment theses at a speed no analyst team could replicate.

Financial institutions are also deploying Generative AI for proactive risk management. By simultaneously analysing historical loss events, market stress scenarios, and macroeconomic indicators, these systems identify emerging risk concentrations well before traditional early-warning systems would flag them — giving risk managers time to act rather than simply respond.

Generative AI in Operations

Case Study — Manufacturing Siemens employs Generative AI to optimise production schedules in real time across global facilities, proactively identifying bottlenecks and reducing unplanned downtime — delivering measurable improvements in throughput and asset utilisation. In manufacturing, production optimisation algorithms analyse real-time sensor data and historical performance metrics simultaneously, enabling interventions that traditional rule-based systems would miss entirely.

Case Study — Banking Customer Service Bank of America’s virtual assistant Erica, powered by Generative AI, has handled over one billion client interactions — delivering personalised financial guidance and streamlining everyday banking at a scale no human team could support. Intuit’s deployment of GenOS across Credit Karma, QuickBooks, and TurboTax further demonstrates how Generative AI is being embedded into the core of everyday financial platforms used by millions globally.

Generative AI in Regulatory Technology

Regulatory technology represents one of the highest-impact applications of Generative AI for financial institutions. The volume and complexity of requirements — spanning IFRS 17, IFRS 9, Basel IV, GDPR, MiFID II, and rapidly evolving ESG disclosure frameworks — make manual compliance monitoring both costly and inherently error-prone.

“Generative AI execution in financial services now requires detailed coordination between finance, technology, legal, and compliance teams. Understanding governance requirements — from model validation to explainability and audit trails — has become a core execution risk, not a procedural formality.” Shasat Market Intelligence · May 2024

The shift is from reactive compliance to continuous, proactive horizon scanning. Generative AI monitors regulatory publications in real time, drafts impact assessments for human review, and maintains an up-to-date compliance picture across every relevant jurisdiction — transforming the compliance function from a cost centre into a genuine strategic asset.

What is Driving Generative AI Adoption in Financial Services

Several structural forces are accelerating Generative AI adoption across financial institutions, moving it from innovation agenda to operational imperative.

Data Volumes The exponential growth of unstructured data — earnings calls, regulatory filings, market commentary, client communications — has created demand for AI systems capable of synthesising information at scale.

Regulatory Complexity The expanding body of financial regulation across IFRS, Basel, ESG, and AML frameworks creates compliance burdens that manual processes cannot efficiently absorb. Generative AI offers a scalable solution.

Competitive Pressure Early movers in Generative AI adoption are demonstrating measurable advantages in cost efficiency, analytical depth, and speed of decision-making — creating urgency for peers to accelerate their own programmes.

The Road Ahead: Integration, Not Replacement

The most important thing to understand about Generative AI in financial services is what it is not. It is not a replacement for human expertise, professional judgement, or ethical oversight. It is a tool — an extraordinarily powerful one — that expands what skilled people can achieve.

For financial institutions navigating IFRS 17, IFRS 9, Basel IV, and evolving ESG disclosure requirements simultaneously, Generative AI offers a compelling lever: the ability to dramatically expand analytical capacity without a proportional increase in headcount — freeing expert resource for the strategic work that creates real competitive advantage.

Those organisations that begin building the internal literacy, governance infrastructure, and technology foundations now will be significantly better positioned as the technology continues to mature. Those that wait risk a compounding capability gap that becomes progressively harder to close.

Shasat Consulting — Enterprise AI Practice Shasat’s Enterprise AI & Intelligent Automation practice helps financial institutions design compliant, auditable, and commercially impactful AI strategies — from governance framework design through to model validation and implementation. Speak to an Expert →    Explore AI Consulting →

The Introduction of IFRS 18: Reshaping Financial Reporting Globally

Embracing IFRS 18: A Shift in Financial Reporting

The introduction of IFRS 18 by the International Accounting Standards Board (IASB) marks a significant shift in the way financial statements are prepared and presented. This new standard, slated to replace IAS 1, is designed to enhance clarity and comparability in financial reporting.

 

What is IFRS 18?

IFRS 18 focuses on the presentation and disclosure of financial statements. It aims to streamline how companies communicate financial performance. This makes it easier for stakeholders to understand and compare financial statements across different entities.

 

Key Changes with IFRS 18

Enhanced Structure in Financial Statements: The new standard introduces a more structured format for financial statements, particularly impacting the statement of profit or loss.

Defined Categories for Reporting: IFRS 18 categorizes income and expenses into specific groups such as operating, investing, and financing. This classification aims to provide a clearer understanding of a company’s financial activities.

Disclosure of Management Performance Measures: The standard includes new requirements for disclosing management-defined performance measures, enhancing the transparency of these metrics.

 

Impact on Financial Reporting

The adoption of IFRS 18 is expected to significantly impact how financial information is presented:

• Transparency: The clearer categorization and the requirement for detailed disclosures aim to increase the transparency of financial reporting.
• Comparability: With standardized presentation formats, it becomes easier for investors and stakeholders to compare financial statements across companies.

 

Preparing for IFRS 18

Companies need to prepare for the transition to IFRS 18 by updating their financial reporting and disclosure practices. This involves training finance teams and revising internal reporting systems to comply with the new requirements.

 

Global Impact and Implementation Challenges

The global adoption of IFRS 18 will standardize financial reporting processes, enhancing international comparability. However, the transition poses significant challenges, requiring updates to internal reporting systems and extensive training for finance professionals. Companies must understand the intricacies of the new standard to ensure compliance and leverage its benefits for clearer financial communication.

 

Shasat Leads with Specialized Training Programs

In anticipation of these challenges, Shasat has taken a leadership role by launching a series of comprehensive training programs focused on IFRS 18. These programs are designed to equip finance professionals with the knowledge and skills necessary to navigate the changes brought about by the new standard.

Shasat’s courses offer insights into both the theoretical aspects of IFRS 18 and its practical applications, ensuring that professionals are well-prepared for the transition.  Shasat’s training programs are available in major global cities, making it accessible to finance professionals worldwide. Interested individuals can find programs in the following cities:

Online | London | Singapore | Toronto | Hong Kong | Dubai | Sydney | Cape Town | Miami | | Rio De Janeiro

 

The Evolution of Financial Reporting: IFRS 18 Overview

The advent of IFRS 18 is a critical development in financial reporting, promising greater clarity and comparability that could transform global financial communication. As businesses and professionals prepare for its implementation, resources like Shasat’s training programs are invaluable in ensuring a smooth transition.

Shasat’s comprehensive approach not only prepares professionals for immediate changes, but also equips them with the knowledge to utilize these new standards. Consequently, this training helps foster better financial practices worldwide. For those interested in these opportunities, Shasat provides a gateway to mastering IFRS 18 and adapting to the evolving demands of financial reporting.

Unlocking Transparency: How CSRD and ESRS Shape the Future of Sustainability

As global emphasis on sustainable practices intensifies, the introduction of the Corporate Sustainability Reporting Directive (CSRD) and the European Sustainability Reporting Standards (ESRS) is transforming the landscape of corporate accountability in Europe. Shasat Consulting is spearheading initiatives to guide companies through these new regulatory frameworks with its expertly designed training programs.

The Evolution of Corporate Sustainability Reporting

Corporate Sustainability Reporting Directive (CSRD)

Effective from January 2023, the CSRD extends the scope of previous EU mandates to enhance transparency and accountability in corporate reporting. This directive now requires a broader range of companies, including all large companies and listed SMEs, to disclose comprehensive information on their environmental and social impacts. This aims to provide stakeholders with detailed insights into a company’s sustainability practices and their effects on society and the environment. Notably, the directive also encompasses non-EU companies generating significant revenue within the EU market​ (Finance)​.

 

European Sustainability Reporting Standards (ESRS)

Launched in July 2023, the ESRS provide a cohesive framework intended to standardize sustainability reporting across the EU. These standards encompass a wide array of ESG topics, including climate change, biodiversity, and human rights, ensuring comprehensive coverage. The ESRS are designed to align with global reporting standards to facilitate interoperability and reduce redundant reporting efforts for companies. This alignment supports the EU’s broader green agenda, promoting transparency and enabling access to sustainable finance​ (Finance)​​ (Finance)​.

 

Shasat Consulting’s Proactive Approach

In anticipation of these changes, Shasat Consulting has developed a comprehensive two-day workshop titled “ESG Disclosures Masterclass”. This program equips businesses with the necessary tools to understand and implement the requirements of both the CSRD and the ESRS effectively. The workshop is part of a broader effort to integrate sustainable practices into core business strategies across Europe.

 

Global Impact and Training Opportunities

Shasat’s training sessions are available in multiple cities worldwide, offering an opportunity for companies to gain insights not only into CSRD and ESRS but also into other international standards issued by bodies such as ISSB, IPSASB, and the SEC. These sessions play a crucial role in preparing global businesses for the upcoming changes and ensuring they remain at the forefront of sustainability practices.

 

Cities Hosting Shasat’s Workshops:

Singapore | Hong Kong |Lima (Peru) | Davos | Dubai | Rio de Janeiro | Cape Town | Miami | Sydney | Zurich | Online 

 

Implementation Roadmap

The adoption of the CSRD and the implementation of the ESRS are monumental steps towards achieving a sustainable European economy. Through educational programs like those offered by Shasat, companies are not just complying with new regulations; they are advancing towards a future where sustainability is embedded in the core of business operations. As companies globally strive to align with these standards, understanding and implementing these directives is not just about regulatory compliance—it’s about leading in the global movement towards sustainability.

Shasat Spearheads Global AML Compliance Training Initiative

Shasat’s Leadership in Global AML Compliance Training

In a bid to combat the pervasive threat of money laundering, Shasat has launched an ambitious two-day Anti-Money Laundering (AML) Compliance Training program set to unfold in financial epicenters worldwide. This initiative aims to equip professionals with the necessary resources for navigating the intricate landscape of financial crime prevention. It focuses on strategies for reducing risks and enhancing compliance in anti-money laundering efforts.

Navigating the Regulatory Landscape:

Amidst a labyrinth of regulatory requirements, Shasat’s program serves as a beacon of clarity for industry players seeking to fortify their AML defenses. Participants will delve into the nuances of key regulations, including insights into the Financial Action Task Force (FATF) recommendations, FinCEN, and the European Union’s 5th and 6th AML Directives. From banking to real estate, participants will gain invaluable insights into the diverse sectors impacted by AML regulations.

Empowering Professionals:

At the heart of Shasat’s initiative lies a commitment to empowering professionals with practical strategies to combat financial crime. Through a blend of theoretical insights and hands-on exercises, attendees will hone their skills in risk assessment, customer due diligence, and transaction monitoring. By unraveling the complexities of AML compliance, Shasat aims to arm participants with the knowledge needed to safeguard their organizations against illicit financial activities.

Tackling Emerging Challenges:

In an era defined by digital disruption, Shasat’s program confronts the novel challenges posed by digital assets head-on. Attendees will grapple with the intricacies of digital asset AML risks and emerge equipped with targeted strategies to mitigate these threats. Drawing lessons from past money laundering scandals, participants will gain a deeper understanding of the evolving AML landscape and emerge better prepared to navigate its complexities.

A Global Endeavor:

Shasat’s AML Compliance Training transcends geographical boundaries, with sessions scheduled in financial hubs like: Dubai | Istanbul | Doha | Singapore | Riga | Sydney | Mumbai | Cyprus | Rio de Janeiro | Cape Town | London | Bermuda | Las Vegas | Lagos | Mexico City | Manila | Online | New York City

This global outreach underscores the universal nature of the AML challenge and underscores Shasat’s commitment to fostering a culture of compliance on a global scale. As the battle against money laundering intensifies, Shasat emerges as a stalwart champion of financial integrity.

By spearheading this comprehensive AML Compliance Training initiative, Shasat reaffirms its commitment to equipping professionals with the knowledge and skills needed to combat financial crime effectively. In an increasingly interconnected world, the importance of robust AML training cannot be overstated, and Shasat stands at the forefront of this vital endeavour.

CFO Masterclass: Elevating Financial experts into Strategic Leaders

The CFO Masterclass program by Shasat marks a transformative leap in financial leadership training. As the business environment shifts rapidly, financial leaders must now extend their role beyond traditional tasks. They become vital in crafting organizational success strategies.

This cutting-edge 5-day program aims to arm finance leaders with top-tier management and strategic insights. It’s designed to make CFOs pivotal in driving change and aligning strategies within their companies. Recognizing the dynamic nature of finance, the CFO Masterclass by shasat emphasizes the need for ongoing learning and agility among finance professionals.

Participants will gain strategic leadership skills, learn to collaborate across departments and design financial controls that match their company’s objectives. The program uses case studies, discussions, and simulations for practical learning. This approach ensures that participants can apply their new knowledge effectively.

This revised version maintains the focus on the “CFO Masterclass” from the start, minimizes passive voice, shortens sentences, and uses simpler language to improve readability.

Shasat is rolling out its CFO Masterclass programs in several key global cities, explicitly designed for the current and aspiring Chief Financial Officers. These programs aim to deepen their knowledge in both financial and strategic leadership.

Online | Dubai | Miami | Zurich |

Read More: https://prfree.org/@shasat/cfo-masterclass-elevating-financial-experts-into-strategic-leaders-g6qhch4buy4o

Shasat Launches Comprehensive Market Risk Hedging Course

In the fast-paced world of finance, managing risk is a paramount concern for businesses and professionals alike. Shasat, a leading provider of financial education and training, has recently unveiled an intensive training program aimed at equipping finance and treasury professionals with the essential knowledge and skills to navigate the complex landscape of financial risk management. Titled “Hedging Credit & Market Risks (Currency, Interest, and Price),” this course promises to be critical for organizations looking to sharpen their understanding of more effective hedging strategies to better manage their market and credit risks.

The course launch comes at a time when businesses worldwide are grappling with the economic fallout of the COVID-19 pandemic. Economic disruptions, inflation, surging oil and gas prices, and rising interest rates have led to unprecedented market volatility. These factors have a profound impact on businesses and their profitability, necessitating the adoption of robust risk management strategies. Shasat recognizes the urgency of this situation and underscores the importance of investing in the training and education of finance and treasury professionals to mitigate financial risk and ensure long-term success.

The course is designed to provide a holistic understanding of various hedging strategies crucial for protecting financial assets. It addresses market risk hedging strategies and incorporates the latest hedge accounting framework under IFRS 9. Participants will gain hands-on experience with frequently used hedging techniques and tackle the challenging issues that finance and treasury professionals encounter in today’s dynamic economic environment.

Read More: https://prfree.org/@shasat/shasat-launches-comprehensive-market-risk-hedging-course-157gly4c3oqf

Shasat & Becker Unleashes Updated CPA Refresher: A New Take on Traditional Learning

In the ever-evolving world of accounting, achieving the coveted Certified Public Accountant (CPA) designation is a testament to one’s commitment to excellence. It’s a global standard of competence, recognized and respected across borders. Shasat, in collaboration with Becker Professional Education, brings you the Shasat-Becker CPA Exam Review Course, a comprehensive and highly effective study program designed to equip aspiring accountants with the tools and knowledge needed to excel in the CPA exam and launch a successful career.

For more than six decades, Becker Professional Education has been at the forefront of CPA exam preparation, guiding over a million candidates toward successful exam outcomes and fulfilling careers in accounting. With this rich legacy, the Shasat-Becker CPA Exam Review Course is poised to revolutionize the way candidates prepare for the CPA exam.

The CPA exam, administered by the American Institute of Certified Public Accountants (AICPA), is a rigorous assessment covering a broad spectrum of topics, including accounting, law, analytics, taxation, auditing, evaluation, regulatory frameworks and procedures, ethics, and finance management. Earning the CPA certification opens doors to countless opportunities in the world of accounting, whether you aspire to work with corporations, engage in private practice, or serve individual clients.

Read More: https://prfree.org/@shasat/shasat-becker-unleashes-updated-cpa-refresher-a-new-take-on-traditional-learning-3fp87s38jfct

IFRS Masterclass for Board of Directors and Senior Executives

Shasat, a renowned name in the realm of financial education and training, has introduced a comprehensive program designed to elevate individuals from novice to expert status in International Financial Reporting Standards (IFRS). This program, aptly titled “From Beginner to Expert: IFRS Mastery in 12 Days,” promises to be a game-changer for financial professionals seeking a deep understanding of IFRS within a concise timeframe.

The Mastering IFRS Program by Shasat is nothing short of an immersion workshop, meticulously crafted to keep participants updated with the latest developments and changes in IFRS. It addresses critical areas, including newly issued accounting standards, IFRIC updates, annual improvement projects, and other indispensable topics related to IFRS.

What sets this program apart is the caliber of its instructors, who boast extensive experience in implementing IFRS across diverse jurisdictions. These seasoned professionals lead participants through a blend of lecture sessions, problem-solving exercises, and case discussions, ensuring that the concepts are not just understood but absorbed in a practical manner.

Read More: https://prfree.org/@shasat/ifrs-masterclass-for-board-of-directors-and-senior-executives-64woi40yg74p

Decoding the IPSAS Landscape: A Public Sector Financial Exploration

In a significant move towards promoting transparency and consistency in public sector financial reporting, Shasat, a leading educational institution, has announced the launch of its highly anticipated “Public Sector Accounting Immersion Workshop.” This intensive three-day course is tailored to equip professionals with a comprehensive understanding of accrual accounting, cash basis accounting, and international public sector accounting standards.

The workshop aims to address the increasing demand for professionals skilled in public sector financial management and reporting. Participants will delve into key principles and requirements of accrual accounting, drawing from the International Financial Reporting Standards (IFRS) issued by the International Accounting Standards Board (IASB), as well as public sector-specific accounting issues.

Shasat’s immersive program will focus on honing skills in recognizing, measuring, presenting, and disclosing transactions and events in the general-purpose financial statements of public sector entities. This preparation ensures that participants are well-equipped to manage and report on public finances in a transparent and globally comparable manner.

Read More: https://prfree.org/@shasat/decoding-the-ipsas-landscape-a-public-sector-financial-exploration-rjzuufme64dr

IFRS 15 Revenue Recognition Workshop: Navigating the Complexities

In the fast-paced world of business, staying abreast of evolving regulations and standards is crucial for any organization aiming to maintain its competitive edge. Shasat, a renowned name in professional training and development, has taken a bold step forward by launching its highly anticipated IFRS 15 Revenue Recognition Workshop. This intensive program is designed to provide professionals with the knowledge and skills needed to effectively navigate the complexities of the International Financial Reporting Standard (IFRS) 15, which came into effect on January 1st, 2018.

IFRS 15 is a standard that has left its mark on the global business landscape, particularly impacting companies engaged in long-term contracts with multiple elements. Industries such as telecommunications, software development, health sciences, and construction have found themselves grappling with the intricacies of this regulation. Shasat’s workshop promises to be a beacon of guidance in this challenging terrain.

At the heart of this program lies a comprehensive exploration of the five-step model of IFRS 15. This model demands that organizations carefully distinguish between various elements within a contract and then recognize revenue for each element based on separate pricing structures. Additionally, participants will delve into the substantial demands imposed by the standard in terms of data collection and system capabilities, offering a practical and hands-on approach to compliance.

Read More: https://prfree.org/@shasat/ifrs-15-revenue-recognition-workshop-navigating-the-complexities-xho6kd7w68r7