Article Published by Maveric Systems | May 11, 2026 |
Trust is the most invoked and least precisely defined word in banking AI leadership. This article presents the Four-Layer Trust Architecture – Data Trust, Model Trust, System Trust, Outcome Trust – as a named engineering framework with a cascade failure mechanism and the precise operational definition that serves as the intellectual foundation for every other article in the Engineering Trust series.
AI is moving from assistance to execution faster than governance is evolving. The real risk isn’t failure, it’s AI executing perfectly within weak boundaries. For enterprises, control, constraints, and accountability must scale as fast as capability, or the failures will scale faster. An AI agent wiping out a production database in just seconds and then […]
In financial services, trust is foundational. Artificial intelligence (AI) promises significant value in fraud detection, credit decisions, customer service, and risk management. Yet its adoption raises concerns around bias, explainability, privacy, and accountability that can undermine confidence among employees, customers, and regulators. A hub-and-spoke model—where a central hub sets governance, platforms, tools, business case frameworks, […]
80% of large financial institutions have AI in core decision-making. Fewer than 12% have the governance infrastructure that doing so responsibly requires. This article defines trusted AI in banking with operational precision – four specific capabilities, five structural failure patterns, and the mandate reframe that defines AI-first leadership.
Where does your institution actually sit on the AI maturity spectrum – not in a board presentation, but based on what you know about your production AI estate right now? This article presents the three-stage model, the inflection point between adoption and outcome assurance, and five diagnostic questions that locate any banking institution with honest […]
The CIO’s mandate in banking has not just become harder – it has become structurally different. This article examines the four imperatives every banking CIO is navigating simultaneously – customer experience, core modernisation, operational cost reduction, and regulatory compliance – with the data governance thread that runs beneath all four and the trust infrastructure that […]
For 23 + years, we have specialized in a single vertical: Banking. And there too, we are focussed on three sub domains – corporate banking, retail banking, and wealth management.
Being hyper-focused, means we are selective who we work with. Our marquee customers come from the world’s top 15 global banks, the ones that are leaders across four continents, and the radical Fintechs intent on changing the industry’s status quo.
70% of our engagements are transformation projects. These high-stretch assignments while demanding bring a wealth of domain knowledge unparalleled in the industry.
If the latest in Banking Technology gives you the ‘aha’, you will fit right in!
The Maveric people promise includes working with exceptional leaders – people respected in the industry for their demonstrated impact.
We pride ourselves on open minded relationships that promote creativity and collaboration, a hierarchy that is absent and yet empowers, and listening deeply so you have everything to shine in your role and create game-changing customer value.
As challenging and meaningful work demands constant improvements, Maveric invests extensively in learning and development programs across technical, domain, and program, project, and change management.
If you want to leapfrog peers through accelerated growth programs, this is your home!
The glue that integrates deep domain, technology, future ready strategy, and high velocity execution is the Maveric passion.
So, when you experience the energy of a four-year old at the workplace, or the distinct dislike to mediocrity, know that it is our passion in action.
After all, we aim to be among the world’s top three niche, domain led, BankTech specialist to transform the corporate, retail and wealth management digital ecosystems.
To kindle passion, we celebrate mindset diversity, enjoy each other’s success, and anchor our collective happiness to the journey more than the destination.
If ‘Meraki’ (Greek for – to work with soul, creativity, and love) is your thing, welcome to Maveric!
Sreepada is a Data Integration specialist with over twenty years of IT Delivery experience, which includes Big Data, Data warehousing, ERP and Client Server technologies. He is specialized in Data Integration architecture, practiced in providing architectural and thought leadership for the development of high quality, timely data warehousing and other IT solutions. He has strong knowledge of Ab Initio and its suite of products, successfully architected and deployed solutions at various Institutions. If you are interested in becoming a data integration specialist especially Ab Initio and are interested in learning more about it, he can definitely help you.
Years of Experience: 20+ Years
What does being a mentor means to him:
Sreepada is passionate about data and technology, he likes to keep himself abreast of new technologies in the data space. He feels as a IT professional life it is all about continuous learning and keeping oneself updated about on latest technologies. He would be more than happy to share and collaborate who have similar interests
What is his advice to someone considering a future in technology?
If one has chosen the path of IT, there is no end to learning. Make sure the person has a strong foundation of any one programming languages (C, C++ , Java etc), good understanding of Unix and good knowledge of at least one Database(Oracle MS SQL, DB2). With this kind of foundation it becomes more easier to acquire newer skills.
Key strengths: Data Integration Architecture/design/development. Data Modelling, SQL etc
Ram is a technology and delivery leader passionate about building high performing teams to deliver the customer centric products /services with a data-driven approach to solve problems at scale. He has good grip on RDBMS using software’s like SQL SERVER in building database systems &MSBI for building dashboards and reports. He has strong SQL experience in writing efficient queries, solving performance tuning issues using best practices, tools and techniques while meeting the customer needs at scale in a cost effective way. He always excited to know and learn new things in database world and recently got his Master’s degree in Data Analytics specialization.
Years of Experience: 17.5 Years
What does being a mentor means to him:
Ram always believes being empathetic to others by motivating, sharing knowledge and experience that can instil confidence to perform better in their careers.
Ram has mentored engineers sharing his personal and professional experiences to bring the best out of them resulting better quality deliverables consistently.
What is his advice to someone considering a future in technology?
It’s quite evident that today’s complex problems are solved by using technology which reduces the operational costs, improves ROI with better customer experiences.
There is huge momentum and opportunities in technology world today to build new products with security and cloud capabilities at scale.
Key strengths: Database, MSBI, Data Analytics & Web Technologies | Delivery Leadership, Program and Product Management, Agile Methodology for Retail and Banking
Jaquiline is an expert in the area of Testing .Her area of expertise includes testing web and mobile application. Recently she is testing applications for different platforms in Maveric. In the past she worked on web applications ranging from mutual fund applications, Travel and tourism industry, educational institutions to banking software. Her preferred domain is financial services and she would like to continue in this domain to utilize the knowledge I have learnt so far.
Years of Experience: 2 Years
What does being a mentor means to him:
Jaquiline is passionate about building capabilities within each individual and believes that there is no end to learning. She is very much passionate about teaching.
What is his advice to someone considering a future in technology?
Agile and DevOps, test automation, artificial intelligence for testing, and API test automation are the most noticeable trends. You can master these technical skills to accomplish amazing things.
Key strengths: Regression & Negative Testing, UI & Compatibility Testing, Data Interface & Migration Testing, Performance Testing, Testing Automation, Defect/Bug Tracking.
Dan has an extensive experience in DevOps, Site Reliability Engineering, Cloud Infrastructure Management, and Chaos Engineering. He is a Certified DevOps and Chaos Engineer in AWS, Azure, and GCP. As a DevOps Architect, he designs, architects and implements CI/CD with DevOps principles by using various DevOps tools like Git, Docker, Podman, Ansible, Kubernetes, OpenShift, Istio and Terraform in a hybrid/multi-cloud environment. He also possesses various domain expertise like eGaming, Retail, Banking, e-commerce, R&D, Mobility Communications Networks, and AI Connected Cars. If you are interested in becoming a DevOps/SRE/Chaos Engineer and you are interested in learning more about it, he can help you.
Years of Experience: 9 Years
What does being a mentor means to him:
Dan is passionate about building capabilities within each individual and believes that there is no end to learning. He spends his time learning and growing and helps others grow who are interested in becoming the next-gen DevOps/SRE/Chaos Engineering with AI/MLOps.
What is his advice to someone considering a future in technology?
DevOps, Site Reliability Engineering and Choas Engineering are just bewildering, with these skills in your belt you can work in a wide range of industries in Tech and Engineering. You can master these technical skills to accomplish amazing things.
Key strengths: Artificial Intelligence for IT Operations (AIOps), Machine Learning Operations (MLOps), DevOps, Python, Chaos Engineering, and Site Reliability Engineering.
Amit has varied experience across the Data spectrum (Enterprise Data Management, Data Visualization & BI, ETL, Data Quality, Data Science, and Data Platform management). Adept at Technology & Program Management, driving and deploying complex programs. He is experienced in streamlining processes. Designing and implementing Frameworks for Business innovation. His technical interest is reflected in content creation thru blogs. He can mentor and guide on Data Visualization, Project/Program Management and Client Delivery.
Technical Blogs on Medium- https://amit-pishe.medium.com/ . https://medium.com/me/stories/public
Years of Experience: 17 Years
What does being a mentor means to him:
Amit believes in constant learning and unlearning. Any company or organization is made by people/employees; it is one of the most important pillars. Company grows when an individual can contribute and progress. Mentoring helps to enable and accelerate this effort, to grow and scale successfully.
What is his advice to someone considering a future in technology?
Not everything can be automated in IT. Develop human skills – connecting with team members, design thinking, walking out of the comfort zone to achieve goals. Tools and technology that can be practised (Data related- Data Analytics, Visualization, Cloud computing and Big Data).
Key strengths: Delivery & Client Management, Project/Program Management, Data Visualization, Enterprise Data Management.
Shan is a Transact Technical Architect; when it comes to solutions, his mind acts very fast to apply the solution, which never fails. He was from the technical development team; his cross-integration skills, product scalability, stability, the performance made him a Technical Architect. He has excellent knowledge of the Transact and Temenos Frameworks. Also, he has a fantastic skillset of understanding the client requirements. He is also good enough to provide the design, solution, and quick workaround in the short span of SLA’s. He took on challenging roles like Delivery Manager and Production support manager and delivered efficiently. If you are interested in building your Transact knowledge, he will always be happy to help you.
Years of Experience: 12 Years
What does being a mentor means to him: Shan is very talented in team building. He ensures that everyone in the team should at least know about Transact latest releases, transact features, technology updates, new modules released by Temenos. He usually gives individual attention to each in the team. He encourages teams to have brainstorming sessions, cross-training(functional/technical), which helps his team’s strength, especially those interested in becoming the Transact consultant.
What is his advice to someone considering a future in technology?
IRIS APIs, Security, and data science. You can build/learn these technical skills to accomplish incredibly. With these skills in your belt, you can work in a wide range of core banking.
Key strengths: T24 solution Architect, T24 Customization, Integration Framework, IRIS, Temenos Transact – Retail, Wealth, TAFJ, and Data Framework-DFE
Technology enthusiast with key interest in Big Data Engineering and Analytics. He has worked extensively on Spark Framework using Python/Java and built Realtime and Batch Ingestion frameworks. His deep analytical capabilities and structured design thinking helped large US/UK banks through Data Migration journey. He designed multiple frameworks for Data Ingestion and Transformation. He had worked and mentored teams in their Core Java (JVM, Multithreading) assignments. He likes to solve real time problems through small PoC using cutting edge technologies. He has got Technical, Functional and management experience in Big Data, Spark, BI Data Warehousing & Web based Applications. He is champion of both the worlds – Product Development and IT services. If you are interested in creating Data Engineering (Ingestion, DQ, Lineage, etc) frameworks, he can definitely help you.
Years of Experience: 17 Years
What does being a mentor means to him:
He likes to solve real time problems through small PoCs. Learning is his passion and he keeps trying new approaches to get a better solution. He likes to inculcate analytical and design thinking approach in his team.
What is his advice to someone considering a future in technology?
Data is precious and amazing at the same time. Learn to play with data through Ingestion, Transformation, Data Visualization, Machine Learning, Natural Language Processing and Data Science. With a good grip on Data technologies, you can work in a wide range of industries in Tech and Engineering.
Key strengths: Data Engineering, Data Science, Spark, Python, Java, Snowflake, Kafka
Vasif started his career with Maveric as a “Management Trainee” back in 2007. He has worked on various projects and handled large delivery teams. He has been part of complex ETE T24 implementation programs. He has managed a portfolio of accounts with close to 14 MN USD YOY revenue. He is seen as a good example of how a management grad can grow into a leadership role within the software industry. His keen eye on the delivery and project management has helped him garner the required recognition from client and was successful in converting some of the regional accounts into key accounts for the organisation. He brings valuable insights onto the account management segment and also understands the bank’s need for newer technology and platforms to be relevant in the market. For you to be groomed into one such holistic leader and handle larger portfolio within the organisation he can provide necessary guidance.
Years of Experience: 14.5 Years
What does being a mentor means to him:
Vasif was recruited from campus and he himself had seen the journey in this organisation of moving from a fresher to AVP. In this journey he has all admired the mentoring aspect without which this growth wouldn’t have been possible. He strongly believes the same culture needs to be percolated to similar talent who is being taken aboard in the organisation through this program. He wants take the best parts of his own experience which he saw being a mentee and implement those.
What is his advice to someone considering a future in technology?
Any established bank would always take a calculated step towards bringing newer technology to their eco-system just to ensure there is no customer impact (both Internal/External). We should give that assurance to our customers by picking the best of the available technologies based on their proven records rather jumping on to everything which is new. End of the day we are dealing with large banks which have zero tolerance towards IT/software led glitches or issues. He believes products that could enable more freedom to end consumer for satisfying their banking needs in much faster pace are the ones to go for.
Key strengths: Project Management, Temenos products, Business Analysis, Account Management, Business Building
Anand is a Java/J2EE and Temenos solution architect. He specializes in banking architecture, integration, and cloud. He has good experience in architecting the bank’s implementation using temenos suite of products, covering cloud deployments, integration, API and devops. He can guide associates interested in technology areas like Integration, event streaming, API implementation, cloud implementations. He is heading the Practice and solutions team in Maveric Temenos BU.
Years of Experience: 16 Years
What does being a mentor means to him:
Anand knows the importance of having a mentor, he himself was mentored by many through out his career. He is always excited to share his knowledge in the world of Temenos, new technology trends.
What is his advice to someone considering a future in technology?
Cloud, devops, API, Integration – these are the key mantras for the banking world. Always adapt to the innovations in these areas. That will help the associates to stay relevant in the industries. Along with technology , assoictaes should have sound knowledge on the interfaces with various systems like payment gateways, reporting systems, etc. This will make an associate a complete Banking Architect.
Key strengths: Java/J2EE, Cloud, Enterprise Integration patterns, Devops, Open API implementation.
Maveric NXT Inc
Suite 550, 1212 Corporate Drive, Irving, Texas – 75038, USA
Maveric Systems Limited, Level 9, Tower 2,
World Trade Centre, Opp. EON Free Zone,
Kharadi, Pune – 411014,India
Phone: +91 20 6767 3604, +91 20 67673605
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Maveric Systems Ltd.
Level 13A, Wisma Mont Kiara, No. 1,
Jalan Kiara, 50480 Kuala Lumpur,
Malaysia
Phone: +603 7958 3302
Maveric NXT Limited
5, Laybourne House, Admirals Way, London United Kingdom E14 9UH
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Maveric NXT Inc ( formerly Maveric Testing Solutions Limited )
5, Independence Way, Suite 300, Princeton, NJ 08540 USA
Phone : +1 (609) 514-5130
Maveric Sistemas S.A. DE C.V,
#202, 627 Prolongacion, Paseo de la Reforma, Mexico City, P.C. 01330
Contact Number : +52 556470 8890
Maveric Systems Limited Co Office
no. 2203 B, Tower B, Business Central Towers Dubai Media City,
Dubai 502882 UAE
Phone: +971 42776819
15 Changi Business Park crescent
#04-07
Singapore 486006.
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Maveric Systems Ltd
6th & 10th Floor, 5th Block, DLF IT Park – SEZ, 1/124, Shivaji Gardens, Mount Poonamallee Road, Nandambakkam Post, Manapakkam, Chennai 600 089 India Phone:+91 44 4742 5100
Maveric Systems Limited,
Anchorage # 100, Richmond Road, Bengaluru 560025 India
Phone: +91 80 49696969, +91 80 49696900
Maveric Systems Limited
2nd floor, Block 5, DLF IT Park, 1/124,
Nandambakkam Post, Ramapuram, Mount Poonamallee RD
Chennai, Tamil Nadu 600 089 India. Phone – +91 44 4742 5100
