Challenges to Scaling AI in banking, financial services and insurance (BFSI) industries

Regulated organisations, within BFSI, struggle to operationalise AI initiatives due to complex tech stacks, lack of skilled talent, regulatory pressures, and poor collaboration between IT and business teams.
Fragmented Data Sources
Critical data reside in silo, aging systems that lack interoperability. Therefore, it is difficult and expensive to extract, clean, and combine data for analysis.
Manual, Error-Prone Data Stitching
Manual, error-prone data stitching forces teams to spend more time gathering and preparing data than analyzing it to uncover actionable insights and drive decisions.
Siloed AI Initiatives & Ownership
Siloed AI efforts, isolated from business teams, reduce collaboration, hinder alignment with goals, and limit the overall impact, and adoption of AI initiatives.
Slow Time-to-Insight & Decisions
Reliance on IT and data teams delays access to insights, slowing decision-making, reducing agility, and hindering timely innovation and responsiveness to business opportunities.
Difficult In Operationalising AI
Many AI Proof of Concepts (POCs) fail to reach production due to poor architecture, delayed data integration, and lack of governance, preventing scalable deployment and real business impact.
Rising Regulatory Pressures
With rising regulatory pressures, ensuring AI is explainable, auditable, and compliant is now mandatory. It is critical for building trust, avoiding penalties, and sustaining long-term business success.

Your Trusted Partner
Sciente + Dataiku

How Sciente + Dataiku Alliance Solve These Challenges

Our Value: Unified Data Integration

  1. Sciente’s Dataiku solution enables data integration from legacy, on-premise, cloud, flat files, and API-based systems.
  2. Combines all types of data (structured, semi structured & unstructured) into a single, governed platform.
  3. Reduces data integration time by automated data pipelines and prebuilt connectors.
  4. Unlock Value from Underutilized Data to maximise ROI.

Our Value: Real time Data pipeline

  1. Sciente’s Dataiku solution enables real-time data ingestion from multiple sources into a unified platform.
  2. Realtime availability of data enables teams can make quick & smarter decisions when it matters the most.
  3. Realtime data availability helps to trigger actions or workflows based on alerts without any delay.
  4. Ideal for use cases like fraud detection, transaction monitoring, and customer engagement that demand instant reactions.

Our Value: Unified Platform for All AI Initiatives

  1. We work with you to bring all data ingestion, preparation, model development and deployment activities together, on a single platform.
  2. Help you in developing basic machine learning to advanced generative AI solutions.
  3. We streamline the entire Data & AI stack and
  4. We try to reduce licensing, integration and maintenance costs while scaling AI across teams and departments.

Our Value: All AI Initiative Management

  1. We work with you to enable full visibility of AI lifecycle, from planning, development to deployment & operation of AI models.
  2. We use standardized workflows to reduce AI initiative complexity and maintainability.
  3. Dataiku’s Kanban style workflow approval process ensures transparency and accountability throughout the AI initiative delivery process.
  4. Dataiku’s well established process ensures compliance and traceability throughout the project lifecycle with built-in documentation and audit trail capabilities.

Our Value: Everyone to collaborate for wider goals

  1. We bring business and IT team together on single unified platform to co-develop AI applications.
  2. Dataiku’s Visual Drag and drop workflows make it easy for non-coders to participate in building and refining AI/ML models.
  3. Dataiku’s support for Python and R empowers data scientists to embed advanced AI/ML logic seamlessly.
  4. We work towards strategic outcomes via collaborative efforts across the organisation.

Our Value: Inbuilt Governance Capabilities

  1. Solutions built on Dataiku delivers AI models with transparent and explainable outputs which are essential for building trust in model’s output.
  2. Our solution provides complete visibility into data and ML model pipelines which enhances auditability.
  3. Dataiku has capability to automatically generate documentation for AI/ML models, reduces manual effort and ensures consistency.
  4. Our solution ensures faster response to audits & governance checks which are required by regulatory bodies.

Our Value: Unified customer 360 view

  1. Our solutions built on Dataiku use AI to group and score customers, based on their behaviour preferences, values and selection.
  2. Our solution empowers marketing and sales teams to trigger targeted campaigns without relying on IT.
  3. We deliver personalized offers and experiences across channels.
  4. Our solution enables data driven decisions that drive loyalty, customer satisfaction and revenue growth.

Sciente Partners with Dataiku - World’s leading Everyday AI platform

Sciente and Dataiku help banks and insurers turn data into impact. We do it faster, securely, and cost-effectively by operationalising AI across business functions.

Dataiku Implementation & Enterprise Integration

  • Sciente’s implementation services help organizations to establish and scale the Dataiku platform at enterprise level.
  • Key features include:
  • Secure setup & configuration, aligned with enterprise governance, risk, and compliance policies.
  • Seamless integration with existing infrastructure such as data lakes, core banking systems, CRM applications, and more.
  • Environment setup for collaboration across data science, IT and business teams, fostering cross-functional AI development.
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Sciente - Data Engineering & Intelligence - Data Strategy & Assessment
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Data Engineering & Pipeline Automation

  • Sciente’s Data Engineering services help organization to design, develop and implement robust & scalable data pipelines for their BI, Analytics and AI use cases.
  • Key features include:
  • Data ingestion, cleaning, and transformation across cloud, hybrid, and on-premises data sources.
  • Pipeline orchestration to support mission-critical needs such as regulatory reporting, customer analytics, and real-time insights.
  • Built-in monitoring and alerting to ensure pipeline reliability, data quality, and operational resilience.
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Sciente - Data Engineering & Intelligence - Data Migration & Data Pipelines
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Solve Business Use Cases Using AI/ML Capabilities

  • Sciente’s AI/ML solution service helps organization to collaboratively build and scale their data science and advanced AI/ML solutions to address mission-critical business challenges.
  • Key features include:
  • Use case development for BFSI scenarios such as risk and fraud analytics, customer segmentation, claims automation, and credit scoring.
  • Leverage pre-built accelerators and reusable frameworks to fast-track the model development timelines and to reduce time-to-value.
  • Tailor-made AI/ML solutions aligned with industry-specific processes and evolving regulatory mandates.
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Sciente - AI Led Intelligentisation - Machine Learning Model Development
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Solve Business Use Cases Using GenAI Capabilities

  • Sciente’s GenAI & NLP based services help organizations to collaboratively build GenAI and NLP based solutions to solve business critical challenges.
  • Key features include:
  • Intelligent Document Processing to automate the extraction, classification, and summarization of information from documents.
  • Natural Language Querying enables business users to interact with data using conversational interfaces and domain specific prompts.
  • Enterprise-Grade Architecture ensures scalability, governance, and seamless integration into organization’s existing Data & AI ecosystem.
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Sciente - AI Led Intelligentisation - Natural Language Processing (NLP)
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Migrate SAS & Alteryx applications to Dataiku

  • Sciente’s Migration Services help organizations to transition their existing SAS and Alteryx,Excel, R & Python based analytical applications into modern, collaborative & Governed platform.
  • Key features include:
  • Seamless migration of SAS, Excel, R and Python workflows to Dataiku’s unified AI/ML platform.
  • Code refactoring, validation, and performance optimization to ensure efficient and scalable execution.
  • Accelerate the modernization journey with certified professionals.
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Sciente - Data Engineering & Intelligence - Data Platform Modernization and Lakehouse Buildout
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Centralized AI/ML Operations with Full Governance

  • Sciente’s AI/ML Operations services help organization to streamline their deployment, monitoring, and governance operations into the Dataiku platform.
  • Key features include:
  • Centralized deployment and monitoring of all AI/ML models.
  • Robust model management with version control, automated monitoring, and drift/bias detection.
  • Proactive support and alerting mechanisms to ensure model performance and reliability in production.
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Sciente - Data Engineering & Intelligence - Advanced Analytics and AI/ML Services
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Why Choose Sciente + Dataiku

We are a purpose-driven organization, to make a difference. We enable innovation & digital transformation through skilled Data & AI technology teams, and building partnerships grounded in accuracy, agility, and deep technical insight. Every Consultant we assign, is aligned to the role and to your business goals.
Sciente - Differentiated Quality Services - Customer Centricity
Proven & Governance-Ready AI Platform

Sciente’s deep expertise in Governance, Risk, and Compliance (GRC) and by leveraging Dataiku’s built-in governance features all of our AI solutions adhere to strict regulatory standards. It supports full transparency, traceability, explainability and accountability.

Sciente - Differentiated Quality Services - Value Innovation
Techno Functional Expertise

With 15+ years of experience, working with banks and  insurers, we combine deep industry knowledge and market experience, with our technical AI/ML expertise to solve real business problems. Whether it’s fraud detection, AML, FP&A, or customer 360, we understand the business context behind the data.

Sciente - Differentiated Quality Services - Our Partnership
Speed to Value

Sciente’s reusable Dataiku templates, equipped with AutoML capabilities, accelerate AI/ML solution delivery by streamlining model development, enhancing consistency, and reducing time-to-value. These templates encapsulate proven methodologies and best practices, enabling rapid customization and deployment of ML workflows.

Sciente - Careers - A Meaningful Career Awaits at Sciente!
Flexible Engagement

Sciente work closely with its clients throughout their AI journey – from proof of concepts to implementation to successful roll-out. Whether it’s strategic advisory, hands-on implementation or ongoing managed services, or offshore support, we ensure end-to-end success across every stage of transformation to delight our clients.

Let's Connect & Co-Create Responsible AI

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    About Sciente

    Sciente is your trusted partner. We blend innovation, the Dataiku AI platform, deep insurance and financial services expertise, integrity, and a people-first mindset to deliver AI and data engineering solutions that drive intelligent transformation with purpose, trust, and impact.
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