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Buy the Engine. Build the Advantage

Buy the Engine. Build the Advantage.

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Buy the Engine.
Build the Advantage.

christian-ball

Christian Ball

Enterprise Account Executive

Why the smartest capital allocation decision in financial services risk infrastructure isn’t build vs. buy, it’s knowing what’s actually worth building. 

The competitive environment in financial services has fundamentally changed. Margins are compressed. Regulatory complexity is accelerating. Customer acquisition costs are at historic highs. And the fintechs gaining ground aren’t necessarily the ones with the most sophisticated technology, they’re the ones deploying it fastest. 

That context matters when you’re evaluating whether to build proprietary risk decisioning infrastructure from scratch. 

The Real Cost of Building

The true cost of building a decisioning platform compounds over time. 

The upfront capex is significant: architecture design, engineering resources, data integration across bureau and alternative data providers, security infrastructure, compliance frameworks. Organisations that have gone through this report 18 to 36 months before a production-ready system is operational. In a market where a competitor can launch a new credit product in weeks, that gap carries direct revenue implications. 

The ongoing opex picture is frequently underestimated at approval stage. Maintaining data integrations as providers update APIs. Rebuilding model deployment pipelines as cloud infrastructure evolves. Keeping pace with regulatory change across markets. Resourcing the support function so the decisioning engine doesn’t become a bottleneck to every product iteration. These aren’t exceptional costs. They’re structural, recurring, and they scale with complexity. 

McKinsey research consistently shows that large-scale internal technology builds in financial services exceed budget in many cases, with five-year total cost of ownership frequently running 40–60% above initial projections. The resource drag on engineering teams is harder to quantify but equally real. Senior talent allocated to infrastructure maintenance is senior talent not working on competitive differentiation. 

Speed is Now a Strategic Variable

Digital-native lenders are entering established segments with lower cost bases and faster decisioning cycles. Embedded finance is putting credit products inside customer journeys that traditional institutions don’t own. Open banking and alternative data are changing what good underwriting looks like. Regulators are demanding more explainability and auditability. 

The organisations gaining ground can test, launch, and iterate on new products in weeks, not quarters. That agility is very difficult to sustain when the decisioning infrastructure itself requires lengthy development cycles every time the business wants to change something. 

What Provenir Changes in the Capital Equation

Provenir’s Decision Intelligence Platform is built for exactly this trade-off. The infrastructure is already built, maintained, and continuously updated: cloud-native deployment, a marketplace of integrated data providers, model management, compliance and auditability frameworks. What organisations configure on top of it is entirely their own. 

Rather than funding a multi-year infrastructure build, capital goes into configuration, integration, and the proprietary decisioning logic that actually differentiates the business. Time to production is measured in weeks, not years. 

The opex shift is equally significant. Data provider integrations, infrastructure scaling, security patching, regulatory update cycles all move from internal cost centres to the platform’s responsibility. Engineering resource shifts from maintaining infrastructure to building product. The ongoing cost base is predictable, subscription-based, and scales with usage rather than requiring constant reinvestment just to stand still. 

BBVA, Atom Bank, and SoFi each deployed Provenir to run fundamentally different business models: global commercial lending, retail digital banking, consumer refinancing, at different scales and in different regulatory environments. The underlying platform is common. The decisioning logic, risk models, and customer strategies are not. 

The IP Question

The executive concern about IP is legitimate and worth addressing directly. Competitive advantage in financial services credit sits in the credit policy, the data strategy, the risk appetite calibration, and the customer relationships built on top of the engine. On Provenir’s platform, all of that remains entirely proprietary. Scoring models are deployed inside the platform, not exposed. Decision logic is configured by your team to reflect your underwriting philosophy. Two organisations on the same infrastructure share no more of their competitive advantage than two companies hosting on AWS share their code. 

What Provenir removes is the infrastructure layer: the part that costs the most, delivers the least competitive differentiation, and consumes the most ongoing resource to maintain. 

There’s also value that’s difficult to replicate internally. The R&D investment across Provenir’s global client base creates platform capabilities that no single organisation, building in isolation, could justify on its own. 

The Bottom Line

The build option carries significant upfront commitment, multi-year timelines, and a structural opex burden that compounds over time. In a market where speed and adaptability are increasingly decisive, it also means slower product iteration and delayed competitive response. 

Provenir reframes the question from build vs. buy to where you deploy your capital and your talent. The platform provides the infrastructure. Your team builds the advantage. Your IP, your models, your risk strategy are fully proprietary, executing faster and at materially lower total cost than the build alternative. 

That’s a strategic decision, not just a procurement one. 

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Open Banking Expo Toronto

Open Banking Expo

Join Provenir at The Open Banking Expo in Toronto
We’re excited to sponsor The Open Banking Expo in Toronto on March 5 at the Metro Toronto Convention Centre. Stop by Booth G1 to meet our team. We’ll be showcasing how Provenir’s Decision Intelligence platform helps financial institutions turn insights into action. We enable our customers to process billions of decisions annually while maintaining the agility to adapt to market changes in real time. Whether you’re focused on streamlining onboarding, managing risk more effectively, or creating personalized customer experiences, let’s talk about what’s possible when you combine intelligence with execution.
Attend our Main Stage Presentation

“AI meets Consumer-Driven Banking: From intelligent access to agentic finance” at 2:15pm with

Sam Rohde

Sam Rohde

VP Solutions Consulting

Provenir
Book a Meeting with Our Experts

Reserve dedicated 1:1 time with the Provenir team to take a test drive of our platform and explore how we can support your specific initiatives.

Cenker Ozhelvaci

Cenker Ozhelvaci

Country Manager – Canada, Provenir

Ryan Mason

Ryan Mason

Vice President of Sales for East and Canada, Provenir

Alicia Huff

Alicia Huff

Head of Business Development North America & Latin America, Provenir

brendan deakin

Brendan Deakin

Executive Vice President – North America, Provenir

Sam Rohde

Sam Rohde

VP Solutions Consulting, Provenir

Michaela Caizzi

Michaela Caizzi

Senior Field Marketing Manager, North America, Provenir

Meet with us onsite!

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london england

Leading with AI: Decisions That Will Define the Next Decade

  • provenir next

    Provenir

    Provenir Next
  • Deloitte

    Deloitte

Leading with AI: Decisions That Will Define the Next Decade

  • 17 April 2026
  • 13:30 – 15:30
  • Deloitte Offices, New Street, EC4A, London

Artificial Intelligence is rapidly reshaping the banking industry and transforming how decisions are made across credit, fraud, compliance, and customer engagement.

This exclusive C-suite roundtable, hosted in partnership with Deloitte, will bring together senior leaders to explore the real-world challenges and opportunities of AI adoption in banking and the decisions being made today that will define the next decade.

Banks are now under increasing pressure to ensure AI-driven decision-making is not only effective, but explainable, fair, and resilient under regulatory and public scrutiny.

Key Discussion Points
  • Governance, Guidance and Guardrails:
    1 in 5 businesses report that the speed of AI development is outpacing policy development. We will explore how to build governance before scale.
  • Risks, Accountability and Control:
    Are you falling into the adoption Gap? 77% of organisations are evolving their AI governance strategy, whilst only about 1 in 4 have actually implemented it, leaving a telling gap between, awareness and execution.
  • Value Creation, Growth, and Speed to Impact:
    Only 34% of companies are using AI to “deeply transform” their business models. Is the temptation of low hanging fruit distracting from effective strategy?
Format
  • 13:30 – Arrival and welcome
  • 13:40 – Expert-led discussion on AI governance, regulation, and accountability
  • 14:00 – Roundtable conversation with peers (Chatham House Rule applies)
  • 15:30 – Official close and summary (Refreshments will be provided)

Reserve Your Seat

Places are strictly limited, and attendance is by personal invitation only.


Register your Interest for Future Roundtables

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Event WFIS

WFIS Indonesia 2025

Event

WFIS Indonesia 2025

The Premier Financial Services Innovation Event

  • November 25–26, 2025
  • Booth P13

Provenir is proud to be a Gold Sponsor at WFIS Indonesia 2025 – The Premier Financial Services Innovation Event 

The two-day event will unite C-suite leaders, VPs, Directors, and decision-makers from over 200 banks, insurers, and fintechs across Indonesia. Together, they’ll explore how data, AI, and intelligent decisioning are reshaping the region’s financial ecosystem. 

Discover Intelligent Decisioning @ Booth P13 

Join us at Booth P13 on November 25–26, 2025, to experience how Provenir enables intelligent, data-driven decisions for financial services providers. 

As a global leader in AI decisioning, Provenir empowers organizations to automate, predict, and personalize every customer interaction – driving growth and trust across the financial lifecycle. 

Why Meet Us at WFIS Indonesia 2025? 

  • Smarter Risk Decisions – Automated in Real Time – Manage losses and approve more good customers with adaptive, AI-driven decisioning that learns continuously from data.
  • Predict Customer Needs with Behavioural Insights – Leverage contextual and behavioural data to anticipate customer intent and deliver proactive, relevant offers.
  • Hyper-Personalize Customer Experiences – Use AI-powered decisioning to personalize onboarding, engagement, and servicing at every touchpoint – driving loyalty and lifetime value.
  • End-to-End Financial Decisioning Solutions – Credit Risk Onboarding: Fast, accurate approvals with intelligent automation
    Application Fraud & Compliance: Detect, prevent, and stay compliant in real time
    Customer Management & Hyper-Personalization: Understand, engage, and retain with data-driven intelligence
    Collections Optimization: Recover smarter, faster, and more empathetically
  • Scalable, Cloud-Native Platform – Accelerate innovation with a configurable, low-code environment that scales effortlessly with your business.

Join our Session at 9.25 am | Day 2 – 26th Nov

Balancing Innovation and Trust: How AI Decisioning is Redefining Risk, Inclusion, and Customer Experience

  • How Provenir helps financial institutions embrace AI innovation responsibly by balancing automation, transparency, and compliance
  • Exploring how real-time decision intelligence detects social engineering and safeguards digital trust across customer interactions
  • Using Provenir’s AI and data marketplace to promote financial inclusiveness and expand access to underserved customer segments
  • Delivering hyper-personalized financial experiences that remain compliant, secure, and customer-centric
  • Uncovering how GenAI and agentic AI are shaping the next generation of intelligent, ethical, and inclusive financial ecosystems
Register your interest here

Speaker:

Wana Sedayu

Wana Sedayu

Senior Presales Consultant, APAC – Provenir

Wana is a Senior Presales Consultant at Provenir, supporting clients across the APAC region in driving digital transformation within the financial services sector. With over 15 years of experience in the industry, Wana brings deep expertise in loan origination, core leasing, credit decisioning, and customer management solutions.

Beginning his career as a software developer, Wana later transitioned into business consulting before dedicating the past decade to presales and value engineering roles. He has worked with prominent institutions such as Citibank, SMBC Indonesia, Bank Danamon, Bank of America, the Indonesia Stock Exchange, and the Ministry of Finance, contributing to numerous high-impact technology initiatives. OnlinePajak as Senior Manager Presales, and Fujitsu Indonesia as Presales Manager.

Combining his technical foundation with a strong business perspective, Wana is passionate about helping financial institutions accelerate innovation, optimize their decisioning processes, and achieve measurable business outcomes through data-driven solutions.

Why Provenir:

At Provenir, we help financial institutions automate smarter risk decisions, use behavioral insights to drive growth, and personalize every interaction with contextual intelligence all from a single, unified platform. 

Let’s Connect:

Meet our team at Raffles Jakarta to discover how Provenir’s AI Decisioning Platform can help your organization accelerate approvals, prevent fraud, and deliver personalized customer experiences that build trust and profitability. 

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Carbon’s Ceci López and Kike Fashola Are Banking on Nigerian Fintech Innovation

Carbon’s Ceci López and Kike Fashola Are Banking on Nigerian Fintech Innovation

These risk leaders are disrupting the status quo across Africa’s fintech landscape.

As the fintech industry matures, more and more women leaders are driving innovation forward. Kike Fashola and Cecelia Lopez are two of them, heading up credit risk decisioning at Nigerian digital bank, Carbon. Join us as we revisit their conversation with Provenir’s Adrian Pillay, originally aired in September 2023:d more sophisticated fraud tactics, from deepfake identity forgeries to large-scale phishing campaigns. If you’ve enjoyed or benefited from some of the insights of this episode, consider leaving us a five-star review on Apple Podcasts, and let us know what you learned, found helpful, or liked most about this show!

In our first EMEA-focused episode, host Adrian Pillay sits down with digital bank Carbon’s Ceci López (Head of Decisioning) and Kike Fashola (Chief Risk Officer) to take a look at the relationship between risk and reward and the future of fintech in Nigeria.

They dig into topics like using data science to support innovation, how to drive adoption of emerging tech in an emerging market, and some of the implications we may not always think of when we talk about AI in risk management.

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James Syron joined the financial services industry after seeing the gaps in traditional credit assessment firsthand.

As DirectID’s Partner Manager, James is committed to preventing others from making the harmful credit decisions he did in his youth. And that’s why he’s so passionate about open banking and its impact on financial education and inclusion.

He sat down with North America host Kathy Stares to dive into the brave new world of open banking – what it means for consumers, SMEs, and lenders themselves. How has the use of alternative data grown in recent years? Who’s willing to share it? What impact does it have on risk assessment? We’ll answer these questions and more on today’s episode of The Disruptor Sessions.

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Costin Mincovici, tbi Bank’s Chief Credit Officer, is a risk leader that likes to say yes.

Yes to mobile-first financial services, yes to digital banking disruption, and yes to multi-country risk strategies that offer the accessible experiences that can make or break a provider.

He shares his insights with our EMEA host and Provenir’s regional leader, Frode Berg. They explore everything from the ethical implications of data usage, to market approaches that protect the interests of both the customer and bank, to the “aha” moments Costin hopes to see more of across fintech.

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Episode 1: SoFi’s Aaron Webster Wants to Make It Easier to Divorce Your Bank

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What’s SoFi’s secret to differentiation in a crowded fintech ecosystem?

Where should we look to find the next big disruption for American financial services? North America host Kathy Stares sits down with SoFi’s Chief Risk Officer, Aaron Webster, to answer these questions and more in our very first episode of The Disruptor Sessions.

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