Journal of Digital Banking
Vol. 10, No. 4  ·  Henry Stewart Publications  ·  2026  ·  DOI: 10.69554/ROGG3599

Beyond Pilots: Strategic Discovery as the Foundation for Scaling Banking Automation

Danielle Jennings, DBA
Client Engagement Executive & Automation Practice Director, Primus Software Corporation  ·  Adjunct Professor of Data Science & AI, Monroe University
Received16th October, 2025
Published2026
Pages16
PublicationJournal of Digital Banking
Strategic Discovery Benefit–Cost Ratio (BCR) Return on Investment Banking Automation Executive Sponsorship RPA IDP Process Mining Financial Services
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Abstract

The gap between automation potential and automation adoption in banking is not primarily a technology problem — it is a discovery problem. Despite widespread investment in RPA platforms, intelligent document processing, and process mining tools, three-quarters of financial institutions remain confined to tactical, piecemeal implementations. This article argues that traditional discovery methodologies generate business cases that fail to secure executive sponsorship for scaled deployment, and presents a BCR-enhanced strategic discovery framework as the bridge from tactical pilots to enterprise-wide transformation.

The Core Problem: Why 75% of Banks Are Stuck

Most financial institutions have the technology, the talent, and the intent to scale automation — yet three-quarters remain trapped in pilot purgatory. The root cause is not technical. It is a discovery problem: traditional process discovery methodologies produce efficiency-focused business cases that speak the language of operational managers but fail to engage C-suite decision makers who allocate capital across competing strategic priorities.

CFOs question opportunity cost. Chief Risk Officers demand evidence of regulatory resilience. Chief Digital Officers challenge scalability. When automation business cases only speak to FTE reduction and processing time, they cannot answer the strategic questions executives need answered to commit capital at scale.

The BCR-Enhanced Discovery Framework

The article introduces Benefit-Cost Ratio (BCR) analysis as a discovery lens — integrated into process assessment from the start, not applied retrospectively. BCR captures what traditional ROI misses: multi-year value creation, strategic intangibles like regulatory resilience and competitive positioning, total lifecycle costs, and time-adjusted returns using the institution's cost of capital.

01
Comprehensive Benefit Identification
Engage stakeholders across compliance, risk, customer experience, and strategy to surface the full value spectrum — financial, operational, strategic, and capability-creation benefits that efficiency analysis misses.
02
Rigorous Cost Assessment
Account for total lifecycle costs including implementation, human capital, governance infrastructure, model monitoring, and technical debt remediation — preventing the optimistic cost assumptions that plague traditional ROI models.
03
Time Horizon & Discount Rate Selection
Apply 3–5 year evaluation periods aligned with strategic planning cycles, using the institution's Weighted Average Cost of Capital (WACC) as the discount rate for present-value analysis.
04
Executive Business Case Framing
Transform automation proposals from operational efficiency projects into strategic investment memoranda — addressing portfolio thinking, strategic alignment, risk-adjusted returns, and competitive positioning.
05
Portfolio Management & Scaling
Use BCR as a common denominator to compare disparate automation opportunities, enabling evidence-based prioritisation and enterprise-wide portfolio management rather than ad-hoc project approval.

Case Study: Breaking Free from Pilot Purgatory

The article presents a detailed case study of a mid-sized regional bank with $12 billion in assets that spent three years attempting to scale automation beyond initial pilots using traditional discovery approaches — with limited success.

After adopting BCR-enhanced discovery for mortgage document validation, the bank produced a business case showing a BCR of 3.4 over a three-year horizon — generating $2.8 million in present-value benefits against $820,000 in lifecycle costs. The initiative secured full executive sponsorship and budget, breaking the adoption stall that had persisted for three years under efficiency-focused discovery.

The 5-Phase Implementation Roadmap

For institutions ready to adopt BCR-enhanced discovery, the article outlines a practical five-phase implementation framework: methodology development, pilot application, results validation, portfolio expansion, and enterprise integration — with specific guidance on critical success factors including executive education, measurement discipline, and governance investment.

Key Takeaways

What executives and practitioners
can act on immediately

01
Reframe the Discovery Conversation
Stop positioning automation as cost-cutting. Integrate BCR analysis into discovery from the start to speak the language of strategic investment — the only language that secures sustained executive commitment.
02
Quantify Strategic Intangibles
Regulatory resilience, audit risk reduction, workforce enablement, and competitive positioning are measurable — and they often represent more value than the direct labor savings that dominate traditional business cases.
03
Build Portfolio Thinking
BCR provides a common denominator for comparing diverse automation opportunities. Use it to build a strategic portfolio rather than approving projects in isolation — that shift transforms tactical pilots into enterprise transformation.