Catalyze Insights

Catalyze Insights

Catalyze Insights

Unlocking Hidden Operational Value in Banking with AI-Native Covenant Management

Sep 4, 2025

By John Sotoodeh | Managing Partner and Head of Financial Services, Catalyze Labs | Co-Founder, CovenantFlow

9 min to read

Introduction

For banks, covenant compliance is not just a back-office process — it directly impacts portfolio growth, client satisfaction, and regulatory standing. Covenant compliance is one of the most labor-intensive and overlooked workflows in commercial banking. Relationship managers and credit operations teams often spend 30–40% of their time chasing borrower financials, keying data into spreadsheets, and manually testing covenant thresholds. This heavy operational load doesn’t just drain productivity, it directly limits a bank’s capacity to grow its loan portfolio and engage more deeply with clients.

At the same time, the risks of missed or late covenant detection are real. Research shows that 20–30% of commercial loans will experience at least one covenant breach during their life cycle. In manual review cycles, many of these breaches go unnoticed for weeks or months. Every undetected breach compounds exposure: collateral erodes, repayment capacity shrinks, and the bank’s options for early intervention narrow. For credit risk leaders, this creates a double bind — covenant monitoring is costly to execute at scale, but failing to execute effectively carries even higher costs.

This is exactly where an AI-native approach changes the equation. By embedding domain knowledge directly into automation workflows, banks can transform covenant management from a manual cost center into a proactive source of efficiency and risk insight. Rather than quarterly catch-ups, covenant compliance becomes a continuous, real-time process - reducing manual workload, surfacing risks earlier, and enabling bankers to spend more time advising clients instead of policing spreadsheets.

Improved Bank–Client Communication and Engagement

Traditional covenant compliance often strains relationships: borrowers may only hear from their bank when something is late or broken. AI-powered covenant management flips this dynamic. Automated systems continuously monitor metrics and can proactively notify both banks and clients of potential issues before they escalate.

This shifts the tone from reactive enforcement to collaborative problem-solving. Relationship managers no longer spend hours chasing down financials or updating spreadsheets. Instead, they come to client conversations with fresh, data-backed insights. Clients appreciate the transparency and timeliness — interactions become less about penalties and more about partnership.

Expanded Loan Portfolio Capacity

Historically, many banks have avoided smaller commercial loans, not because of credit risk, but because the operational overhead of covenant monitoring made them unprofitable. Tracking covenants on hundreds of $250k loans required nearly as much effort as a handful of $10M loans — a poor tradeoff for resource-constrained credit teams.

With automation, that math changes. By removing the manual burden, banks can now profitably expand into mid-market and small business loans. CovenantFlow by Catalyze Labs reduces the marginal cost of compliance per loan to near-zero, making it possible to safely scale the portfolio. This unlocks growth opportunities that were operationally off-limits in the manual world.

Earlier Detection of Covenant Breaches

When it comes to credit risk, time is everything. The sooner a bank identifies a potential covenant breach, the more options it has to work with the borrower, protect collateral, or restructure terms. Yet in most institutions, covenant reviews are still tied to quarterly or annual reporting cycles. That means a covenant violation could go unnoticed for weeks or months — at which point repayment capacity may already be deteriorating and the bank’s ability to intervene is limited.

AI-native covenant monitoring changes this by enabling continuous, near real-time oversight. Instead of waiting for a borrower to manually upload financial statements, the system can integrate directly with accounting software, core banking feeds, or transaction-level account activity. CovenantFlow by Catalyze Labs automatically ingests data from multiple sources, calculates ratios instantly, and flags exceptions as they happen. This dramatically reduces reliance on manual uploads and ensures risk signals are caught earlier in the cycle.

Catching breaches earlier isn’t just an efficiency play — it’s a risk mandate. U.S. regulators, including the OCC and FDIC, expect banks to maintain strong internal controls around credit risk management, with continuous monitoring and exception tracking forming part of sound practices. Automated systems provide the audit trail, consistency, and timeliness examiners increasingly expect.

In short, earlier detection powered by AI gives banks a chance to act while problems are still solvable - protecting the loan book, safeguarding relationships, and meeting regulatory expectations.

CovenantFlow in Action: A Case Study in AI-Native Covenant Management

Consider a top U.S. bank that is working with us to implement CovenantFlow by Catalyze Labs our AI-native covenant management platform. Before adopting the platform, this institution is effectively forced to concentrate its commercial loan portfolio on the upper end of the market. The credit team simply does not have the bandwidth to diligently monitor covenants on hundreds of smaller loans, so the bank prioritizes larger facilities ($5M+) where the manual effort can be justified. The result: mid-market and small business loans, though attractive, remain underserved because they are operationally unprofitable to manage.

With CovenantFlow by Catalyze Labs, that picture changes. The platform is configured to the bank’s policies and immediately begins automating covenant compliance workflows end-to-end. Borrower financials are ingested directly through integrations with accounting systems and document portals, ratios are calculated instantly, and exceptions are flagged in real time. Relationship managers see all of this in a clean dashboard — with alerts, audit trails, and suggested next steps — without waiting for quarterly manual reviews.

The impact is transformative. The bank now has the capacity to expand aggressively into smaller loan segments without adding staff, unlocking growth that was previously constrained by operations. CovenantFlow also delivers a double-digit reduction in FTE hours tied to quarterly compliance reporting. Analysts who once spent weeks wrangling spreadsheets now focus on higher-value tasks: advising clients, deepening relationships, and managing risk strategy.

Perhaps most importantly, risk detection is sharper. CovenantFlow surfaces early warning signals — such as a deteriorating debt service coverage ratio — that give the bank time to intervene constructively with clients. This prevents surprises, protects portfolio health, and strengthens the bank–client relationship. One senior risk officer notes that the platform has “given us our weekends back” at quarter-end, while also giving management the confidence to expand lending safely.

Conclusion and Outlook

Covenant management rarely makes headlines, yet it sits at the core of safe and profitable commercial lending. For most banks, it is both a hidden cost center — consuming valuable staff time — and a source of hidden risk, where breaches can slip through unnoticed. These challenges aren’t optional; they are structural realities of lending. The question for executives is whether to keep absorbing those costs manually or to redesign the process with automation.

AI-native solutions like CovenantFlow by Catalyze Labs show that this is not about cutting corners — it’s about doing the job better. By embedding domain-specific intelligence into covenant workflows, banks can reduce manual workload, surface risks earlier, and meet rising regulatory expectations for continuous oversight. Just as importantly, automation eliminates fire drills, quarter-end crunches, and wasted client interactions, freeing bankers to focus on growth and relationship management.

The reality is that covenant breaches will always occur, and compliance demands will only increase. Institutions that address this head-on with purpose-built tools will not only be more efficient — they will be more resilient, more client-centric, and better positioned to grow safely. At Catalyze Labs, we help banks streamline covenant management into a process that protects portfolios, strengthens compliance and risk management, and creates the capacity to expand lending and deepen client relationships.

Schedule a call to see how Catalyze Labs can streamline your operations with AI and agentic AI solutions that deliver real results.

Let's automate

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Schedule a call to see how Catalyze Labs can streamline your operations with AI and agentic AI solutions that deliver real results.

Let's automate

what's next.

Cta Image
Cta Image

Schedule a call to see how Catalyze Labs can streamline your operations with AI and agentic AI solutions that deliver real results.

Let's automate

what's next.