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Account analysis

Turn operational chaos into customer trust

The problem

Account analysis was created for a world we no longer live in

Modern banking runs on instant payments, same-day execution, and real-time transparency. Account analysis runs on outdated processes, disconnected systems, and legacy architecture – leading to overwhelming complexities. Operations teams face “five days of chaos” generating monthly statements. Revenue leaks from every disconnected step of the process and client trust erodes with every dispute.

The result: What’s promised isn’t what’s executed, what’s executed isn’t what’s billed, and what’s billed arrives too late.

Interview with Zafin’s industry advisors Mun Tham and Dan Gill on the complex challenges of corporate deal management

Diagram illustrating Zafin Agreements as a centralized system of reference that unifies product and service agreement data to ensure consistent interpretation and usage across banking functions.

Two example interactions highlight real-world use cases:

Eligibility Confirmation via Customer Service (bottom left):
A chat interaction shows a customer named Eric asking, “How do I qualify for gold tier?” The automated response reads: “Congratulations Eric! Because you have direct deposit for your savings account and you have a mortgage with us, you already meet gold tier status.” This demonstrates how service teams can instantly reference verified agreement criteria, eliminating manual interpretation and enabling faster, more accurate service resolution.

Contextual Offer Logic (top right):
A promotional banner reads: “New exclusive banking offer! 1.75% bonus interest when you add a joint account.” This illustrates how verified agreement context supports tailored marketing logic. Instead of relying on broad segmentation, offer eligibility is driven by real agreement data across products and customer relationships.

Our solution

Account analysis reimagined

“Five days of chaos” isn’t the cost of doing business. It’s the cost of disconnected systems and legacy architecture. Our platform unifies product, pricing, deals, execution, and billing into one system to create a 360 degree view of the customer. Chaos becomes clarity. Leakage becomes control. Account analysis becomes a driver of trust.

The impact

Achieve relationship primacy

When trust replaces friction, client relationships become client partnerships. Banks that deliver trusted pricing, predictable costs, and innovative products become indispensable while their competitors become dispensable. Clients consolidate around banks they can depend on. Relationship primacy becomes reality.

The mindset shift

Account Analysis doesn't start with the bill

Reimagining account analysis starts with a mindset shift: from “how do we bill faster” 
to “how do we empower with the clarity, transparency, and agility to build customer trust”

iconEmpower the front office

Deliver products and solutions that drive client success

Frame-2

This diagram illustrates Zafin’s architecture for product and service agreement data management, organized into three conceptual layers.

Foundation layer (Bottom)

Unified, verified system-of-reference for product and service agreements and related data.
Depicted as a stack of three horizontal layers labeled “Agreements,” “Arrangements,” and “Entitlements.” 

Connection layer (Middle)

Standardize integration with real-time APIs.
A grouping labeled “Real-time APIs” connects the foundational agreement data to upstream systems. 

Channel layer (Top)

Connect systems of engagement and record. Four curved branches extend upward to icons representing different systems – pricing engines, analytics tools, customer service platforms, and digital channels.

iconEmpower the front office

Deliver products and solutions that drive client success

Gain the visibility and flexibility required to deliver outcomes that clients trust

Maintain pricing and profitability consistency across both product and sales

Eliminate manual deal processes with a single view of customer deals and history

Ensure what’s negotiated is billed with a steel thread from deal to billing

iconEmpower the back office

From “five days of chaos” to seamless execution

Shift from manual processes to automated billing execution that delivers with reliability, accuracy, and transparency

Provide real-time visibility into fees, usage, and commitment status for both operations teams and clients

Execute pricing and terms transparently, maintaining fidelity from agreement to billing

Respond to client needs with accuracy and efficiency using centralized, configurable billing logic

iconEmpower the back office

From “five days of hell” to seamless execution

AA-frame-2-v2
This image illustrates a personalized promotional banking offer and its performance metrics, reflecting how offer logic can be driven by verified relationship data.

 

At the top right is a small panel labeled “Offer Uptake Rate” showing a value of 17.6%, with a green arrow and text indicating a 12% increase. A simplified line chart illustrates the growth trend visually.

 

The main panel displays a tailored offer addressed to the customer. It reads:

 

Your exclusive banking offer
Tailored to your goals, powered by your relationship with Savings Plus Bank
1.75%
Bonus on monthly interest when you add a joint account

 

Below the offer is a call-to-action button labeled “Accept offer.”

icon Unite the organization

Steel-threaded continuity from deal through billing and renewal

aa-frame-3
This image shows an example of a JSON payload for a Product and Service Agreement API, used in a POST request to create or update agreement records.

[Post]…/ProductAndServiceAgreement/

“ProductAndServiceAgreement”: {
  “AgreementId”: “f52b1578-e2cb-cde4-6630-30d513bb75a5”,
  “ProductInstanceId”: “IssuerNumber123”,
  “AgreementLifeCycleStatus”: “ACTIVE”,
  “AgreementExtension”: [
    {
      “Key”: “string”,
      “Value”: “string”
    }
  ],
  “AgreementLastRevisionDate”: “21744304276”,
  “AgreementStartDate”: “2025-03-03”,
  “AgreementEndDate”: “2025-03-03”,
  “AgreementInvolvementType”: “PRIMARY”,

iconUnite the organization

Steel-threaded continuity from deal through billing and renewal

Drive smarter decisions with unified processes and centralized data across the entire lifecycle

Track commitments and performance across the entire customer lifecycle in real time

Identify revenue leakage and client risks before they compound into problems

Enable smarter, insight driven decisions with relationship-based KPIs

A united customer experience

Connect every touchpoint into a seamless experience

Power better servicing, personalization and execution by making agreement data accessible, trusted and actionable across the bank

Product and pricing

Start by delivering products customers want with pricing they can trust

Gain the efficiency, flexibility, and data required to build better products, price more accurately, and deliver with speed

Centralize product and pricing to establish a single source of truth throughout the lifecycle

Launch innovative products quickly to meet evolving customer needs

Make informed product and pricing decisions with integrated market data

Manage complex client relationships with a 360 degree client view and configurable hierarchies

Deal negotiation

Win deals while protecting profitability

Give teams the clarity, control, and speed to structure competitive offers without sacrificing margins

Work from a single view of customer deals, profitability, and history, eliminating spreadsheet chaos and approval delays

Respond quickly with flexible pricing and product configurations that adapt to customer needs and market opportunities

Standardized processes ensure compliance and consistency across products and regions, creating predictable client experiences

Compare pricing against competitive benchmarks to structure winning deals while protecting margins

Execution

Close the gap between promise and delivery

Connect deal terms directly to billing and monitoring systems without manual handoffs or translation errors

Bill exactly what was negotiated by flowing signed agreements directly into execution without translation errors

Protect revenue by maintaining complete fidelity to negotiated rates, fees, and customer commitments

Ensure end-to-end auditability from agreement to billing

Statements and billing

Build trust through transparency and real-time accuracy

Deliver clear, itemized billing that strengthens client confidence and reduces disputes

Price every transaction accurately based on agreement terms, reducing misclassified fees and unbilled services

Provide clients real-time visibility into accurate fees and usage

Monitor client engagement with real-time commitment tracking

Deliver fully customizable statements in industry-standard formats

Predicitive analytics and monitoring

Identify opportunities and risks before they escalate

Leverage AI-driven anomaly detection and predictive analytics to identify risks, optimize pricing, and enable proactive relationship management

Detect anomalies in usage patterns, fees, and commitments before they impact revenue or customer relationships

Surface trends in usage patterns, profitability, and margin performance across your portfolio

Inform pricing strategies, product development, and renewal conversations with ai-powered insights

Renew and reprice

Drive growth through strategic renewals and pricing optimization

Empower sales and product with the transparency, insights, and flexibility needed to power growth and profitability

Enable contextual, personalized renewal conversations with complete visibility into agreements and performance

Model and evaluate pricing changes to understand customer impact before implementation

Leverage unified insights to strengthen renewal strategies and optimize pricing decisions

Podcast

Account analysis may not sound glamorous, but it’s where revenue and loyalty is won or lost. In Banking Transformed, Jim Marous and Zafin’s Dan Gill discuss how AI and modern software turn outdated billing into growth engines that boost transparency and client engagement.

Frequently asked questions

Traditional approaches to Account Analysis often start downstream, with billing execution, statement production, and month-end review. Zafin’s solution has a broader scope – it connects product setup, pricing governance, deal negotiation, approvals, billing, monitoring, analytics, renewals, and repricing, so banks can manage the full path from commercial intent to realized revenue.

Banks can start where the pressure is greatest. Some begin with Account Analysis billing and revenue leakage. Others start with deal management, product and pricing governance, or portfolio monitoring. Zafin’s Infinity model lets banks modernize progressively, then expand across the commercial revenue lifecycle over time.

Yes. Zafin helps banks define and govern products, rates, fees, bundles, pricing rules, approval paths, and effective dates. This gives product and pricing teams more control over what can be sold, what needs approval, and how approved terms flow into execution, billing, and monitoring.

Zafin gives treasury sales and relationship teams visibility into pricing, commitments, profitability, approval status, balances, service usage, exceptions and billing impact before a deal is finalized. This gives teams a clearer picture of client health, helps them spot risk earlier, and prepare more relevant renewal conversations. Teams can model scenarios, stay within approved guardrails, route exceptions, track commitments, and identify opportunities to increase stickiness and grow the relationship.

Zafin links billed charges back to the pricing rule, agreement, event, and approved terms that created them. This gives operations, and relationship teams a clearer view of why a charge appeared, what terms were applied, and where to look when a client has a billing question or a dispute.

Zafin helps finance and pricing governance teams compare approved pricing with realized revenue. Teams can monitor exceptions, commitments, approval trails, profitability checks, waiver leakage, and margin leakage, giving them a clearer view of whether revenue is being captured as intended.

Zafin IO helps banks connect the data needed for Account Analysis across existing systems, files, APIs, and event-based flows. It supports ingestion, transformation, validation, and orchestration of balances, rates, service volumes, pricing data, client data, and billing inputs. This helps banks modernize progressively, connect legacy feeds and downstream systems, and expand across pricing, deal management, billing, monitoring, and renewals over time.

Connect with us

Talk to of our our industry experts to see how Zafin can help you reimagine Account Analysis for modern banking