Case Studies

Financial services case studies.

Domain

Consumer

Scale

Agentic Discovery for Digital Consumer Finance Products

Pain

Digital finance products are often discovered late or with weak context, which lowers product fit and wastes acquisition effort.

Hyponomy Fix

Hyponomy makes product propositions legible in agentic channels, guides early qualification, and helps prospects reach the right product path with better context.

Buyer

  • Digital acquisition head
  • Consumer product GM
  • Growth marketing lead
  • Lifecycle engagement director

Benefit

Raises qualified discovery, improves product matching, and reduces wasted spend at the top of the funnel.

Example outcome

More prospects enter application or onboarding journeys with clearer intent and a stronger fit to the eventual product.

AccelerateForge

Wealth Balance Increaser

Pain

Surplus retail cash often sits idle or leaves for external products because conversion into in-house wealth is episodic and advisor-led.

Hyponomy Fix

Hyponomy continuously identifies safe-to-move surplus cash, recommends or executes sweeps into in-house products, and monitors buffers over time.

Buyer

  • Regional bank wealth head
  • Bank broker-dealer COO wealth
  • UK savings or wealth head
  • EU retail-bank investments lead
  • Private-bank advisory COO

Benefit

Captures assets that would leave the institution, grows in-house AUM and fee income, and lowers advisor dependency.

Example outcome

Higher retail-to-wealth conversion in target segments, better retention of high-balance households, and lower asset exodus.

Scale

Embedded Finance and White-Label Partner Distribution

Pain

Embedded and white-label propositions can be difficult for external partners to discover, understand, and activate without heavy manual enablement.

Hyponomy Fix

Hyponomy packages financial capabilities into agent-consumable partner propositions with clearer fit signals, onboarding paths, and service descriptions.

Buyer

  • Embedded finance GM
  • Partnerships head
  • Distribution strategy lead
  • Partner enablement director

Benefit

Accelerates partner activation and expands distribution reach without requiring large increases in manual partner support.

Example outcome

More qualified partner introductions move into live distribution conversations faster, with less friction in early evaluation.

Accelerate

Delinquency Detector

Pain

Delinquency risk is often identified after behavior has already shifted, with signals spread across fragmented transaction and servicing data.

Hyponomy Fix

Hyponomy detects early warning signals, explains key drivers, and pushes watchlists with next steps into collections and RM workflows.

Buyer

  • Consumer-lending risk head
  • Credit-union COO
  • UK collections lead
  • EU portfolio-management lead
  • Card or payments risk head

Benefit

Earlier intervention reduces delinquencies and losses while making risk treatment more consistent across teams.

Example outcome

A ranked list of at-risk customers with explainable triggers and recommended next actions.

Scale

Direct Agentic Acquisition and Progressive Self-Qualification

Pain

Prospects increasingly discover financial products through conversational and agentic channels, but arrive with thin context and weak qualification.

Hyponomy Fix

Hyponomy makes products discoverable in LLM and agentic channels, progressively captures qualifying data in exchange for value, and moves higher-intent prospects deeper into the funnel.

Buyer

  • Direct acquisition head
  • Digital growth lead
  • Consumer product GM
  • Lifecycle marketing director

Benefit

Improves lead quality, reduces wasted acquisition effort, and gives downstream teams richer context before application or onboarding begins.

Example outcome

Higher-intent prospects enter sales, advice, or application journeys with more self-supplied data and a better product fit.

AccelerateForge

Marketing Cohort Optimizer

Pain

Marketing spend is difficult to optimize when intent signals are fragmented, seasonality moves quickly, and brands overlap.

Hyponomy Fix

Hyponomy connects marketing-event and first-party data, builds dynamic cohorts across brands or lines of business, and recommends budget shifts and campaign actions.

Buyer

  • Growth-marketing lead
  • CRM and lifecycle director
  • Multi-brand performance lead
  • Acquisition analytics owner
  • Marketing-operations head

Benefit

Spend concentrates into the highest-value cohorts while reducing manual analysis, stale segments, and internal overlap.

Example outcome

Budget shifts toward the best-converting cohorts and leakage segments get targeted fixes faster.

Scale

Intermediary Lead-Quality and Pricing Optimization

Pain

Intermediary and distributor channels often deliver inconsistent lead quality while pricing and economics remain hard to control.

Hyponomy Fix

Hyponomy uses agentic workflows to secure richer lead data, assess fit before acceptance, and align pricing or routing with lead completeness and expected value.

Buyer

  • Channel partnerships head
  • Distribution economics lead
  • Acquisition strategy head
  • Commercial growth COO

Benefit

Improves control over channel economics, lowers acquisition waste, and helps teams focus on higher-quality opportunities.

Example outcome

Higher-quality inbound opportunities arrive with better context, while low-information leads are filtered or repriced earlier in the process.

Forge

Real-Time Contact Center Agent Assist

Pain

Complex service calls still land with humans who waste time searching policies and procedures, increasing handle time and inconsistency.

Hyponomy Fix

Hyponomy listens for live-call intent and context, retrieves the right knowledge-base guidance in real time, and serves prompts to staff during the interaction.

Buyer

  • Customer-operations director
  • Service-enablement lead
  • Client-service head
  • Credit-union member-experience lead
  • Operations COO

Benefit

Lower average handle time, more policy-consistent answers, and faster ramp-up for newer staff.

Example outcome

Shorter complex-call handling, fewer transfers, and less supervisor dependency during escalations.

Forge

KYC Refresh Prioritization / Document Chaser

Pain

Periodic KYC reviews create backlogs, outreach is manual, and prioritization is inconsistent across teams and channels.

Hyponomy Fix

Hyponomy risk-scores customers for refresh, drafts personalized document requests, tracks completion, and flags gaps across channels.

Buyer

  • KYC operations lead
  • MLRO
  • Community-bank operations head
  • Broker-dealer onboarding lead
  • Underwriting-operations head

Benefit

Lower remediation cost, fewer audit findings, and faster refresh and onboarding completion.

Example outcome

Fewer overdue reviews, fewer incomplete files, and faster return to compliant status after trigger events.

AccelerateForge

CRM File Completeness Next-Best-Action

Pain

Incomplete or inconsistent client files create delays, drop-offs, and avoidable servicing workload, but teams struggle to know which files to chase first.

Hyponomy Fix

Hyponomy detects file gaps, ranks the highest-value cases to save, recommends next-best actions, and drafts compliant outreach back into the CRM.

Buyer

  • Client-onboarding head
  • CRM operations lead
  • Sales-ops manager
  • Eligibility-review lead
  • Client-service operations owner

Benefit

Higher conversion through faster file completion and lower servicing workload through prioritized queues.

Example outcome

Fewer stalled cases, faster closure, and teams focusing on the highest-value files first.

AccelerateForge

Collections / Hardship Next Best Action Orchestrator

Pain

Early delinquency needs tailored outreach, but blunt segments and generic scripts reduce cure rates and increase charge-offs.

Hyponomy Fix

Hyponomy predicts roll risk, recommends the best action by channel, timing, and offer, and drafts compliant outreach content.

Buyer

  • Collections head
  • Card-servicing VP
  • UK arrears lead
  • EU consumer-lending COO
  • Auto-finance loss-mitigation head

Benefit

Higher cure rates, lower charge-offs, and fewer manual touches per cured account.

Example outcome

Improved cure rates, reduced roll into later delinquency, and more efficient collections operations.

AccelerateForge

Deposit Churn and Rate Sensitivity Radar

Pain

Deposit competition raises the cost of funds, but blanket rate responses are expensive and imprecise.

Hyponomy Fix

Hyponomy flags churn risk and rate sensitivity, recommends targeted retention actions, and routes scripts or offers into the right workflows.

Buyer

  • Treasurer
  • Head of deposits
  • Savings-product lead
  • Retail-product head
  • Pricing and profitability lead

Benefit

Preserves NIM, reduces attrition, and improves pricing discipline with more targeted treatment.

Example outcome

Lower churn in high-balance segments, more precise retention offers, and fewer unnecessary rate concessions.

Forge

Loan Pull Through Accelerator (abandonment and conditions)

Pain

Loan funnels leak because document friction and slow follow-up leave too many applications incomplete.

Hyponomy Fix

Hyponomy prioritizes applicants by completion propensity and value, drafts personalized next-step requests, and summarizes conditions for staff.

Buyer

  • Consumer-lending head
  • Mortgages lead
  • Underwriting-operations head
  • Fintech-lender COO
  • Credit-union lending VP

Benefit

More funded loans per FTE, shorter time to yes, and a better borrower experience.

Example outcome

Higher application conversion to funding, faster completion of conditions, and fewer stalled files.

Forge

Complaints, Conduct, and Consumer Duty Early Warning Monitor

Pain

Complaints volumes stay high, root-cause analysis is slow, and regulators expect stronger outcomes governance across service operations.

Hyponomy Fix

Hyponomy ingests complaints and service interactions, tags themes and harm signals, and generates recommended fixes with stronger reporting.

Buyer

  • Conduct-risk head
  • Customer-outcomes lead
  • Compliance director
  • Complaints head
  • Wealth COO

Benefit

Lower repeat complaints, lower operational cost, and stronger governance and reporting.

Example outcome

Earlier detection of emerging issues, faster remediation, and a measurable drop in repeat complaints after fixes.

Forge

AML Alert Triage and SAR Narrative Copilot

Pain

High AML alert volume and manual case write-ups overload teams, while SAR drafting remains slow and inconsistent.

Hyponomy Fix

Hyponomy clusters alerts, extracts the key facts, drafts case narratives and SAR skeletons, and assembles auditable evidence packs.

Buyer

  • BSA or AML officer
  • Compliance head
  • MLRO
  • Financial-crime operations head
  • Payments compliance director

Benefit

Lower cost per case, faster escalation readiness, and stronger consistency across case handling.

Example outcome

Shorter case-handling time, more consistent narratives, and better audit readiness for exams.

Forge

Overdraft and Fee Income Rebuild Planner

Pain

Fee income faces conduct pressure, but institutions still need fair-value ways to reduce complaints, exodus, and servicing cost.

Hyponomy Fix

Hyponomy identifies fee pain points, predicts complaint or exodus risk, and proposes bundles, grace windows, and targeted proactive waivers.

Buyer

  • Retail P&L head
  • Credit-union CFO
  • Current-accounts head
  • Retail-bank product director
  • Digital-bank monetization head

Benefit

Protects non-interest income while reducing complaint load and improving trust and retention.

Example outcome

Fewer fee-related complaints and stronger retention in the affected customer segments.

AccelerateForge

Instant Payments Fraud and Scam Interceptor

Pain

Instant-payment fraud and APP scams move too quickly for slower control loops, raising losses and reimbursement costs.

Hyponomy Fix

Hyponomy monitors instant-payment journeys, beneficiary risk, and behavior signals, then triggers step-up verification when needed.

Buyer

  • Fraud head
  • Financial-crime head
  • Fraud-operations lead
  • Payments chief risk officer
  • Credit-union COO

Benefit

Reduces fast-payment losses while improving governance and keeping false positives under better control.

Example outcome

Lower APP scam losses, lower manual review volume, and better customer outcomes on fast-payment rails.

Forge

Disputes and Chargebacks Copilot

Pain

Disputes teams chase evidence across processors, cores, CRM systems, and calls, which slows SLA performance and increases losses.

Hyponomy Fix

Hyponomy triages disputes by type and likelihood of win, assembles evidence packs, drafts representment content, and routes exceptions for approval.

Buyer

  • Disputes head
  • Retail-ops COO
  • Member-services VP
  • Payments-ops head
  • Chargebacks chief risk officer

Benefit

Lower dispute-handling cost, fewer write-offs, stronger SLA compliance, and a better customer experience.

Example outcome

Less time per dispute case and fewer dispute-related write-offs through stronger triage and documentation.

Accelerate

Marketing Partner Cohort Playbooks

Pain

Partner channels perform unevenly, rollout of best practices is manual, and overlap with owned channels creates duplicated spend.

Hyponomy Fix

Hyponomy builds partner cohorts across disparate channels, generates reusable playbooks, and surfaces next-best actions for partner managers.

Buyer

  • Partner-growth lead
  • Embedded-distribution owner
  • Broker-channel lead
  • Partnerships operations head
  • Distribution strategy lead

Benefit

Improves distribution ROI, scales best practices faster, and reduces manual partner overlap analysis.

Example outcome

Partner performance improves, interventions become more targeted, and distribution spend shifts toward the highest-value cohorts.