Your Customers Are Getting Wrong Answers About Account Fees, Loan Terms, and Claims Processes
Rovixal grounds every response in your actual product documents — fee schedules, loan disclosures, claims guides, and account agreements — with source citations your team can verify. The AI is instructed to refuse financial, medical, and legal advice.
No credit card required. Connect your product docs and go live in under 10 minutes.
The Essentials Checking account has a monthly maintenance fee of $12. This fee is waived if you maintain a minimum daily balance of $1,500 or have a qualifying direct deposit of $500 or more per month. Out-of-network ATM withdrawals are $2.50 per transaction. There is no fee for in-network ATM usage.
Example conversation — amounts shown are from the institution's indexed fee schedule
The Five Customer Support Problems Costing Your Institution
Account & Product Information Errors
“What is the APY on a 12-month CD?” Your call center gets this hundreds of times a month. When the AI pulls from a promotional rate sheet that expired last quarter — or confuses the CD rate with the savings rate — a customer opens an account expecting 5.10% APY and discovers it is actually 4.25%. Your branch staff spends the next hour on damage control.
How Rovixal helps:
Every response is grounded in your indexed fee schedules and product disclosures, with citations your team can verify. Source authority re-ranking ensures current rate sheets are prioritized over archived promotional materials. When confidence is low, the AI escalates to staff instead of guessing.
Loan & Mortgage Application Confusion
“What documents do I need for a home loan pre-approval?” Applicants need income verification, employment history, credit authorization, asset statements, and identification — but requirements differ by loan type. When the AI serves the FHA checklist to a conventional loan applicant — or omits the two-year employment history requirement — your loan officers spend hours chasing missing documents and applicants lose faith in the process.
How Rovixal helps:
The AI searches across your loan procedure guides, document checklists, and eligibility criteria in a single query. Citation shows exactly which loan program guide the answer came from. Organize documents by loan type to prevent cross-program confusion.
Insurance Claims Process Breakdowns
“How do I file a claim for water damage to my home?” Policyholders need to know claim filing deadlines, required documentation, adjuster scheduling, deductible amounts, and coverage limits. When the AI serves the auto claims process instead of the homeowners process — or states the wrong deductible amount — a policyholder misses the filing window or submits incomplete documentation, delaying their claim by weeks.
How Rovixal helps:
Claims guides and policy documents are prioritized during retrieval. Citation verification traces every deductible amount, filing deadline, and coverage limit to the specific policy section. When the AI is uncertain, it escalates to a claims representative instead of guessing.
Card Services & Dispute Resolution Delays
“I see a charge I do not recognize on my credit card — what do I do?” Cardholders need to know the dispute filing window, how to lock their card, whether to file a fraud claim vs. a billing dispute, and what to expect next. When the AI gives the wrong dispute timeline or confuses the fraud process with a merchant dispute, customers miss deadlines and lose their dispute rights.
How Rovixal helps:
The AI searches across your card services procedures, fraud reporting guides, and dispute resolution policies in a single query. Citation traces the filing deadline and dispute process to the exact procedure document. Newer procedure documents are weighted higher during retrieval.
Online & Mobile Banking Support Overload
“How do I set up mobile deposit?” Customers need step-by-step instructions for enrollment, deposit limits, hold policies, and troubleshooting. When the AI serves instructions for the old app version or states the wrong daily deposit limit, customers fail to deposit checks and flood your call center. Mobile banking questions account for a growing share of support volume — and wrong answers erode trust in your digital channels.
How Rovixal helps:
Mobile banking guides, enrollment procedures, and troubleshooting FAQs are searchable in a single query. Freshness scoring ensures current app documentation is prioritized over outdated versions. Citation shows the exact guide section for every step.
Built for Financial Services Accuracy. Not Generic AI Chat.
System-Level Guardrails for Financial Boundaries
Every Rovixal bot’s system prompt includes an instruction to refuse medical, legal, and financial advice. For financial services, this means the AI is instructed to decline questions about investment recommendations, retirement planning, refinancing decisions, insurance coverage adequacy, trading strategies, and market predictions — while still answering factual questions about published account terms, fee schedules, claims procedures, and product features. Administrators can further configure:
- Required disclaimers appended to every response (e.g., “I am an AI assistant. For financial advice, please consult a qualified financial advisor or your account representative.”)
- Topics to restrict — admins can list topics the AI is instructed to refuse (e.g., investment advice, tax guidance, creditworthiness assessments, insurance coverage recommendations, debt management strategies, market predictions, trading strategies)
- Expertise areas limiting the AI’s scope to operational domains (account terms, fee schedules, claims procedures, loan application steps, card services, mobile banking, branch information)
Citation Verification for Rate & Fee Accuracy
Interest rates, monthly fees, deductible amounts, and filing deadlines are checked against your indexed documents using exact and fuzzy text matching. If a claim cannot be verified against your indexed documents, it is flagged.
- Exact and n-gram fuzzy matching against retrieved documents
- Unverifiable claims flagged before delivery
- Customers see source references for every answer
Source Authority and Freshness in Retrieval
During retrieval, documents are re-ranked by authority level and recency. Account agreements and fee schedules (higher authority) outrank marketing brochures and archived rate sheets (lower authority). Documents are scored by age: current content gets full weight, older content is deprioritized, expired content is excluded entirely.
- PRIMARY (1.3x): Account agreements, fee schedules, claims guides, loan disclosures
- SECONDARY (1.0x): Product FAQs, mobile banking guides, branch information
- REFERENCE (0.7x): Marketing brochures, archived rate sheets, promotional materials
Confidence-Based Escalation to Bank Staff
When the AI is not confident about a rate, fee, or policy answer, it connects the customer to a staff member instead of guessing. Critical for financial services where a wrong answer about an interest rate or a filing deadline has real financial consequences.
- Low confidence (below configurable threshold, default 0.5) triggers escalation
- Explicit request keywords (“representative,” “speak to someone,” “banker,” “branch”) trigger immediate handoff
- Consecutive low-confidence responses trigger automatic escalation
- Staff receives full conversation context and cited sources via live chat
Knowledge Gap Detection for Your Operations Team
Rovixal surfaces questions customers ask that the AI cannot answer — giving your operations team a prioritized backlog of information gaps to fill. Discover what your customers need that is not in your knowledge base before it becomes a complaint or a call center spike.
- Top questions by frequency — see what customers ask most
- 30-day rolling window for knowledge gap detection
- Prioritized backlog for content updates before rate changes or open enrollment
Accuracy You Can Audit. Not Accuracy You Have to Hope For.
Trust Score: 6-Component Composite Metric
Passing threshold: 85%. Computed on every deployment.
ROI Estimate for Financial Services Teams
Conservative, base, and aggressive scenarios. All figures are assumptions — actual results depend on knowledge base quality, inquiry complexity, and measurement methodology.
All input figures (inquiry volume, cost per inquiry, deflection rate) are assumptions. Inquiry cost and volume vary significantly by institution size, customer base, and staffing model.
Monthly Savings = Customer Inquiries/Month x Deflection Rate x Avg Cost Per InquiryLive on Your Banking Website in 3 Weeks
Index Financial Product Documentation
- Connect account agreements, fee schedules, and loan disclosures via Notion, Google Docs, or file upload
- Upload claims guides, card services procedures, mobile banking FAQs, and product brochures as PDFs or Markdown
- Crawl public-facing banking website for branch hours, ATM locator info, and contact details
- Configure source authority levels: account agreements and fee schedules = PRIMARY; product FAQs = SECONDARY; marketing brochures = REFERENCE
Configure Guardrails & Test
- Set required disclaimer: “I am an AI assistant. For financial advice, please consult a qualified financial advisor or your account representative.”
- Configure topics to restrict: financial advice, investment recommendations, trading strategies, market predictions, tax guidance, creditworthiness assessments, insurance coverage adequacy, debt management strategies
- Set expertise areas: account terms, fee schedules, claims procedures, loan application steps, card services, mobile banking, branch information
- Configure escalation: confidence threshold, handoff keywords, business hours. QA test with customer service and compliance teams
Deploy & Monitor
- Embed widget on your banking website or customer help center (two lines of code)
- Configure domain whitelisting for approved institution domains
- Monitor analytics: knowledge gaps, top questions, satisfaction rate, and Trust Score
- Route escalations to customer service representatives or branch staff via live chat or webhooks (Pro+)
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