Banking

The core stays where it is; a deciding, acting AI layer goes on top.

Almost every bank runs AI pilots; very few operate them in core processes, at scale and audit-ready. Aginies establishes one orchestration layer for cards, lending, the call centre and digital channels: every agent, service, limit and approval is defined by central, auditable rules.

In short

In Banking, Aginies offers 9 live agent scenarios and 3 solution packages: Dialogue banking: voice and text transaction assistant, Credit card limit increase, Digital account opening (KYC), Card fraud alert triage, Chargeback dispute handling, Early-stage collections outreach, Mortgage document review, Voice banking money transfer; solutions: Conversational banking, Credit and onboarding operations, Fraud and dispute operations. The blockers on the way to production are The PoC gap, Legacy core, Invisible cost, Compliance arrives late; on the compliance side 4 requirements (including Deployment aligned with banking IT regulation; primary and secondary systems in-country) are part of the deployment.

Why it does not reach production
01

The PoC gap

Chatbot pilots impress, but no production path touches a core banking transaction.

02

Legacy core

Core systems were not designed for AI to decide and act; every integration is its own project.

03

Invisible cost

Which scenario burns what tokens, which decision used which data: unreported.

04

Compliance arrives late

Regulatory, privacy and internal-audit expectations surface at the end and stop the project.

Where to start: the first 90 days

Three starting points; each measurable in a short pilot on existing systems.

  1. 01
    agent scenarioDialogue banking: voice and text transaction assistant →

    The most visible impact: call-centre load and customer experience at once; a 6-week pilot on the existing identity stack.

  2. 02
    agent scenarioCard fraud alert triage →

    Relieves the analyst queue immediately; the decision stays with people, so security sign-off comes fast.

  3. 03
    solution packageCredit and onboarding operations →

    Document review and KYC are the largest measurable workload; the auto-approval band is written together with the credit policy.

Scenarios

Agents you can watch live for this sector

BankingHITL

Dialogue banking: voice and text transaction assistant

The customer talks or types; bill, limit, dispute and transfer are completed in core banking in one session.

186,000 runs / month 94.7% success 5 agents
BankingHITL

Credit card limit increase

The customer types in the app or talks to the call centre; the decision takes seconds, and anything above threshold goes to a manager.

18,400 runs / month 96.4% success 4 agents
BankingHITL

Digital account opening (KYC)

ID, liveness and sanctions checks in one flow; clean applications open an account in minutes, no branch visit.

42,000 runs / month 93.8% success 5 agents
BankingHITL

Card fraud alert triage

The card is blocked in seconds and the customer asked on WhatsApp; the reply releases or cancels the card.

65,000 runs / month 97.1% success 4 agents
BankingHITL

Chargeback dispute handling

Dispute captured, evidence assembled and filed with the card scheme; large provisional credits go to approval.

9,800 runs / month 95.2% success 4 agents
BankingHITL

Early-stage collections outreach

Past-due accounts are segmented and reminded on the right channel; customers set up their own payment plan.

96,000 runs / month 91.2% success 4 agents
BankingHITL

Mortgage document review

Payslips, social security records and appraisal read automatically; income, LTV and missing documents checked.

6,200 runs / month 94.7% success 4 agents
BankingHITL

Voice banking money transfer

Customer calls and talks; voiceprint, security question and OTP verify them; transfer completes agent-free.

27,000 runs / month 93.1% success 5 agents
Sector architecture

Derived from the 9 scenarios in the sector: supervisors, specialist agents, Hub model families and systems touched.

Supervisors
Dialogue Banking SupervisorCard SupervisorOnboarding SupervisorFraud SupervisorDispute SupervisorCollections SupervisorLoan File SupervisorVoice Transaction Supervisor
Specialist agents
Dialogue AgentIdentity AgentTransaction AgentRisk AgentIntent AgentOperations AgentDocument AgentLiveness AgentScreening AgentAccount AgentTriage AgentOutreach AgentCard AgentIntake AgentEvidence AgentFiling AgentSegmentation AgentPayment Plan AgentExtraction AgentIncome AgentValuation AgentSpeech AgentTransfer AgentPayment AgentVoice Agent
Models (Hub catalogue)
aginies-talay-2aginies-sunkar-1aginies-tulpar-4aginies-konrul-1aginies-voice-tr-v3
Systems touched
Mobile App ChatCore BankingCard ManagementFraud EngineSMS GatewayKYC / Customer 360Push & SMS GatewaySanctions Screening (Dow Jones)Document Store (S3)WhatsApp Business APISalesforce CRMVisa / Mastercard Dispute APIEmail (Exchange)Collections PlatformLoan Origination SystemCredit Bureau (KKB)Genesys SIPKnowledge Base · kart_sss_v3OTP / SMS Gateway
Channels
appvoicewhatsappwebsmsapiemailbranchbatch
Simulation volumes
502,400runs / month
94.6%success rate
6.5 smedian duration
$0.0028estimated cost / run

Summed from the simulation definitions of the sector scenarios; recalculated for your scale in the discovery session.

Compliance and sovereignty
  • Deployment aligned with banking IT regulation; primary and secondary systems in-country
  • Kill-switch and mandatory human approval on critical decisions
  • Model, platform and data in the bank’s own data centre, with no external dependency
  • A full audit trail for every agent action and model call
Regulatory frame
  • Banking IT and electronic banking regulation: primary and secondary systems in Türkiye, audit right in the outsourcing contract, cloud model subject to bank-specific permission
  • AML and personal-data law: suspicious-transaction reports decided by analysts, masking and purpose limitation in every scenario
  • Per-request audit trail for internal audit and regulator review: user, model version, data source, reasoning
Security →

Guardrails, approval and the evidence ledger: the compatible product Thulpar ↗

Recommended deployment

Start with the sovereign shared deployment in our data centres in Türkiye (isolated bank workspace, VPN or allowlist access); on-prem in the bank’s data centre for scenarios classed as primary systems.

Approval rules

Human-approval thresholds of the sector scenarios.

  • Dialogue banking: voice and text transaction assistantLimit increase > 60%, dispute amount > 5,000 or transfer to a new payee → operations approval
  • Credit card limit increaseLimit > 100,000 → branch manager approval
  • Digital account opening (KYC)Sanctions/PEP fuzzy match score > 0.65 → compliance analyst approval
  • Card fraud alert triageConfirmed fraud loss > 2,500 → analyst approval before permanent cancellation
  • Chargeback dispute handlingAmount > 2,500 → dispute team lead approval before provisional credit
  • Early-stage collections outreachPlan balance > 25,000 or > 3 instalments → collections team lead approval
  • Mortgage document reviewLoan > 3,000,000 or DTI > 45% → underwriting officer approval
  • Voice banking money transferAmount > 50,000 or new payee → warm transfer to a call-centre agent
  • Credit card debt paymentAmount > 100,000 → branch manager approval
Measured targets
Simple transactions reaching the call centre40% fewer
Fraud alert review time70% shorter
Accounts opened without a branch visit70–85%

Target ranges from comparable deployments; baseline and target are fixed together in the first week of the pilot.

Related solution packages

Time to move from experimenting with AI to transforming with it.

In a 30-minute discovery session we take your 2–3 priority business problems, show a live demo of a similar scenario, and draft a roadmap that starts with the Value layer.

Book a 30-minute discovery session → dahi@aginies.com
  1. Your 2–3 priority problems
  2. Live demo of a similar scenario
  3. Roadmap starting with value analysis