A VentureStdio Company
Industry · BFSIProduction-ready

Agentic AI for banks, insurers,

and fintechs - model-risk ready

Onboarding, KYC, dispute, claims, advisory copilots, and back-office automation - with model-risk controls, explainability, and audit trails baked in from day one. Forward-deployed engineers who understand SOX, PCI, and the model risk committee before they write a line of code.

82%Disputes resolved without a human−61%Manual back-office task volume
Why Techimax

AI that survives the model risk committee.

Most agent demos can't pass a regulator's smell test. Hallucinations, no audit trail, no explainability, no controls on training data, and no plan for monitoring drift in production.

We engineer for the day after launch. Every BFSI agent ships with model risk documentation, decision-level audit trails, explainability artifacts, drift monitoring, and the controls your CRO will actually accept.

  • Model risk controls
    MRM-aligned documentation, validation evidence, and monitoring on every release.
  • Explainability
    Decision-level rationale, counterfactuals, and audit packs - not just a confidence score.
  • Core integrations
    FIS, Fiserv, Temenos, SAP, Salesforce Financial Services Cloud, Coupa - production connectors.
  • Human-in-loop
    Approval hierarchies, role-based limits, and reviewer queues by default.
Agents we ship

Production agents for banking, insurance, and capital markets

Designed for the realities of regulated finance - audit-traceable, explainable, and approval-aware.

KYC & onboarding

Document review, sanctions screening, PEP/AML triage with reviewer-grade evidence packets.

Fraud & dispute agent

Card disputes and chargeback prep with risk scoring and audit-traceable resolutions.

Advisory copilot

Suitability-aware advisor copilot with citations to KIDs, prospectuses, and house view.

Claims agent

Claims triage, fraud scoring, and policy-aware adjudication with reviewer escalation.

Underwriting copilot

Risk packet assembly, exposure summaries, and pricing recommendations with full lineage.

AML triage

Alert disposition, narrative drafting, and SAR-ready evidence pack assembly.

Member & customer care

Tier-1 care across cards, accounts, and loans - PII-safe, multi-channel, audit-logged.

Treasury & ops copilot

Reconciliation, exception handling, and ops reporting across core systems.

Outcomes

Measurable wins across banking & financial services engagements

82%
Disputes resolved without a human
−61%
Manual back-office task volume
100%
Audit-traceable agent decisions
Days
From spec to MRM-reviewed pilot
Customer wins

Stories from production.

A top-10 global bank

82% of disputes auto-resolved

End-to-end dispute resolution agent across cards and digital channels, with a model risk file the CRO accepted on first read. 82% no-human resolution and a complete audit trail per decision.

A multi-line insurer

Underwriting cycle cut by 38%

Underwriting copilot that assembles risk packets, summarises exposures, and recommends pricing - with full lineage for the model risk team and human-in-loop on every binding decision.

FAQs

Frequently asked questions about AI in banking & financial services

What decision-makers ask before greenlighting an engagement.

  1. We build agents with MRM-aligned documentation from day one - model cards, intended use, validation tests, monitoring plans, and ongoing performance attestation. We work with your model risk team early so the agent doesn't show up as a surprise at the committee.

  2. We design for it. Decision-level audit logs, explainability artifacts, role-based access, immutable evidence trails, and drift monitoring are non-negotiable defaults. We've supported customer regulator interactions across OCC, FCA, MAS, and RBI.

  3. Yes - FIS, Fiserv, Temenos, SAP, Salesforce Financial Services Cloud, Murex, Bloomberg, Refinitiv, Actimize, NICE, FICO. We bring production connectors and respect your IDP and network controls.

  4. Only inside a tightly bounded policy, with rate limits and value caps, and never on credit, suitability, or material customer decisions without human review. Most BFSI agents we ship are 'recommend and route' rather than 'decide and act' by default.

  5. PII redaction, tokenisation, and PCI-aligned controls are baked in. We deploy in your environment under your encryption keys; nothing leaves your perimeter.

Free working session with a forward-deployed engineer

Show us the problem. We'll send back a written plan to fix it.

In 60 minutes with a senior engineer, you walk away with the gaps mapped, the agent worth building first, a risk read on what your team has already shipped, and a reference architecture - at zero cost, no obligation.

  • Workflow map

    Where the work breaks down today and which gap an agent should close first - calibrated to your business.

  • Velocity diagnostic

    Where engineering and ops hours actually go - and where forward-deployed delivery takes you next.

  • Risk & rescue read

    An honest view of what your team has already vibe-coded and what it needs to survive production.

  • Architecture sketch

    Reference architecture for your runtime, evals, RAG, and integrations - vendor-agnostic.

60-minute working sessionSenior forward-deployed engineerTwo follow-ups + written summaryFree of charge for qualified businesses
Most teams walk away with a fixed-scope plan in a single session.

Book your free assessment

Reserve a 60-minute working session with a senior AI engineer and practice lead.

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Ship a BFSI-grade agent your CRO will accept.

Tell us about the workflow and the model risk constraints. We'll come back with a fixed-scope plan, validation approach, and a path through the committee.