LARGE-MODEL BANKING INTELLIGENCE · SOUTHEAST ASIA

Turn bank data into
trusted decisions.

VnWe.tech combines multilingual large language models, multimodal document intelligence, alternative credit scoring and agentic compliance workflows for banks and licensed financial institutions.

BANK-CONTROLLED INTELLIGENCE

01Grounded multilingual RAG
02Multimodal eKYC and scoring
03On-premise, privacy-aware deployment

BANKING SOLUTIONS

Large models, built into
three banking workflows.

The supplied market research highlights digital payments and alternative credit assessment as twin engines of Southeast Asian financial inclusion. We translate that pattern into bank-controlled systems.

01

Multilingual LLM service agent

An instruction-tuned Transformer model answers in English, Vietnamese and Chinese. Retrieval-augmented generation grounds every answer in bank-approved product manuals, policies and customer-service knowledge.

  • BM25 + embedding hybrid retrieval
  • Cross-encoder reranking and cited answers
  • Clause explanation, policy guardrails and human handoff
03

Agentic compliance & AML review

A long-context LLM compares regulations, internal policies and case evidence. Tool-calling agents combine a rules engine, knowledge graph and AML risk signals to prepare reviewable case summaries.

  • Clause-level semantic comparison with source evidence
  • Rules + graph features + LLM case prioritization
  • Human approval, versioned prompts and audit logs

MODEL & AGENT ARCHITECTURE

Large models, grounded in bank-controlled knowledge.

The model never operates alone. Retrieval, deterministic rules, identity models and authorized human review constrain every consequential banking workflow.

01

Multimodal perceptionVLM, OCR/layout parsing, face matching and liveness

02

Knowledge groundingChunking, BM25, vector embeddings and cross-encoder reranking

03

Reasoning & actionInstruction-tuned LLM, RAG, tool calling, rules and graph queries

04

Safety & governancePII masking, prompt-injection defense, RBAC and human approval

BANK MODEL STACKPRIVATE-READY
KNOWLEDGE AGENTRAG + TOOL CALLING
Grounded
LANGUAGE MODELTransformer LLMSFT · LoRA · Long context
RETRIEVALHybrid RAGBM25 · Embeddings · Reranker
MULTIMODALVision + OCRLayout · Face · Liveness
ORCHESTRATIONAgent RuntimeTools · Rules · Audit trail

Supports on-premise or private-cloud deployment. Sensitive records can remain inside the bank’s controlled environment, with masking, consent enforcement and complete decision traces.

MARKET APPLICATIONS

Digital payments open the door. Alternative intelligence widens access.

SOUTHEAST ASIA · INCLUSIVE FINANCE

High-frequency wallet and payment journeys create the customer entry point. Alternative data, eKYC and large-model agents help banks serve thin-file customers without giving up explainability or control.

Market framing adapted from the supplied report’s analysis of MoMo, Trusting Social and alternative credit assessment in Southeast Asia.

01

Generative AI assistants

Large-model agents move from customer service into transaction explanation, spending analysis, financial education and internal operations.

02

BNPL and inclusive credit

Alternative credit features help banks assess customers with limited conventional credit histories across everyday consumption scenarios.

03

Cross-border QR interoperability

Regional networks such as VietQR, PromptPay and NETS point toward connected payment journeys requiring multilingual service and real-time risk controls.

BANKING PARTNERS

Our Partners

Working with financial institutions to advance secure, intelligent and inclusive banking services.

BIDV logo
BIDV
VietinBank logo
VietinBank
Vietcombank logo
Vietcombank
Agribank logo
Agribank
MB Bank logo
MB Bank
VPBank logo
VPBank
Techcombank logo
Techcombank
ACB logo
ACB
HDBank logo
HDBank
Sacombank logo
Sacombank
SHB logo
SHB
LPBank logo
LPBank
VIB logo
VIB
TPBank logo
TPBank
Nam A Bank logo
Nam A Bank
MSB logo
MSB
SeABank logo
SeABank
OCB logo
OCB
Eximbank logo
Eximbank
PVcomBank logo
PVcomBank
ABBANK logo
ABBANK
Bac A Bank logo
Bac A Bank
NCB logo
NCB
VietABank logo
VietABank
BVBank logo
BVBank
BaoViet Bank logo
BaoViet Bank
KienlongBank logo
KienlongBank
PGBank logo
PGBank

COMPANY

Vietnam-rooted.
Regionally minded.

VnWe.tech is a Ho Chi Minh City financial technology company serving banks and licensed financial institutions. We build multilingual LLM agents, multimodal eKYC, alternative credit-scoring pipelines and compliance systems designed for private deployment, data masking and explicit customer consent.

LEGAL NAME
VNWECHAT TRADING AND SERVICES COMPANY LIMITED
SHORT NAME
VNWECHAT TRADING AND SERVICES CO., LTD
REGISTERED ADDRESS
Số 38 Cộng Hòa, Phường Tân Sơn Nhất,
Thành phố Hồ Chí Minh, Việt Nam
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