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◎ CASE / 063CUSTOM LLMJP2025◎ SHIPPED
JP Tax & Accounting FirmPOWERED BY CREWLESS

On-prem Compliance LLM for Finance

On-prem Compliance LLM for Finance

Internal rules, tax code, and precedents on an on-prem LLM — PII masking, audit logs, and RBAC meet regulatory requirements.

ROLE
On-prem LLM Build · Compliance Design
PERIOD
구축 6주 + 운영 계약
MARKET
JP
HEADLINE
4h→30min · Research & drafting
(01) Challenge · The problem
Starting point

Tax code, precedents, and internal rules were vast and frequently revised, so research and drafting took half a day per case. Because the work handles client and sensitive data, external AI services were off-limits for regulatory and confidentiality reasons.

(02) Solution · How we solved it
Approach

We connected internal rules, tax code, and precedents to an on-prem LLM via RAG, with PII masking, audit logs, and RBAC built in from the start. Every query is logged with who accessed what, and answers cite the governing statutes and precedents.

(04) Outcomes · Results

Proven by numbers.

4h→30min4h→30min
Research & drafting
From half a day to minutes, with cited statutes and drafts
AuditAudit
Audit logs
Full query history recorded for audits
RBACRBAC
Access control
Scope limited per role
00
External egress
PII masking plus on-prem keeps data controlled
(05) Stack · Tools used

Trusted tools only.

01 · LLM/Model
  • Private LLM
  • Local embeddings
02 · Data/RAG
  • RAG
  • Rules & precedent index
  • PII Masking
03 · Infra/Security
  • On-prem
  • Audit Log
  • RBAC
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