AI-Powered Invoice Processing: Transforming Manual Accounting into an Intelligent, Scalable Workflow

Based in Singapore, the client is a financial advisory firm aiming to improve invoice verification speed and accuracy in insurance operations previously reliant on manual reviews. SmartDev implemented an LLM-assisted invoice extraction and validation layer, automating checks, standardizing decisions, and routing exceptions for human review. The solution follows IDP/AP automation patterns, extracting data from PDFs/scans, applying rule-based validation, and generating structured outputs for accounting systems.
인원수

1 AI Engineer, 1 Front-end developer, 1 Back-end developer, 1 DevOps, 1 BA

산업

BFSI

제품 및 서비스

AI-Powered Invoice Extraction & Validation

시간 척도

Since 2025 (on-going)

국가

싱가포르

사업 개요

SmartDev collaborated with a leading financial advisory firm in Singapore to transform its insurance KYC document-validation process. Previously dependent on senior administrators’ tacit knowledge, the client’s workflow suffered from slow processing times, inconsistent accuracy, and limited scalability during peak volume.

By reducing reliance on individual expertise and removing operational bottlenecks, SmartDev helped the firm improve compliance accuracy, accelerate onboarding, and reduce revenue-impacting risks.

도전 과제

  • Heavy reliance on administrator experience: Invoice checks (e.g., completeness, correct vendor details, correct totals) depended heavily on senior staff judgment, leading to inconsistent accuracy and limited standardization.
  • Operational bottlenecks during high workload: When invoice volume spiked (month-end, campaign periods, vendor catch-up), administrators could not review and key-in invoices fast enough, slowing approval and payment readines, classic “manual checkpoint” bottlenecks in invoice journeys.
  • Limited scalability of manual processes: Throughput was constrained by individual capacity and repetitive manual verification/data entry work, making it difficult to scale without hiring.
  • High compliance and financial risk: Errors in invoice validation can lead to incorrect posting, late payments, disputes, or improper payments; billing- and payment-related schemes are also a known fraud risk category that finance teams must control for.
  • Difficulty training new administrators: Onboarding was slow because “what to check” existed largely as tacit knowledge, increasing inconsistency until new staff became experienced.

솔루션

  • Deployed an AI-powered invoice extraction + validation layer (LLM-assisted) to automate the manual “read-and-check” workflow, extracting key invoice fields and validating them against defined rules before an invoice is considered payment-ready.
  • Embedded invoice-specific rules and controls so the system can audit invoices consistently: required-field checks, arithmetic validation, and where relevant, purchase-order matching practices (2-way/3-way matching).
  • Reduced dependency on senior administrators by turning invoice checking logic into a repeatable system behavior (standardized validation + explainable flags).
  • Improved accuracy and reduced human error by catching missing/invalid fields and discrepancies early, and returning an annotated output that shows what failed and why so humans handle only the exceptions, not every invoice.
  • Accelerated onboarding of new staff by providing a consistent “system of record” for invoice validation outcomes, exceptions, and decision rationales, which is a common benefit of IDP for reducing time spent locating/validating/inputting data.

당사의 기술 스택

OpenAI
Docling

Our Flow

Core functions

Validate invoice data against predefined finance and compliance rules

Detect incorrect, missing, or inconsistent invoice statements

Reduce manual workload by assisting administrators

Standardize checks for consistent and accurate validation

Outcomes

93%

invoice validation accuracy (key-field + rule validation accuracy)

90%

straight-through processing effectiveness

40%

reduction in manual invoice review time

60%

increase in invoice processing capacity

시작하기

생각하고 있는 프로젝트가 있나요?

With SmartDev, you gain access to a wide range of expertise to seamlessly migrate your systems and optimize your cloud infrastructure. Share your vision with us, and we’ll respond by the next business day. Our team is ready to help your business unlock new opportunities and drive innovation.

오늘 시작해 볼까요?

뉴스레터를 구독하세요

SmartDev와 함께 기술 업계를 선도하세요! 최신 IT 뉴스, 업데이트, 인사이트를 받아보시려면 뉴스레터를 구독하세요.