CodecFactory
Finance

Financial Invoice Routing Engine

Auditing invoice layout processing times and executing secure LLM routing agents.

Financial Invoice Routing Engine
Case Study Spotlight

90%

Manual processing reduction

$45,000

Monthly cost savings achieved

<1.8s

Average execution pipeline speed

Business Challenge

FinanceCorp International processed over 50,000 vendor invoices monthly. The administration teams spent thousands of hours reviewing files, validating tax codes, and manually entering line items into legacy ERP tables. Mismatches and typos caused payment delays and compliance audit fees.

Our Technical Solution

CodecFactory built a private cognitive router that parses incoming invoice streams, translates formatting boundaries, and classifies values. We wired a secondary validation check that matches classification weights against Postgres tax charts, raising notifications on mismatches while automatically posting verified records.

Technologies Utilized
LLaMA 3 8B CrewAI Framework Pinecone Vector DB Python Workers PostgreSQL
Client

"CodecFactory's AI routing system completely transformed our back-office operations. Typos are down to zero, and audits are now completed effortlessly."

Mark Vance
VP Operations at FinanceCorp International

Timeline of Implementation

Data Mapping & VPC Setup

We audited past invoice layouts, mapped OCR requirements, and configured a secure VPC structure on AWS.

Agent Development & Fine-Tuning

Prompt templates were created for classification intents, and LLaMA weights were adjusted for financial token structures.

Integration & Launch

We connected the agent routers to ERP schemas, ran shadow capacity checks, and launched into live deployment.


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