INSUREX_SYSTEMS

Services // AI-Powered Automation

AI-POWERED AUTOMATION
SERVICES.

We build AI systems that extract, classify, and act on unstructured data so humans handle exceptions instead of routine.

// Overview

Most AI automation projects fail because they start with the model instead of the data. Teams fine-tune an LLM, get 90% accuracy in the lab, and watch it collapse in production when real-world documents come in sideways, blurry, or in formats nobody anticipated. We start with the ingestion pipeline—OCR, layout detection, field extraction—and build the data quality layer before the model ever sees a document.

Our automation stack runs on AWS Lambda for stateless extraction tasks and ECS for longer-running orchestration. We use Tesseract and Document AI for OCR, LangChain for multi-step LLM workflows, and structured output parsing to guarantee that model responses conform to your downstream schema. Redis handles caching and deduplication for high-volume pipelines.

We don't build chatbots. We build production pipelines that process thousands of documents per hour with deterministic routing: OCR extracts text, classifiers sort by document type, extraction models pull structured fields, business rules validate, and exceptions route to human review queues. The goal is 80-90% straight-through processing on day one, improving to 95%+ as the exception feedback loop trains the models.

// Industries We Serve

// Tech Stack

PythonOpenAI/Anthropic APIsAWS LambdaLangChainDocument AITesseract OCRPostgreSQLRedis

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