# Reach for a purpose-built model before a general LLM

- Category: product
- Author: Mihai (https://indie.md/people/mihai-balint/)
- Source: https://indie.md/events/indie-tm-10-timisoara-june-2026/
- Canonical URL: https://indie.md/advice/specialized-model-beats-general-llm/

The reflex in 2026 is to throw every task at the biggest available model, but for a narrow, repetitive job a specialized model often wins on both cost and accuracy. OCRskill turns documents into structured data more cheaply and, in head-to-head testing, more accurately than a frontier LLM, because reading a scanned form is exactly the bounded problem a dedicated OCR pipeline was built for. Before you assume the largest model is the answer, benchmark a purpose-built tool on your actual inputs: the general model is paying, on every call, for capabilities your task never uses. The lesson generalizes well beyond OCR. When the job is narrow and high-volume, the specialist usually beats the generalist on the only two numbers that matter, price per call and error rate.