Why three AI models are better than one

The problem with one model

Every AI model has strengths and weaknesses. One might be great with numbers but miss a date format. Another might nail addresses but stumble on handwriting. Using just one means accepting its blind spots.

How multi-model consensus works

DocExtract sends your document to three different AI models — Claude, GPT-4, and Gemini. Each one extracts the data independently. Then DocExtract compares the results.

When they agree, you can trust it

If all three models say the invoice total is $4,500.00, that number is almost certainly right. Agreement across independent models is one of the strongest signals of accuracy.

When they disagree, you'll know

If the models give different answers for a field, DocExtract flags it for your review. You see what each model found and pick the right answer. Nothing slips through silently.