---
title: "Sainapse: Human-in-the-Loop Exception Handling"
description: "The hard documents land in one review queue with Sainapse's suggestion and confidence score: accept, correct, or escalate. It clears 70% to 95% by day 90."
canonical_url: "https://www.sainapse.ai/features/human-in-the-loop-exception-handling"
markdown_url: "https://www.sainapse.ai/features/human-in-the-loop-exception-handling.md"
text_url: "https://www.sainapse.ai/features/human-in-the-loop-exception-handling.txt"
archetype: "feature-leaf"
---

# Sainapse: Human-in-the-Loop Exception Handling

Document Intelligence

## Human-in-the-Loop Exception Handling

Every decision Sainapse makes, in one queue you can say no to.

On this page:

- [What it is](https://www.sainapse.ai/features/human-in-the-loop-exception-handling#features_human_in_the_loop_exception_handling_03)

- [How it works](https://www.sainapse.ai/features/human-in-the-loop-exception-handling#features_human_in_the_loop_exception_handling_04)

- [Where it shows up](https://www.sainapse.ai/features/human-in-the-loop-exception-handling#features_human_in_the_loop_exception_handling_05)

- [Part of](https://www.sainapse.ai/features/human-in-the-loop-exception-handling#features_human_in_the_loop_exception_handling_06)

Updated August 2026

What it is

Most documents flow through untouched. The hard ones land in one review queue with the document, the suggestion, and the confidence score already laid out. Accept, edit, or reject. The fix takes seconds, and every disposition feeds one learning loop.

How it works

## How it works.

Sainapse decides what needs a human, so your team isn't reviewing the 95% that worked.

The reviewer sees the document, the flagged field, and what Sainapse would have done, with accept, correct, and escalate one click away. Every correction becomes training data. None of it is wasted, and none of it is taken on faith.

Where it shows up

## Where it shows up.

Sainapse starts around 70% on day zero and clears 95% by day 90, and the human queue thins as calibration reports show what improved. The same review queue covers documents, tickets, and accounts.

### Part of

- [Document Intelligence](https://www.sainapse.ai/workflows/document-intelligence)

- [All features](https://www.sainapse.ai/features)

## See it on your documents, tickets, and accounts.

- [Book a demo](https://www.sainapse.ai/book-a-demo)

## Sitemap

See the full [Sainapse sitemap](https://www.sainapse.ai/sitemap.md).