---
title: "The hardest percentages"
description: "Complex customer-support queries are relatively infrequent but consume disproportionate handling time and shape customers’ memories of service, especially when they require action across systems. The post distinguishes informational, personalized, and action-led queries, then positions Fin Procedures as a way to automate complex cases through configurable multi-step processes using natural-language SOPs, branching logic, data connectors, and AI-powered simulations. Since managed-availability launch, Procedures has handled more than 1.5 million conversations across hundreds of apps, with volume doubling month over month; a randomized 5% holdout found CSAT 28.93% higher when Procedures ran. The product is available to all 8,000+ Fin customers and adds review, failure reporting, rollback, connector monitoring, email simulation, and Agent in the Loop checkpoints for human approval or missing integrations."
---

# The hardest percentages

[Intercom](https://yomu.fyi/company/intercom) · Pratik Bothra · Apr 14, 2026

**Type:** Announcement

## Summary

Complex customer-support queries are relatively infrequent but consume disproportionate handling time and shape customers’ memories of service, especially when they require action across systems. The post distinguishes informational, personalized, and action-led queries, then positions Fin Procedures as a way to automate complex cases through configurable multi-step processes using natural-language SOPs, branching logic, data connectors, and AI-powered simulations. Since managed-availability launch, Procedures has handled more than 1.5 million conversations across hundreds of apps, with volume doubling month over month; a randomized 5% holdout found CSAT 28.93% higher when Procedures ran. The product is available to all 8,000+ Fin customers and adds review, failure reporting, rollback, connector monitoring, email simulation, and Agent in the Loop checkpoints for human approval or missing integrations.

## Context

Complex queries represent a small share of support volume but consume a disproportionate amount of handling time. These cases often require multi-step processes across systems, judgment calls, and actions beyond providing text, while also strongly influencing customers’ memories of support.

## Approach / What changed

Fin Procedures provides a product-based way for CX operations teams to configure and maintain multi-step workflows using natural-language SOPs, branching logic, data connectors, and AI-powered simulations. It also supports review, failure reporting, version rollback, connector health monitoring, email simulation, and human checkpoints through Agent in the Loop.

## Takeaways

- Procedures has handled over 1.5 million conversations since managed-availability launch, with volume doubling month over month across hundreds of apps.
- A randomized 5% holdout found that conversations where Procedures ran had 28.93% higher CSAT, a result described as statistically significant.
- Agent in the Loop pauses workflows for human verification or action, allowing Fin to resume after sensitive decisions or steps requiring unavailable integrations.

**Tags:** [AI Agents](https://yomu.fyi/topic/ai-agents), [Automation](https://yomu.fyi/topic/automation), [Customer Experience](https://yomu.fyi/topic/customer-experience)

- Source: [Intercom](https://www.intercom.com/blog/the-hardest-percentages)
- Source URL: https://www.intercom.com/blog/the-hardest-percentages
- Ingested by Yomu: 2026-09-09T08:22:03.206Z

[Read original post](https://www.intercom.com/blog/the-hardest-percentages)