---
title: "Launch Day Ops: Checklist We Will Use When Shipping AI Features"
description: "A practical checklist for AI feature launch days — monitoring dashboards, escalation protocols, rollback procedures, communication templates, and war room setup."
canonical: https://nowah.xyz/blog/launch-day-ops-checklist-shipping-ai
lastModified: "2026-08-07T08:24:29.798Z"
---

# Launch Day Ops: Checklist We Will Use When Shipping AI Features

A practical checklist for AI feature launch days — monitoring dashboards, escalation protocols, rollback procedures, communication templates, and war room setup.

We once forgot to brief the support team about a new feature launch. They learned about it from a user's bug report. The support agent had to tell the traveler "I'm not sure what that feature is, let me find out," which is approximately the worst thing a support agent can say when a customer is asking about a capability your product supposedly offers.

That incident added "brief support team" to our pre-launch checklist in bold, underlined, and impossible to miss. Every item on our checklist exists because we once skipped it and paid the price.

## Pre-launch checklist

![Illustration for this section](https://pics.nowah.xyz/website-media/launch-038-img-1.webp)

Evaluation pass rate above 95 percent with safety evaluations above 99 percent. [Private testing](/blog/beta-testing-real-travelers-synthetic-data-misses) completed with at least 50 testers over at least 14 days. Monitoring dashboards configured, tested, and displaying real data. Rollback procedure documented, rehearsed, and confirmed working in staging. Support team briefed with documentation about the new capability, expected questions, and escalation paths. Communication assets prepared: blog post, [social media](/blog/social-media-launch-strategy-ai-travel) content, changelog entry, and in-app notification.

Each item has an owner and a verification step. The evaluation pass rate is verified by the engineering lead. The monitoring dashboards are verified by the SRE. The support briefing is verified by the support lead. Nothing is checked off until it is verified, not just completed.

## Launch-day checklist

Staged rollout initiated at 1 percent. War room activated with engineering lead, product manager, support lead, and on-call SRE present. Real-time monitoring confirmed on all three layers: infrastructure, semantic quality, and business metrics. Communication published: blog post live, social media scheduled, changelog updated.

The war room stays active through the first promotion gate. If the launch is clean at 1 percent, promotion to 10 percent happens after 24 hours with a second round of verification.

## Post-launch checklist

![Supporting diagram](https://pics.nowah.xyz/website-media/launch-038-img-2.webp)

Error rates verified within acceptable range after 48 hours at full rollout. Quality metrics stable with no degradation trends. Support ticket volume at or below baseline. Metrics snapshot captured for the post-launch review. Post-mortem scheduled if any P0 or P1 incidents occurred.

The post-launch checklist transitions the feature from "launched" to "operating." The monitoring stance relaxes from war room intensity to standard operational monitoring. Alert thresholds return to normal levels.

## The checklist culture

A checklist is only useful if the team uses it every time without exception. The moment someone says "we do not need the checklist for this small launch" is the moment the checklist becomes optional, and optional processes are skipped exactly when they are needed most.

We enforce checklist compliance by making it a required artifact. The launch cannot proceed without a completed checklist signed off by the engineering lead and product manager. The checklist is stored alongside the launch documentation and referenced in the post-mortem.

The checklist grows with every launch. Each new item represents a lesson learned. The support team briefing. The rollback rehearsal. The communication template review. Each was added after an incident that could have been prevented. The goal is not to have the shortest checklist. It is to have the most complete one.

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