SIGQ Inc. is a startup that develops and provides Incident Lake, an AI incident commander that supports incident response from initial action through to recovery. Incident Lake draws not only on technical information and past response records but also on business and organizational context to support the entire response process: assessing business impact, assigning responders, proposing response tasks, and reporting to stakeholders. By having AI agents handle log aggregation, analysis, and root-cause identification, it allows responders to focus on the decisions that matter. Through proofs of concept and implementation support, SIGQ has been improving incident response at manufacturers and other enterprises that demand high reliability, including support for response on the maintenance floor, codification of expert knowledge, and process design for compliance with the EU Cyber Resilience Act.