Technical Remediation
We pinpoint why your AI systems misbehave and fix it through code reviews, root cause analysis, and hands-on implementation support.
Issues surfaced by testing, monitoring, or compliance analysis come with a path forward: engineering playbooks your team can execute, or direct work in your codebase to bring systems into alignment with specifications, policies, and regulatory requirements.

How We Help
ROOT CAUSE ANALYSIS
Deep dives into your system architecture, prompts, and data pipelines to identify exactly where and why failures occur.
ENGINEERING PLAYBOOKS
Actionable remediation plans backed by our robust core set of alignment, filtering, and guardrail techniques, with clear prioritization and validation criteria.
HANDS-ON IMPLEMENTATION
Direct coding support when you need it. We suggest adjustments, validate tactics, and help integrate fixes into your codebase.

