AI Oversight That
Regulators Actually Trust
Deploying AI in healthcare, finance, legal, or government? Every output needs an audit trail. Every evaluation needs documented human oversight. Bookbag provides both — systematically, at scale.
Built for Compliance
Complete Audit Trail
Every evaluation logged with full provenance — who reviewed, when, which rubric version, what decision, and why. Immutable and exportable.
Human-in-the-Loop
Three-tier review: annotator, QA reviewer, subject matter expert. Configurable escalation based on risk, confidence, or failure categories.
Version-Stamped Rubrics
Every evaluation references a specific taxonomy version. When rubrics change, old evaluations retain their original context. Full lineage.
SOC 2 Type II
Certified infrastructure with TLS 1.3, AES-256 encryption, role-based access, and data isolation per organization.
Policy Enforcement
Define policies once. Every AI output evaluated against them. Advisory or enforced mode — your compliance team decides.
Industry Templates
Pre-built taxonomy templates for healthcare (HIPAA), finance (FINRA/SEC), insurance, legal, and government. Customize or use as-is.
Industries We Serve
Healthcare & Life Sciences
Patient communications, clinical decision support, medical information
Financial Services
Banking, wealth management, insurance, lending communications
Legal
Contract analysis, legal advice, compliance documentation
Government
Benefits administration, citizen services, policy communications
Insurance
Claims processing, underwriting communications, policy explanations
Education
Student advising, academic guidance, administrative communications
Frequently Asked Questions
AI Oversight for Regulated Industries
Join the teams shipping safer AI with real-time evaluation, audit trails, and continuous improvement.