About Artisan
Artisan's Ava agent runs your entire top-of-funnel autonomously — research, personalization, sequencing. The tradeoff is that no human touches the message before it sends. Bookbag gives you the evaluation platform that makes fully autonomous outbound safe to deploy at scale.
How It Works Together
Artisan handles generation. Bookbag handles quality control. Every message is evaluated with structured human verdicts against your standards.
- Ava writes, Bookbag decidesAva produces personalized outbound at scale. Before those emails activate, route them through Bookbag's AI QA & Evaluation. Each message gets a safe_to_deploy, needs_fix, or blocked verdict.
- Fix and block lanes protect your domainneeds_fix emails return with gold-standard rewrites — the exact correction Ava should have made. blocked emails escalate to a designated SME with rubric citations and reviewer rationale.
- Ava improves from every correctionExport correction pairs as structured SFT and DPO data. Feed them back to Artisan so Ava's personalization accuracy improves with every review cycle.
Benefits
Ava sends at volume, you send with confidence
One bad batch from Ava can torch your domain reputation. Bookbag catches the risky messages before they hit inboxes — the majority of Ava's output passes review quickly, so throughput stays high.
Compliance proof for every Ava email
Enterprise procurement asks how you govern AI agents. Bookbag provides a timestamped, attributed verdict for every Ava-generated email — reviewer identity, rubric citations, and evidence.
Ava's personalization gets sharper
Every needs_fix correction is a structured before/after training pair. Export these to Artisan, and Ava writes better first drafts next quarter.
Frequently Asked Questions
Related Resources
Gate your Artisan AI output
Join the teams shipping safer AI with real-time evaluation, audit trails, and continuous improvement.