BookbagBookbag
Outbound Vendors

Become Compliance-Ready. Unblock Enterprise.

AI SDR platforms and outbound tools need a safety layer to win regulated accounts. Bookbag becomes your enterprise-readiness unlock.

Why Enterprise Deals Stall

Bad Outputs

AI generates hallucinations, spam-like personalization, or brand-damaging messages. Customers lose trust.

Compliance Pushback

Legal/compliance teams block the deal. "Where's the human review?" "Who approved this message?"

Brand Damage

One bad message escalates. Customer churns. Deal goes cold. Reputation risk kills expansion.

How Bookbag Becomes Your Safety Layer

Bookbag evaluates your AI output and provides structured verdicts. Your vendor keeps the UX. Bookbag provides the QA layer and audit trail.

  • Evaluate via API or Upload
    Call the Gate API for instant decisions (1-4s), or upload batches for human review. Get verdict (allow/flag/block/require_sme).
  • Customer Keeps Control
    Your customer's reviewers + rubrics. You provide the generation, Bookbag provides supervision.
  • Audit-Ready Evidence
    Who approved, when, why. Compliance teams get the trail they need.
VENDOR INTEGRATION FLOW
Real-Time Path
Your AI
SDK gate.evaluate()
Decision in 1-4s
Batch Path
Your AI
Upload to Bookbag
Human review
Verdicts

Partner Model Options

Referral Partnership

Refer customers to Bookbag. They integrate directly. You get partner credit.

Standard model

White-Label / OEM

Bookbag becomes "YourVendor Safety Layer." Your brand, our infrastructure. Custom configurations available.

Contact sales

The Training Data Feedback Loop

Improve Your Models Over Time

Every human correction in Bookbag becomes training data. Export preference pairs (DPO), fine-tuning examples (SFT), and ranking data to retrain your base model. Your AI gets better with every review.

As corrections accumulate, your AI produces better first drafts and requires less human review over time.

Partner with Bookbag to unblock enterprise deals

Join the teams shipping safer AI with real-time evaluation, audit trails, and continuous improvement.