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Lending

AI QA & Evaluation for Lending & Collections

Your AI just quoted a borrower 3.9% APR. Your actual rate is 6.2%. Bookbag catches rate hallucinations before they become TILA violations.

Safe to Deploy
Needs Fix
Blocked

The Problem

Your AI outreach tool sent 800 pre-qualification emails to borrowers last Tuesday. Twelve of them quoted APR ranges that don't match any product you offer. Three promised 'no hidden fees' on a product with origination fees. A borrower screenshotted one and filed a CFPB complaint. TILA doesn't distinguish between a human typo and an AI hallucination — it's a violation either way.

Your AI hallucinates rates that don't exist

The model quoted 3.9% APR. Your actual rate floor is 5.99%. A borrower relied on that number, applied, got a different rate, and filed a CFPB complaint. TILA doesn't have an 'AI made a mistake' exception. That's a violation.

TCPA exposure multiplies with AI volume

AI-generated texts to borrowers must comply with consent rules, timing windows, and required identification. Your AI doesn't know it's 9:15 PM in the borrower's time zone. One wrong text is a $500-$1,500 per-message statutory damage.

Collections language the AI doesn't know is illegal

FDCPA prohibits threatening, harassing, or deceptive language. Your AI writes 'failure to respond may result in further action' — which reads like a threat to a consumer and a violation to a regulator. The AI thinks it sounds professional.

Flagged Message
"Congratulations! You've been pre-approved for a personal loan up to $25,000 at a fixed rate of 3.9% APR with no origination fees. Apply now — this offer expires Friday."
APR does not match any current product parameters (actual range: 5.99-24.99%)
'No origination fees' contradicts product terms (2-6% origination fee)
'Pre-approved' language without required Reg B disclosures
Artificial urgency ('expires Friday') may violate UDAP standards
Verdict: BLOCKED → compliance SME authority escalation required

How Bookbag Helps

Every AI-generated message is evaluated with structured human verdicts: approved messages pass, risky messages get fixed, and high-risk messages require SME approval with evidence.

Every rate and term checked against your actual products

The AI QA & Evaluation Platform flags APR claims, fee references, and term descriptions against your approved product parameters. If the AI quotes a rate you don't offer, it's blocked before it reaches the borrower.

TCPA-aware evaluation for every text and script

AI-generated texts and call scripts are evaluated for consent compliance, timing rules, and required identification. Violations trigger a blocked verdict with authority escalation to your compliance team.

FDCPA compliance baked into every collection message

Prohibited language patterns — threats, harassment indicators, deceptive phrasing — are caught by the AI QA & Evaluation Platform. Blocked items route to compliance SMEs with evidence and recommended corrections.

AI EVALUATION FLOW
1. AI generates messages
Outbound content ready for review
2. Gate evaluates every message
Rubric-based review → verdict assigned
safe_to_deploy → Ships automatically
needs_fix → QA corrects with rewrite
blocked → SME review with evidence

Best For

  • Consumer lending platforms using AI for borrower outreach
  • Mortgage companies with AI-generated marketing
  • Collections agencies deploying AI-assisted communications

Not the Right Fit

  • B2B lending with no consumer-facing AI communications
  • Internal loan processing without customer touchpoints

Frequently Asked Questions

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