Control and Prove Every AI Pricing Decision
AI sets prices, ranks products, and approves refunds. Where's the audit trail? ByteVerity provides cryptographic evidence for every AI decision—from dynamic pricing to product ranking to returns approval.
When Customers Challenge AI Decisions
“Why was I charged more than my neighbor?” “Why was my return denied?” “Why is this product ranked lower?” When customers or regulators challenge your AI decisions, you need evidence—not explanations.
Pricing Disputes
Dynamic pricing without proof invites discrimination lawsuits.
Ranking Bias
Why did one product rank higher? Vendors demand transparency.
Promo Fairness
AI-targeted promotions can look discriminatory without evidence.
Returns Fraud
AI denies returns, customers dispute. Where's the decision trail?
Governance for Every AI Decision
From price changes to product rankings—every AI decision gets cryptographic attestation.
Dynamic Pricing Governance
AI adjusts prices in real-time based on demand, competition, and inventory. Every price change is wrapped in an attestation that proves the decision was within approved parameters.
Governance Controls
- Price floor and ceiling enforcement
- Maximum delta per time window
- Geographic pricing fairness checks
- Competitor parity bounds
- Margin protection rules
- Regulatory compliance mapping
Promotion Targeting Governance
AI decides who sees which promotions. ByteVerity ensures targeting decisions are auditable and prove non-discrimination.
Governance Controls
- Budget guardrails per campaign
- Protected class exclusion verification
- Geographic fairness constraints
- Frequency capping enforcement
- A/B test attribution tracking
- Discount stacking limits
Product Ranking Governance
AI determines what products appear first. When vendors or regulators ask why, you have cryptographic proof of the ranking factors.
Governance Controls
- Ranking factor transparency
- Paid placement disclosure
- Organic vs. sponsored separation
- Vendor fairness metrics
- Search relevance auditing
- Anti-manipulation detection
Returns & Fraud Governance
AI approves or denies returns and flags fraud. When customers dispute, you have evidence of the decision factors.
Governance Controls
- Decision factor attestation
- Customer history context
- Fraud score thresholds
- Appeal workflow logging
- Human override tracking
- Dispute resolution evidence
“Blast Radius” for Retail Decisions
Before any AI change goes live, know exactly what's affected.
Pricing Change Impact
Risk Assessment
Dispute Defense
When a customer claims unfair pricing or treatment, you have the evidence.
Scenario: Customer claims price discrimination
“I was charged $49.99 while my neighbor paid $39.99 for the same product. This is discrimination.”
ByteVerity Evidence Package
- Pricing factors: Inventory level (12 units), demand score (high), competitor price ($47.99)
- Neighbor's context: Different time (2 hours earlier), different inventory level (84 units), different demand score (low)
- No demographic correlation: Protected class attributes not used in pricing model (attestation included)
- Cryptographic proof: SHA-256 hash of decision context, Merkle root of model parameters
Who Uses ByteVerity in Retail
CFO / Finance
“Our AI pricing drives $2B in revenue. I need to prove we're not leaving money on the table—or breaking laws.”
Chief Merchandising Officer
“AI controls product placement across 50,000 SKUs. When vendors complain, I need evidence of fair treatment.”
General Counsel
“Class action risk from AI pricing is real. I need evidence that proves our algorithms don't discriminate.”
Customer Experience
“When customers dispute AI decisions, I need to explain why—with proof, not just policies.”
“AI gives us insight into pricing optimization. ByteVerity gives us the governance to prove we're using it responsibly. Insight + Governance.”
VP of Pricing Strategy
Fortune 100 Retailer
Ready to govern your AI decisions?
See how ByteVerity helps retailers prove every AI pricing, ranking, and returns decision.