Prove relevance against one real assortment.

A LabNoir pilot tests EPE, the Emotional Prompt Engine, against a controlled assortment, the retailer’s existing technology environment, and clearly defined quality and commercial measures.

Discuss a pilot →

Map

Review existing search, recommendation, AI shopping, sizing, clienteling, product information, inventory, checkout, and catalog and variant readiness.

Calibrate

Align retailer vocabulary, product attributes, emotional interpretation, merchandising rules, constraints, approved language, and success measures.

Validate

Run the Fashion Reasoning Benchmark with department, size, material, delivery, urgent-delivery, no-result, locked-item, one-item replacement, and checkout-handoff testing before customer release.

Run

Release the experience to a controlled audience and observe declared intention, product response, locking, replacement, refinement, saved looks, and checkout handoffs.

Evaluate

Measure relevance, engagement, catalog gaps, merchant intelligence, technical fit, and the case for a broader commercial deployment.

Pilot scope

A bounded release with measurable standards.

Up to 400 selected products
Product and variant data review
EPE enrichment
Retailer calibration
Fashion Reasoning Benchmark
Retailer-branded sandbox
Controlled customer release
Checkout handoff
Weekly optimization
Final intelligence report

Pilot quality gate

A pilot does not progress to controlled customer release until the agreed quality gate is met.

These are pilot release standards, not historical performance claims.

95%+ Fashion Reasoning Benchmark
100% critical integrity
Critical integrity: department and protected color
Critical integrity: footwear requirement and size eligibility
Critical integrity: product and variant identity
Critical integrity: material and delivery requirements
Critical integrity: protected-requirement reconciliation
One-item replacement preserves unaffected items
Bag payload preserves correct SKU, variant, size, and quantity