IND-03 · COMMERCEE-commerce
Personalization that moves AOV, not just clicks.
Recommender systems, dynamic merchandising, conversion intelligence and AI-first discovery — engineered for global commerce footprints.
Engagement signals
Live
+38%
Avg. order value lift
+19%
Conversion rate
<50ms
Edge inference latency
1.4B
Daily inferences served
Vertical pressure
The forces shaping this industry.
PRESSURE-01
Static merchandising at scale
Manual category curation cannot keep up with SKU velocity or intent diversity.
PRESSURE-02
AI-first product discovery
Shoppers ask AI assistants for product picks. Your catalog must be a structured, machine-readable answer.
PRESSURE-03
Margin and inventory pressure
Pricing, promo and inventory decisions all benefit from real-time intelligence — not weekly cadence.
Mapped capabilities
The Ptimz stack, tuned to your vertical.
Each capability below is deployed using vertical-specific evals, guardrails and data models.
Outcomes
Compounding wins, in production.
+38%
AOV lift on personalized cohorts
+19%
Conversion improvement
14 ctry
Edge-deployed inference footprint
In the field
A live customer signal.
Global retailer · 14 countries
"We replaced a five-vendor personalization stack with one Ptimz system. Order value is up double digits — and engineering finally sleeps at night."
FAQ
Frequently asked
Engagement
Personalization that earns its margin.
A 30-minute session with a senior engineer who has shipped recommender systems at global commerce scale.