PriceEngine — Dynamic Pricing Engine & E-Commerce Dashboard
An intelligent AI-powered dynamic pricing engine and management dashboard for e-commerce platforms that combines product demand, customer…
An intelligent AI-powered dynamic pricing engine and management dashboard for e-commerce platforms that combines product demand, customer behaviour, sales velocity, and inventory depletion rates into a multi-signal pricing score. Adhering to the engineering clue to never rely on single-signal pricing, it distinguishes high-bounce curious browsing from price resistance, balances scarcity against clearance, and enforces strict anti-flea-market guardrails (price bounds, single-step caps, 72-hour cooldowns, and manual human approval workflows) with plain-English AI explanations.
- Multi-signal pricing algorithm combining demand score, conversion efficiency, cart abandonment friction, and Days of Inventory Remaining (DOIR)
- Differentiates curiosity browsing from genuine price friction to prevent naive markdowns on high-bounce products
- Anti-flea-market safety guardrails: strict price floor/ceiling bounds, single-step caps (max ±15%), and 72-hour cooldown locks
- Human-in-the-loop manual approval drawer for high-impact price adjustments (>10% or >$20 shifts)
- Plain English AI reasoning engine explaining the exact catalysts and expected margin impact for every pricing decision
- Full interactive operations dashboard matching reference design with 5 KPI sparklines, recommendation table, category performance, and strategy donut chart
Built with: Vanilla JavaScript, HTML5 / CSS3, Multi-Signal Intent Engine, Inventory Velocity & DOIR Modeling, Anti-Flea Market Guardrails, Plain English AI Rationale Generator, Interactive SVG Charts & Sparklines, Google Fonts (Sora, Outfit, Chivo Mono)