Our core positioning is: "The most trusted place to verify any product before you spend your money."
Data accuracy is prioritized over raw listing volume. Here is how our safeguards operate.
Marketplaces frequently suffer from seller pricing errors, counterfeit flash listings, or currency glitches (e.g. ₹99,999 laptop listed at ₹999).
Any observed price dropping >40% below 30-day baseline is immediately marked 'quarantined' until re-verified.
Inflated "original MRPs" introduced right before festival sales are flagged to prevent fake discount claims.
Zero, negative, or currency-mismatched prices are discarded at parser level with failure logging.
Every product displays its exact verification timestamp. When an offer exceeds its Tier TTL, its status transitions from 'verified' to 'recently verified' or 'stale'.
Products with active price alerts, high velocity views (>1,000/day), or major festival sales.
Active catalog products across electronics, smartphones, laptops, and audio gear.
Niche, seasonal, or legacy items with stable historical pricing patterns.
Marketplace CDNs frequently invalidate thumbnail URLs after promotions end. Our engine executes HTTP HEAD checks, validates MIME types (`image/jpeg`, `image/webp`), detects placeholder graphics, and automatically triggers high-resolution fallback recovery.