Most pricing, availability, and assortment insights fail when product matching is wrong. And in reality, products aren’t 1:1 - they vary in size, format, pack configuration, branding, and positioning. Anakin solves this at scale. Our matching engine combines machine learning, rules, and human review to compare products with real-world nuance. From private labels to pack-size differences and near-identical listings, we handle complexity most systems miss.
What We Can Match
Exact Matches
Exact product matches across platforms and languages.
Fuzzy Match Logic
Near-identical SKU matching by pack size, weight, and quantity.
Private Label Matching
Matching across private label and white-label products.
Variant Matching
Cross-regional and cross-brand product variants.
Configurable Thresholds
Match logic configurable by category, geography, and use case.
What Powers Our Matching Engine
Rule-Based Filtering & Scoring
Category rules (price variance, unit differences, brand mappings) refine match logic for each client and vertical.
AI Candidate Generation
Identifies potential matches using NLP, taxonomy logic, and vector similarity across names, attributes, and images.
Continuous Learning Loop
Verified matches feed back into the engine to improve AI performance and rule accuracy over time.
Human-in-the-Loop QA
Low-confidence and edge-case matches are reviewed by our trained team using client-specific rulebooks.
Who is it for?
Grocery & Q-commerce
Match private-label items, similar SKUs, and cross-pack variants — even without GTINs.
E-commerce & Marketplaces
Unify catalog data across sellers and regions for clean apples-to-apples comparisons.
Retail & CPG Brands
See how competitors position your SKUs or promote similar products across brands.
Mobility, Insurance, and Services
Match tiered service levels or policy packages for consistent competitive benchmarking.
Our Edge
Complete catalog coverage
not just a sample
Increased visibility
Cross-platform + cross-region visibility
Clear distinctions
Normalized taxonomy = clean comparisons
It's all happening live
Real-time change detection
No second thoughts
Fully integrated into your pricing, planning, and reporting workflows
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