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classify
category
normalize
magic_exchangeproduct · agentic text manager

agentic text manager.

multi-agent text classification with human-in-the-loop review — hierarchical categories, confidence scoring, full-text search, and submission tracking.

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01 · the problem

messy text costs real money.

E-commerce companies receive product data from hundreds of suppliers — each with their own naming conventions, abbreviations, and category structures. "Nike Air Max 90 Men's Running Shoe Black/White" from one supplier becomes "NIKE AM90 M BLK/WHT RUNNING" from another.

Manual normalization doesn't scale. Regex breaks on edge cases. Customers can't find products because search fails on inconsistent titles. Categories are wrong. Filters break. Revenue leaks through bad data.

02 · our approach

AI classification with human review.

Feed your product catalog through our text agent. It classifies, normalizes, and maps to your taxonomy — then surfaces uncertain items for human review. The more you review, the more confident it becomes.

category

Hierarchical Categories

Manage nested category trees with parent-child relationships

smart_toy

Multi-Agent Classification

Gemini-powered pipeline with confidence scoring and cache layer

rate_review

Review Queue

Approve or reject pending submissions with one-click actions

search

Full-Text Search

Search across all entries instantly with real-time results

dashboard

Analytics Dashboard

Stats cards, category distribution charts, recent submissions

tune

Classification Cache

Normalized text caching for consistent, fast re-classification

03 · who it's for

anyone drowning in unstructured product data.

check_circleE-commerce teams managing multi-supplier product catalogs
check_circleMarketplaces normalizing listings from thousands of sellers
check_circleRetailers mapping supplier SKUs to internal category trees
check_circleData teams cleaning product feeds for analytics and search
magic_exchange

Messy text in. Classified catalog out.

Submit text, watch the agent classify it, review results in the queue. Hierarchical categories, confidence scores, and full-text search built in.

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no code yet? book a demo to get instant access

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