Attribute Intelligence Module

See Every Product Through Its Attributes

Attribute Intelligence is the foundational data layer powering modern category strategy. Enriched, normalized, and continuously updated product attributes across your entire category landscape, ready to feed the decisions that matter.

SEE YOUR CATEGORY
SEE YOUR CATEGORY
Features

The Data Layer That Powers Everything Else

Attribute Intelligence delivers the enrichment foundation and a suite of tools that turn product data into immediate, actionable intelligence.

Product Enrichment Engine

Harmonya's AI enrichment engine tags every product in your category with hundreds of normalized attributes, from ingredients and claims to flavor profiles and functional benefits. The result is a continuously updated, category-wide dataset that replaces manual taxonomy work and gives every team a single source of attribute truth.

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AI Readiness Audit

Score how discoverable your products are for specific consumer needs. The AI Readiness Audit evaluates your attribute coverage against what consumers are searching for, identifies competitive gaps, and surfaces growth signals where your portfolio is under-indexed relative to demand.

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Trend Intelligence

See which consumer conversations are gaining velocity before they show up in sales data. Trend Intelligence tracks how review language shifts across your category, surfacing rising attribute themes like "clean label," "texture," or "functional benefits" as they move from niche to mainstream.

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Use cases

From Clean Data to Commercial Decisions

Three high-impact use cases that turn enriched product attributes into measurable business outcomes.

MARKETING

E-Commerce Optimization

Use AI Readiness Audits and Digital Shelf Intelligence to understand exactly how your products show up when consumers search. Identify where your PDP content is missing the attributes shoppers are looking for and prioritize content updates that directly improve discoverability and conversion.

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INNOVATION

Data Foundation for Category Strategy

Replace fragmented, manually maintained product taxonomies with a continuously enriched attribute dataset. Give every team, from category management to sales to R&D, a shared, normalized view of the category that updates automatically as products launch and claims evolve.

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Portfolio

Regulatory & Ingredient Risk

Cross-reference your product attributes against regulatory risk databases. The Ingredient Risk Monitor tracks ingredients facing scrutiny, bans, or reformulation pressure, giving your quality and compliance teams early warning before regulatory changes hit the shelf.

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Customer results

Real Outcomes
From Real Teams

Enterprise CPG teams use Attribute Intelligence to build the data foundation their legacy tools can't provide.

Fortune 100 CPG - Redefining Attribution

A Fortune 100 CPG company used Harmonya's enrichment engine to completely redefine their product data attribution methodology, replacing a manual process that couldn't keep pace with category complexity and giving their teams a scalable, AI-powered attribute layer.

Fortune 100 CPG - Automating Data Attribution

A Fortune 100 CPG manufacturer automated their entire product data attribution process through Harmonya, eliminating months of manual taxonomy work and enabling real-time attribute updates across their full portfolio.

Cross-Category Growth Trends

A global CPG company applied Harmonya's enriched attribute data across multiple categories to identify cross-category growth trends invisible in traditional data sources, connecting attribute-level signals across food, beverage, and personal care to prioritize innovation investment.

6 months

Tortilla Chips Category

A leading salty snacks company used Consumer Intelligence to uncover hidden consumer preferences that weren't visible in sales data, revealing attribute-level opportunities in flavor and texture that reshaped their innovation pipeline.

$1.2B

RTD Coffee - Occasion Discovery

Consumer Intelligence revealed that afternoon and nighttime consumption occasions for RTD coffee were growing at +162% and +2,400% respectively, signals invisible in traditional panel data that unlocked an entirely new positioning strategy.

$300M+

High-Protein Frozen Meals

A frozen meals brand discovered through Consumer Intelligence that texture consistency was flagged in 75% of its 750+ reviews, making it the top formulation priority. The insight shifted their R&D roadmap and informed updated packaging claims.

VIEW CASE STUDIES
VIEW CASE STUDIES
Ecosystem

Part Of A Complete Intelligence Framework

Consumer Intelligence is one of three modules built on Harmonya Enrichment, the industry's deepest product attribute dataset. Each module delivers a different lens on your category.

Demand Intelligence

Map the growth themes reshaping your category. Demand Intelligence clusters enriched product attributes into demand themes, maturity curves, and brand scorecards so your team can see where growth is accelerating and where white space exists.

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Consumer Intelligence

Hear what your category's consumers are really saying. Consumer Intelligence connects ratings, reviews, and sentiment data to the same enriched attribute framework, revealing how shoppers talk about the themes driving your category.

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See What Consumer Intelligence Looks Like For Your Category

Get a personalized walkthrough showing the sentiment signals, health scores, and consumer trends in your specific category.

SEE YOUR CATEGORY
SEE YOUR CATEGORY