Custom attributes

Your definitions, applied to every product.

The part only you can write. Demand spaces, thresholds and your own taxonomy, coded onto every product in scope the same way and re-applied every run.

about 18,000 UPCssugar 0g25 cal or underno artificial color
1,640
in your set
Better-for-youas you defined it,
applied to the whole file
same rule · every UPC · every run

Illustrative definition, invented customer. The mechanism is real: the threshold is yours, it runs on the whole file rather than a sample, and a product leaves the set the run its facts stop clearing the bar.

What you can define

Three kinds of definition, all of them fields on the product.

Hierarchies
the taxonomy your team already uses

The internal schema your team codes by hand today, applied to every product in scope automatically and re-applied every run. Your department, category and segment naming, with no translation layer between our taxonomy and yours.

Thresholds
the line your team draws

Better-for-you, premium, value, single serve. You set where the cut falls, and a product moves in or out of the set on the run its facts change.

Demand spaces and flags
the sets you argue about

A demand space that spans three aisles, own brand against national brand, a watchlist. Each one becomes a field on the product, applied the same way every run.

Where this gets used

One definition of the set, on the product, that everyone reads the same way.

01

Category management

Run the review on your own segment structure and your own thresholds, against the same product attributes everyone else reads.

02

Insights and strategy

Cut the category the way the strategy frames it, including groupings that span aisles and appear in no standard hierarchy.

03

Data and engineering

The definition lives with the product, versions with it, and arrives already applied to every UPC in the feed.

Results

A Fortune 100 CPG was coding its product file by hand, and coverage stalled near 68 percent. A custom catalog now codes the whole file to their own taxonomy every cycle, including the 26,185 products no one had reached. The same mechanism carries customer-defined demand spaces.

98%

accuracy coding to their taxonomy, independently validated

Fortune 100 CPG →
32%

of the file had never been coded by hand, now covered

Fortune 100 CPG →
$300M+

in revenue opportunity from customer-defined demand themes

Leading Snacks Manufacturer →
>80K

products coded every cycle, all to their definitions

Fortune 100 CPG →

Three layers of attributes

Custom is one of three layers. Core is what the product is. Contextual is what the market says about it.

One product, one key0 99999 12345 7

Every attribute hangs off the same UPC. Add the three layers up and you have the product described in full, with nothing counted twice.

Core

listing, pack and label

What the product is. Identifiers, brand hierarchy, taxonomy, size and multipack, packaging, origin and titles. True whether or not anyone ever buys it.

Answers

What is this product, and which of my SKUs match it?

Contextual

listings and reviews

What the market says about it. Claims as they are published, benefits, occasions, audiences, taste and texture, and the words shoppers use. Attributes keep arriving because the market keeps describing the product.

Answers

Why are people buying this, and what is rising?

Custom

your definitionsyou are here

The structure you set. Your demand spaces, your thresholds, your naming and your own taxonomy, applied to every UPC in scope the same way.

Answers

Which products count, by the definition you set?

Four ways to take delivery

Pick the one that fits where the work happens. The attributes underneath are identical.

Attribute feeds

The attributes delivered into your stack as a flat file, an API or a warehouse share. They join to your sales data on the UPC, so the category rolls up the same way in every system that reads it.

YOUR WAREHOUSEOn a schedule agreed with you
UPCBENEFITFORMAT
0 99999 10011 8High proteinBar
0 99999 10014 9Low sugarCup
0 99999 10019 4Keeps me fullShake
0 99999 10022 4Grab and goPouch
ASKED IN THE PLATFORM
Question
Which benefits are growing fastest in my category?
Rising benefits, by dollarssized
Where the shelf has no answerwhitespace
Who is already carrying itcompetitive

Insights Platform

The same attributes inside our platform, where category and insights teams ask the questions themselves without waiting on a ticket.

Packaged Service

We scope the question, run it against the attributes and hand back the answer, with the working shown so your team can defend it internally.

SCOPED ENGAGEMENTWe run it
You bring
The question, the categories and the deadline.
The answerwritten up
The attributes behind itat the UPC
The methodshown
YOUR ASSISTANTReads the catalog
Asked in your own tool
What is in this pack, and who else makes one?
Core fieldsreturned
Custom valuesreturned
Your own definitionsreturned

Harmonya MCP

The same attributes exposed to your own agents and assistants over MCP, so a question asked inside the tools your team already uses is answered from the catalog rather than from a guess. Coming soon.

What our customers are saying

“The relationship between Coca-Cola and Harmonya has truly felt like a partnership. We treat them as an extension of our team.”

Rylee Rogers

Fmr. Category Sales Advisor

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“Before Harmonya, we couldn’t track competitor innovations online effectively. Now we can see how fast they’re scaling, just like we do in brick and mortar.”

Michael Mackezyk

Senior Manager, Data Capabilities

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"Harmonya is becoming a powerful unlock across our organization—it's  being explored as a cross-functional innovation, brand strategy, and product development tool."

TJ Hanel

Director Omni-Commerce Retail Media Strategy

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"Harmonya enables us to efficiently uncover deeper insights into consumer sentiment and product ingredient preferences, allowing us to identify actionable opportunities to meet shopper needs and enhance category shopability"

Kristina Foreman

Category Analyst

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"Harmonya is elevating and enhancing the way we analyze and tell stories with data. The platform enables us to uncover deeper insights that have measurable impact. The team is collaborative, innovative, and truly invested in our success!"

Savita Kharbas

Senior Director of Category and Consumer Insights

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“With Harmonya’s review data, we can quantify what customers are saying and compare which products meet their needs best—not based on what we say, but on what they say.”

Rylee Rogers

Fmr. Category Sales Advisor

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"Working with Harmonya has been a game-changer – keeping us deeply engaged through new product releases while empowering us to turn complex data into clear, actionable insights."

Wendy Fan

Commercial Strategy Manager

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“What Harmonya came up with was an AI-powered solution that helped us match 2,000 missing items. That gave us visibility into $1.7 billion in annual sales we were previously blind to.”

Michael Mackezyk

Senior Manager, Data Capabilities

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"The Harmonya team has played a vital role in finding insights on texture, flavor, and nutritional content across our competitive set, identifying innovation whitespace, and sparking additional conversations as we develop concepts for our brands."

Bailey Harrison

Senior Associate Brand Manager

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A use case to start with.

Custom attributes are the part only your team can write. Once your definitions sit alongside the rest, every system reads the set the same way.

Product Dictionary

One consistent reference for product attributes and language, across every system and category.

See the use case

Request a Demo

Thirty minutes on your categories. How the attributes get built, and the questions your team could put to them.