Introducing the Insights Agent: Consumer Insights, Without the Wait

Turning Product Review Sentiment Analysis Into Clear Shopper Insights

Consumer data is everywhere, but answers are still buried across reviews, sales reports, retailer portals, and disconnected dashboards. Harmonya's Insights Agent gives CPG and retail teams instant, grounded answers. It combines verified shopper reviews, item-level sales data, and enriched product attributes in one place.

Instead of waiting weeks for a custom readout, teams can spot what's driving demand, validate claims, and act in seconds. See the Insights Agent or request a demo.

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The Insights Agent Is Here

The Harmonya Insights Agent is your on-demand insights analyst for CPG and retail teams, not a generic chatbot. It connects shopper feedback, structured product data, and verified sales performance to deliver contextual answers in seconds.

Teams can move from question to action without waiting on custom research.

Built on Harmonya's proprietary enrichment infrastructure, it adapts to your taxonomy and evolves as new data sources are added.

Its workflows were shaped through real-world work with leading brands like Coca-Cola, Mars, PepsiCo, and Nestlé.

It has already cut time-to-insight from three weeks to 30 seconds for a Fortune 100 CPG.

Why Current Tools Fall Short‍

Let's be honest about how most teams get answers today:

  • You pull syndicated data and manually search for signals
  • You submit tickets to analytics teams and wait weeks
  • You launch a survey but aren't sure what to ask
  • You scan reviews, Reddit threads, and Google Trends hoping for inspiration
  • Or you try a consumer-facing GPT tool and get generic summaries with no grounding in real business performance

Each one solves for part of the problem. None of them solve for all of it. What CPG teams need is not another place to search, they need a conversational interface that links them to contextual sales, product, and review data.‍

Granular, Verified Insights. 10x Faster. Meet Agentic Intelligence

The Harmonya Insights Agent introduces a faster, more reliable model for shopper understanding. It layers your sales data with verified reviews and enriched product intelligence, then structures it to your taxonomy. Answers are specific to your business, not generic to the internet.

Powered by data from 300+ retail and ecommerce sites and 20,000+ granular product tags, the Agent helps teams compare competitors and quantify emerging trends. It connects shopper language to commercial outcomes.

Consumer intelligence platforms like G2 show how fragmented the current landscape is. That means less manual digging through Reddit, Consumer Reports, and disconnected dashboards.

You gain more confidence in what to do next.

How It Works‍

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At the heart of the Insights Agent is Harmonya's proprietary product and review intelligence infrastructure:

  • We collect product reviews, PDPs, and brand language from 300+ retail and ecommerce sites
  • We extract 20,000+ granular product tags that describe flavors, claims, benefits, textures, use occasions, and more
  • We connect those tags to item-level sales data, so you can see not just what people are saying, but what's selling
  • We turn all of this into an agent-ready knowledge base that supports natural language queries, real-time discovery, and contextualized decision-making

So, just ask a question and get an answer that's fast, factual, and actually useful.‍

What You Can Ask (and Why It Matters)‍

Across every function, Harmonya customers are already using the Insights Agent to move faster, make smarter decisions, and stay ahead of competitors.‍This isn't a gimmick. These are real prompts with real answers the Insights Agent has delivered, and they show what's possible when review data, product attributes, and sales performance are working together.‍

For Shopper Insights or Brand teams looking to validate ingredient positioning: "What percent of reviews that mention avocado oil are positive, and how does this compare to the rest of the tortilla chip category?"‍

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In this exchange, the Insights Agent immediately surfaces that avocado oil reviews are not only common, but more positive than the category average.

It quantifies consumer perception (86.3% positive sentiment) and contextualizes why it matters: shoppers who care about avocado oil aren't just trying something trendy, they're also more satisfied. This supports premium pricing and marketing strategy.

For Category and Innovation teams identifying whitespace or unmet needs: "What are consumers saying about sulfate-free shampoos, and how does that differ across brands?"

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This answer unpacks multiple layers: shoppers value gentle cleansing, hydration, and ingredient purity, but also note a short adjustment period. The Insights Agent identifies themes like scalp health, peace of mind, and hair type variation — all tagged and categorized — and offers to compare sentiment by hair type or treatment needs.

It's the kind of depth that helps teams reposition existing lines or shape future NPD.

For Ecommerce or Marketing teams optimizing PDPs and messaging: "What do shoppers love most about natural ingredient shampoos?"

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In this exchange, the Insights Agent pulls rich, emotional shopper language: words like "soothing," "hydrating," "deep moisture," and "pleasant scent". It links them to brand-specific feedback about why each one resonates and how those insights can inform PDP copy, ad language, or packaging claims.

You don't even need to know exactly what you're looking for.

The Insights Agent helps you explore, validate, and refine your thinking in real time, whether you're reacting to a leadership ask, crafting a retailer pitch, or figuring out which benefit claims actually convert.

Why This Changes Everything

The Insights Agent gives teams what they've been missing for years:

  • Speed to insight without sacrificing context or quality
  • Shopper-grounded language enriched with sales performance
  • Exploration and explanation, not just dashboards and downloads
  • Cross-functional relevance for Insights, Category, Marketing, and Innovation teams
  • Repeatability and scale so insights don't live in one person's head or one team's report
  • It's a faster way to ask, a smarter way to explore, and a clearer way to decide.

It's already cut time-to-insight from three weeks to 30 seconds for a Fortune 100 CPG.

Not Just Ask. Actually Answer.

You may have seen other tools claiming to summarize reviews in a chatbot. Great, if all you want is directional chatter and broad sentiment.

But Harmonya's Insights Agent does what others can't:

  • It connects reviews to real product performance
  • It quantifies emerging trends with actual POS data
  • It enables deep analysis, not just quick checks
  • It's built on a proprietary data pipeline, not public prompts

If you want to compare, validate, shape strategy, or build a sell-in story, you need something much more robust than just a review aggregator.

The Insights Agent is the only solution that pairs consumer language, enriched attributes, and verified sales data into one cohesive intelligence layer. It helps you answer why something is happening, not just what people are saying.

What Comes Next

This is more than a new interface. It's a faster operating model for insights, category, ecommerce, and innovation teams.

As Harmonya expands the Insights Agent, it will unify internal, external, and enriched data sources. Teams will move from fragmented analysis to repeatable decision-making in one workflow.

This is where analytics meets action and feedback meets facts. Research from NRF's Consumer Insights Studio highlights how critical fast, reliable insights are for retail decision-making.

Watch a quick overview, then request a demo to see how your team can turn three-week cycles into seconds.

Request a Demo

Schedule a personalized demo to see how Harmonya enriches product data, surfaces high-growth attributes, and maps shopper language back to the SKU level. We’ll walk through relevant category workflows, show how teams move from data cleanup to action, and answer questions about fit. Want proof first? Watch the Harmonya Enrichment Overview or explore Case Studies before booking.