# What are the best tools for automating feedback categorization?

<p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true"><strong> </strong>I’m searching for platforms that categorize and structure customer feedback automatically, surfacing recurring themes without heavy manual work. Standouts:</p><ul>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/external_clickthroughs/record?secure%5Bcategory_id%5D=2506&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bproduct_id%5D=134003&amp;secure%5Bresource_id%5D=2506&amp;secure%5Bresource_type%5D=Category&amp;secure%5Bsource_type%5D=category_page&amp;secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Ffeedback-analytics%2Fad%3Ffree_page%3Dfalse&amp;secure%5Btoken%5D=2f0ed809caf43ae0c3d50db11a10210e5a94714c9b2dd67328c67b4e5885ca9d&amp;secure%5Burl%5D=https%3A%2F%2Fwww.unitq.com%2F&amp;secure%5Burl_type%5D=paid_promos"><strong>unitQ</strong> </a>– Real-time AI insights with strong dashboards.</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/chattermill/reviews"><strong>Chattermill</strong> </a>– Great for classifying unstructured feedback.</li>
<li>
<a class="a a--md" elv="true" href="https://www.g2.com/products/resonate-cx/reviews"><strong>Resonate CX</strong></a> – Strong for analysis and organization.</li>
</ul><p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true">I’d love to know how well these automated the process and what impact they had on workflows.</p><p class="elv-tracking-normal elv-text-default elv-font-figtree elv-text-base elv-leading-base elv-font-normal" elv="true"></p>

##### Post Metadata
- Posted at: 8 months ago
- Author title: Content Marketing Specialist
- Net upvotes: 1




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