Which social listening platforms offer category-level trend reports?
A category-level trend report shows what is changing across a whole product category, not just your brand. Here is what a good one contains, how to get one, and the questions to ask any platform that says it offers them.
The short answer.
A category-level trend report shows what is changing across a whole product category: themes, products, claims, creators and competitors. Many platforms offer some form of it, often as a premium or consulting service, so ask what is automated and what is custom. With Noodle4 you build it from your own taxonomy, classified content, anomaly detection and reports, across video, images, text and comments on TikTok, Instagram, YouTube, Reddit and X.
Last updated 19 October 2026.
By the numbers
Video platforms now act as search engines and news sources, so categories shift there first.
- 55%
- of US adult TikTok users regularly get news there (Pew Research, Mar 2026)
- 41%
- of Gen Z turn to social media first when searching for information (Sprout Social Q2 2025 Pulse)
- 37%
- of US adults use TikTok, up from 21% in 2021 (Pew Research, 2025)
Figures are as reported by each source. Sample sizes and dates are listed under Sources.
What a category trend report is
Most listening reports are about your brand. A category report looks wider: what people in your category are talking about, what is rising, what is fading, and who is driving it. It helps with product development, content planning and spotting a competitor’s move early.
What a good one contains
- Themes. What people discuss, grouped into categories that match your market.
- Growth. What is rising or falling, compared with a normal level.
- Products and claims. Which products, ingredients or claims are gaining attention.
- Creators and communities. Who is leading the conversation.
- Audience reaction. How people respond, by reason, not only by sentiment.
- Examples. Real content behind each trend, so you can check it.
How to build one
- Define the category. The products, topics and competitors it covers.
- Create a taxonomy. The themes you want to see.
- Collect and filter. Pull in relevant content and remove noise before analysis.
- Classify. Sort every item and comment into the taxonomy.
- Watch for change. Use anomaly detection to find unusual rises.
- Report. The same headings each period, with examples linked.
Questions to ask any platform
| Question | What to ask | A good answer |
|---|---|---|
| Is it automated? | Is the report generated by the platform, or built by analysts for a fee? | A clear answer, and the cost of each |
| Can I define the category? | Can I set the products, topics and competitors? | Yes, and it updates as I change them |
| Does it include video? | Are trends based on what is shown and said, or only on text? | Video, comments and text |
| Can I see the evidence? | Does each trend link to the content behind it? | Yes |
| Can I use my taxonomy? | Are themes my own, or fixed labels? | My own |
How Noodle4 fits
Noodle4 classifies content into the taxonomy you define, flags unusual changes with anomaly detection, and produces reports from the results. You can ask for them in the platform, pull the data through the API, or ask questions from Claude through MCP. It works on video, images, text and comments, so trends are not limited to what is written.
What Noodle4 includes
Noodle4 is a full social intelligence platform, not only a video tool. It reviews text as well as video and images, and it includes:
- Text, video and image review. Reads captions, on-screen text, spoken words, images and comments, so the whole piece of content is understood.
- Taxonomies. Organise content and comments into your own categories, so results match how your team thinks.
- Visual-level SKU tracking. Spot products and SKUs as they appear in videos and images, not only when they are named in text.
- Classifications. Every piece of content and every comment is classified by topic, type and relevance.
- Anomaly detection. Flags unusual spikes and shifts, so you see what is trending before it spreads.
- Slack and Slack Connect. Reviews, risks and reports go to your team’s channels, and to shared channels with partners.
- MCP. Ask about your creators, campaigns and social intelligence from Claude, Cursor or any MCP client.
- API. Send content in and get structured results back from your own systems.
That covers social listening, brand monitoring, influencer screening and monitoring, content review and reporting in one place. It is priced on usage, not seats, from £99 a month.
Sources
Checked 19 October 2026. Figures are quoted as the sources report them, with the survey and sample size where given.
- Pew Research Center: 8 facts about Americans and TikTok (Mar 2026). TikTok use and news use among US adults.
- Sprout Social: Social media marketing statistics for 2026. Compiles Sprout surveys (Index, Pulse) and third-party figures. The page does not state sample sizes.
- DataReportal: Digital 2026 Global Overview Report (Oct 2025). Social media user identities, time spent and app usage. TikTok and Instagram times are Android-app figures from Similarweb, August 2025; YouTube share of US TV viewing is from Nielsen.
How we know this
These notes come from building Noodle4’s review and listening pipelines, not from a published academic sample. Cost curves, intent splits, and ASR collisions are from internal R&D and client-shaped tests. They will not match every category. We include them because the failure mode is structural — not because one campaign is universal.
Alex Gray-Johnson is Co-Founder at noodle4, with 8 years in AI classification models and marketing.
Frequently asked questions
Can I get trend reports for my category?
You can build them in Noodle4 from your own taxonomy, classified content and anomaly detection.
Does it use video?
Yes. Noodle4 analyses video, images, text and comments.
Can I get the data into my own reports?
Yes, through the API, and answers through MCP.