Brand Perception & Narrative

Summary#

Brand Perception & Narrative reads how your brand is talked about — measured web mentions, their sentiment split, the domains doing the talking and recent news — and pairs that evidence with a labelled qualitative assessment of perception on one tab and the dominant stories about you on the other.

Purpose#

Rankings and links tell you whether people can find you. They say nothing about what those people think, or which story about you is winning. This tool exists for the reputation decision: which specific belief to reinforce, which specific objection to answer, and which venue to answer it in.

Overview#

Enter a brand or domain. Metric Vault measures real web mentions of the brand through the content-analysis index — the total count, the positive/neutral/negative split and the top mentioning domains — and pulls recent Google News coverage. That evidence is then given to a language model, which returns a qualitative read using labelled ratings only.

This is deliberate, and it is the most important thing to understand about the tool. The prompt forbids invented scores, percentages and trend numbers. Ratings come back as Strong / Moderate / Weak, High / Moderate / Low and Improving / Stable / Declining. The only precise numbers on the page — mention volume, sentiment percentages, mentioning domains and news items — are measured, and they are labelled as such.

The screen carries a tab strip with two tools: Perception and Narrative Drivers. The sidebar entry for both reads Brand Perception & Narrative. The Perception screen is titled Perception Analysis; the Narrative screen is titled Narrative Driver.

Benefits#

• Separates what is measured from what is judged, and labels each on the page.
• Names the domains already shaping your narrative, so outreach has a target list.
• Turns diffuse "brand sentiment" into named positive and negative attributes with evidence.
• The Narrative tab surfaces the stories you should own but do not.
• Every recommendation is required to name the specific weakness it addresses.

Use Cases#

• Objection handling. Sales keeps hearing "too expensive"; you confirm whether that shows up as a top negative attribute and where it is being said.
• Post-incident check. After bad coverage you want the sentiment split and the outlets carrying it, not a vibe.
• Messaging refresh. You are rewriting the homepage and need to know which associations are already strong enough to lean on.
• Narrative gap hunting. The Narrative tab shows a story your category cares about that nobody attributes to you yet.
• PR target list. Top Mentioning Domains gives you the venues that already write about you, ready for a pitch.

Requirements#

• A signed-in account and a paid plan; Free covers the zero-credit technical tools only.
• One credit available per tab. See How credits work.
• A brand with some public presence. With no measured mentions the qualitative read still runs but has no evidence block beneath it.

Permissions#

Plan decides access; team role does not.

Cost#

1 credit per run, on each tab, as printed on the buttons Analyze Perception · 1 report and Analyze Narratives · 1 report.

Both are light tools: recorded in your usage but never blocked when the monthly premium allowance is spent, and subject to the 100 light-tool calls per hour fair-use limit. A shared-cache hit still charges 1 credit; the cache holds both tools for two days. Reopening a saved result is free. See How credits work and Result caching and freshness.

Navigation Path#

Dashboard → AI Visibility → Brand Perception & Narrative

Inputs#

Step-by-Step Guide#

1. Open Dashboard → AI Visibility → Brand Perception & Narrative.
2. Stay on the Perception tab.
3. Type your brand or domain into the input marked e.g. nike.com.
4. Click Analyze Perception · 1 report, or press Enter in the input field.
5. If you have analyzed this brand before, choose Open saved result (free) or Run fresh (1 credits).
6. Read the measured evidence first — mentions, sentiment lean, top domains, news — then read the qualitative ratings against it.
7. Switch to the Narrative Drivers tab and run the same brand to see the stories behind the perception.

Reading the Results#

Perception#

The KPI row is the measured part: Mentions (real web mentions found), Sentiment lean and Overall. Sentiment lean reads Positive lean when positive exceeds negative by ten points or more, Negative lean when negative exceeds positive by ten or more, and Mixed in between. Treat a Mixed lean as genuinely mixed rather than neutral — it usually means two audiences disagree.

Qualitative AI Read (Strong / Moderate / Weak) is the judgement layer. It gives an overall rating plus four meters — trust, quality, innovation and value. The bars are drawn from the labels, not from a hidden score, so read the words rather than the bar length. A Recent direction callout beneath states Improving, Stable or Declining with a one-sentence reason.

Perception Summary (Qualitative) is two or three paragraphs on what the brand is associated with, the dominant emotional reaction, where reputation has shifted and the strongest tensions between audiences. It is written in measured language on purpose — "tends to be seen as" rather than "is".

Positive Attributes and Negative Attributes are the section to act on. Each row names an attribute, a strength of High, Moderate or Low, and a one-sentence justification. A High negative attribute is your single most valuable piece of information on this page: it is the objection your buyers are already holding. Answer it with a concrete asset — a pricing breakdown, a security page, an independent comparison — not with a message.

Emotional Tone Mix (Distribution) rates five emotions — Trust, Excitement, Curiosity, Skepticism, Frustration — as High, Moderate or Low. High Skepticism with High Curiosity is a proof problem: people are interested and unconvinced, which is the easiest state to fix. High Frustration points at product or support, not marketing.

Audience Segments rates each named segment Positive, Neutral or Negative with a short note. A single Negative segment among positives tells you where to aim rather than to change the whole message.

Top Mentioning Domains (Real DataForSEO) and Recent News Coverage (Real Google News) are measured. The first ranks up to six domains by mention count; these are the venues that already shape your narrative and the obvious first pitch targets. The second lists up to five recent headlines with source and date.

Premium Recommendations (Prioritized) closes the report, followed by Perception Insights & Action Plan built from the measured numbers. Each recommendation is required to name the specific weakness it targets and a concrete action; if one reads as generic advice, treat it as a weak result and re-run.

Narrative Drivers#

The Narrative tab keeps the same labelled-ratings discipline and answers a different question: which stories are being told. It returns an overall narrative strength rating plus clarity, consistency and momentum ratings, a narrative summary, and then:

• Dominant narratives — five stories, each with a strength label, the source it is carried by, a sentiment and a description. These are what people already believe.
• Narrative gaps — stories you should own and do not. This is the content brief.
• Competitor narratives — the stories rivals own, with the threat they pose.
• Recommended interventions — the ordered plan, closed by Narrative Insights & Action Plan built from the measured mention data.

Examples#

Screenshots#

Tips#

• Read the measured blocks first and the qualitative read second. The evidence should explain the judgement; where it does not, trust the evidence.
• Take the top negative attribute into Press Pitch Assistant or your content plan the same day. It is the highest-value line on the page.
• Use Top Mentioning Domains as a standing PR target list rather than a one-off read.
• Run both tabs together. Perception tells you what people think; Narrative tells you the story that made them think it.

Best Practices#

• Re-run monthly rather than weekly. Perception moves slowly, and the qualitative read will vary run to run on a stable brand.
• Pair with Brand Monitor when you need mention volume and channels tracked continuously rather than sampled.
• Keep the brand term consistent between runs — searching acme and acme software produces different mention sets.
• When a rating and the measured sentiment disagree, write down which you acted on. That is how you learn to weight the qualitative layer for your own category.

Common Mistakes#

• Quoting the ratings as scores. They are labels. There is no 73/100 behind Strong, by design.
• Clicking a TRY chip to explore. The chips fill the field and run immediately, spending a credit.
• Expecting a sentiment time series. This tool takes a reading; it does not track a curve.
• Running a very generic brand word. A brand named after a common noun will pick up unrelated mentions and skew the sentiment split.
• Ignoring the tab you did not open. Most of the actionable content-planning material sits on Narrative Drivers.

Limitations#

• Ratings are labelled bands only; no numeric perception score exists.
• Mentions, sentiment and news come from the United States, English-language index.
• Up to six mentioning domains and five news items are returned.
• Five dominant narratives are returned on the Narrative tab.
• If the mention data is unavailable the qualitative read still runs, and the measured evidence blocks are simply absent — check for them before quoting the result.
• Sentiment is computed on the mention corpus, not on your customers specifically.

Troubleshooting#

FAQs#

Why are there no numeric perception scores? Because a precise number would be invented. Perception is judged, not measured, so the tool reports labelled bands and keeps precise figures for the parts that really were measured — mentions, sentiment split, domains and news.

Where does the sentiment percentage come from? From a content-analysis index of real web mentions of the brand, split into positive, neutral and negative. It is a measurement of published text, not a survey.

What is the difference between this and Brand Monitor? Brand Monitor tracks mention volume, reach and channels continuously as a monitoring tool. This tool takes a reading and interprets it, and adds the narrative layer.

Does a cached result still cost a credit? Yes. A shared-cache hit charges 1 credit. Only reopening your own saved result is free.

Is this available on the Free plan? No. It needs a paid plan, then keeps working after your monthly premium allowance is spent because each tab costs fewer than 3 credits. See Quotas and rate limits.