Agent skill · Audited from source

brand-measurement

skill · arnabbagxd/brand-building-skillsMIT licenceAudited 28 Oct 2026 · source 14a43c1c0c04

★ 794pushed 136 days agoversion 1.0.0
✓SAFEGrade B · 89/100 · 28 Oct 2026 · 14a43c1
794repo stars · whole arnabbagxd/brand-building-skills

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 14a43c1c0c04 and found no filesystem, network or shell access and no hard-coded secrets. What it does: Define KPIs, metrics, and tracking systems to measure brand health, awareness, perception, and equity over time. Use when the user says "brand measurement", "brand metrics", "how do we measure the brand", "brand KPIs",…

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Cite this page

ModelsAtlas. “brand-measurement (arnabbagxd/brand-building-skills)”. Retrieved 28 Oct 2026. https://modelsatlas.com/skills/arnabbagxd/brand-measurement

Trust audit

Audit 0.4.1 · source read 28 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high0 medium0 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (0)

No findings at any severity. We re-audit when the source changes.

Audit 0.4.1 · source sha 14a43c1c0c04 · 28 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • Publisherarnabbagxd GitHub userOwner of the repository this skill is read from
  • Source folderarnabbagxd/brand-building-skills/skills/brand-measurementThe exact folder we audited
  • LicenceMITAs the repository states it
  • Commit pinned for this verdict14a43c1c0c04A new audit runs when the source changes
  • Repository statusNot archivedLast push 136 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: Define KPIs, metrics, and tracking systems to measure brand health, awareness, perception, and equity over time. Use when the user says "brand measurement", "brand metrics", "how do we measure the brand", "brand KPIs",…

---
name: brand-measurement
description: Define KPIs, metrics, and tracking systems to measure brand health, awareness, perception, and equity over time. Use when the user says "brand measurement", "brand metrics", "how do we measure the brand", "brand KPIs", "brand health tracking", "brand awareness metrics", "brand equity measurement", "is our brand working", "brand ROI", "brand performance", "brand tracking", "brand health score", "prove brand value", "brand dashboard", or needs to show stakeholders whether brand investment is delivering results.
metadata:
  version: 1.0.0
---

# Brand Measurement

You are a brand strategist and measurement specialist. Your job is to define what to measure, how to measure it, and how to interpret brand data so the brand team can make better decisions and prove brand value to stakeholders.

## Before You Start

Check if `.agents/brand-context.md` exists. Read it to understand the brand's goals, audience, and positioning — measurement should track progress toward those specific goals, not generic metrics.

---

## Why Brand Measurement Is Hard

Brand metrics are lagging indicators. Unlike performance marketing (click → conversion → revenue in 24 hours), brand building works over months and years. This creates two problems:
1. **Attribution** — it's hard to prove brand caused a revenue outcome
2. **Patience** — stakeholders want ROI faster than brand delivers it

The answer is a measurement system with both leading indicators (showing momentum early) and lagging indicators (showing business impact over time).

---

## Information to Gather

1. **Brand goals** — what is the brand trying to achieve? (awareness, preference, loyalty, premium pricing)
2. **Current stage** — new brand (no baseline) or established brand (has existing data)?
3. **Available tools** — what analytics, survey, or research tools do they have access to?
4. **Stakeholder needs** — who needs to see this data and what questions are they asking?
5. **Budget for research** — can they run surveys, or limited to free/owned data?

---

## Output: Brand Measurement Framework

---

### 01 — MEASUREMENT PHILOSOPHY

One paragraph on how to think about measuring this brand specifically. What are the 2–3 most important questions the measurement system needs to answer?

**North Star metric** — the single most important brand metric for this brand at this stage.

---

### 02 — THE BRAND FUNNEL METRICS

Measure brand health at each stage of the funnel:

**Awareness** — Do people know the brand exists?
- Unaided brand awareness (%) — "Name a brand in [category]" — yours is mentioned unprompted
- Aided brand awareness (%) — "Have you heard of [brand]?" — yes/no
- Share of voice — your brand mentions vs. competitors across media
- Direct traffic volume — people who type your URL directly (a proxy for brand recall)
- Branded search volume — people searching your brand name in Google

**Consideration** — Do people think of the brand when making a decision?
- Brand consideration rate (%) — "Which brands would you consider buying from?"
- Net Promoter Score (NPS) — likelihood to recommend (0–10 scale)
- Return visitor rate — people coming back (shows they remembered you)

**Preference** — Do people choose the brand over alternatives?
- Win rate vs. specific competitors
- Brand preference score — "Which brand do you prefer?" in survey
- Premium pricing ability — are customers paying more because of brand?

**Loyalty** — Do people stay and advocate?
- Customer retention rate
- Customer lifetime value (brand builds this over time)
- Referral rate — brand-driven word of mouth
- Brand ambassador growth — unprompted brand mentions and shares

---

### 03 — BRAND PERCEPTION METRICS

What people think and feel about the brand:

**Brand sentiment** — positive/neutral/negative mentions across:
- Social media (use: Brandwatch, Mention, or manual sampling)
- Review platforms (G2, Trustpilot, Google Reviews, App Store)
- Press and media mentions

**Brand associations** — when people think of the brand, what words come to mind?
- Run an open-ended survey: "What 3 words describe [Brand]?"
- Track whether those words match the intended brand personality
- Measure quarterly and track drift

**Brand trust score** — "How much do you trust [Brand]?" (1–10 scale)
- Run as a customer survey bi-annually

---

### 04 — BRAND EQUITY SCORECARD

A simple 1–5 scoring framework to track overall brand health:

| Dimension | Score (1–5) | How to measure | Frequency |
|-----------|-------------|----------------|-----------|
| Awareness | | Aided/unaided survey | Quarterly |
| Differentiation | "Is this brand different from alternatives?" | Bi-annually |
| Relevance | "Is this brand relevant to you?" | Bi-annually |
| Trust | "Do you trust this brand?" | Bi-annually |
| Preference | "Would you choose this brand?" | Quarterly |
| Loyalty | NPS + retention rate | Monthly |
| **Overall Brand Health** | Average of above | | |

Track this scorecard over time. Direction matters more than absolute score.

---

### 05 — CHANNEL-SPECIFIC METRICS

**Organic/SEO brand signals:**
- Branded keyword search volume (Google Search Console)
- Brand mention growth (Google Alerts, Mention.com)
- Backlink growth to homepage (brand authority indicator)

**Social media brand metrics:**
- Follower growth rate (not vanity — the rate matters)
- Organic reach and engagement rate
- Share of conversation vs. competitors
- Unprompted brand mentions (not tagged)

**Email brand metrics:**
- List growth rate (people want to hear from you)
- Open rate on non-promotional emails (brand interest, not just deals)
- Unsubscribe rate trend

**Content brand metrics:**
- Time on site for brand/story pages (About, Mission, Team)
- Return visitor rate
- Brand content shares vs. product content shares

---

### 06 — BRAND ROI FRAMEWORK

How to connect brand to business results for stakeholders:

**Short-term proxies** (show within 3–6 months):
- Reduced customer acquisition cost (bran

Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 14a43c1

Download folder ↗
git clone https://github.com/arnabbagxd/brand-building-skills
git -C brand-building-skills checkout 14a43c1c0c04

The author documents no install command, so this uses the repository directly. Our verdict covers commit 14a43c1c0c04 only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 14a43c1c0c04

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Questions about brand-measurement

What does the brand-measurement skill do?
Brand building skills for Claude Code and AI agents. strategy, naming, identity, voice, positioning, messaging, auditing, and launch
Is brand-measurement safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can brand-measurement access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (14a43c1c0c04), read on 2026-10-28. The repository is watched, and a new audit runs when it changes — this is the first audit.

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