# Brand measurement Human Guide

## What This Is For
Provides brand strategist and measurement specialist. It gives the agent a clearer input/output frame for brand and messaging: what context to ask for, what decisions to make, and what usable artifact to return.

Use this as a human-readable version of the Brand measurement agent skill. It is meant for marketers, operators, founders, and other non-coders who want the workflow without reading agent-specific implementation instructions.

## When To Use This
- Use this when you need a repeatable process for brand measurement.
- Use this when the task needs judgment, examples, constraints, or a clear output format rather than a one-off prompt.
- Use this when you want to hand an AI assistant enough context to produce a usable marketing artifact.

## When Not To Use This
- Do not use this when you only need a quick factual answer.
- Do not use this when the work depends on private data you cannot share with the assistant.
- Do not use this as a replacement for legal, compliance, financial, or medical review.

## What You Need Before Starting
- The goal or business outcome you want.
- The audience, customer segment, or market context.
- Any source material the assistant should respect, such as notes, briefs, examples, URLs, or brand guidance.
- Constraints such as tone, length, channel, deadline, region, or approval requirements.
- A clear definition of what a good final answer should look like.

## Step-By-Step Workflow
1. State the job clearly: "Use the Brand measurement guide to help me with..."
2. Add context: audience, goal, offer, channel, source material, and constraints.
3. Ask the assistant to identify missing inputs before producing the final output.
4. Have the assistant follow the skill-specific guidance below.
5. Review the result against the final checklist and ask for revisions where needed.

## Skill-Specific Guidance
- **Attribution** — it's hard to prove brand caused a revenue outcome
- **Patience** — stakeholders want ROI faster than brand delivers it
- **Brand goals** — what is the brand trying to achieve? (awareness, preference, loyalty, premium pricing)
- **Current stage** — new brand (no baseline) or established brand (has existing data)?
- **Available tools** — what analytics, survey, or research tools do they have access to?
- **Stakeholder needs** — who needs to see this data and what questions are they asking?
- **Budget for research** — can they run surveys, or limited to free/owned data?
- 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

## Decision Points And Nuance
The original skill emphasizes: Before You Start, Why Brand Measurement Is Hard, Information to Gather, Output: Brand Measurement Framework, 01 — MEASUREMENT PHILOSOPHY, 02 — THE BRAND FUNNEL METRICS, 03 — BRAND PERCEPTION METRICS, 04 — BRAND EQUITY SCORECARD, 05 — CHANNEL-SPECIFIC METRICS, 06 — BRAND ROI FRAMEWORK.

Use these questions to steer the work:
- What is the intended audience or buyer?
- What source material must be preserved?
- What should the assistant optimize for: clarity, persuasion, accuracy, speed, creativity, or conversion?
- What examples represent the desired quality bar?
- What should the assistant avoid?

## Common Mistakes
- 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.

## Copy-And-Paste Prompt
```text
Use the Brand measurement human guide.

My goal:
[Describe the business outcome]

Audience:
[Describe who this is for]

Context and source material:
[Paste notes, examples, links, or existing copy]

Constraints:
[Tone, length, channel, timeline, must-include items, must-avoid items]

Before producing the final output, ask me for any missing information that would materially improve the result.
```

## Final Checklist
- [ ] The output matches the original goal.
- [ ] The audience and context are reflected in the answer.
- [ ] Important constraints and source material were preserved.
- [ ] The assistant made the relevant decisions explicit.
- [ ] The final artifact is ready to use, review, or hand to the next person.

## Source
This guide was generated from the arnabbagxd/brand-building-skills skill entry for `brand-measurement`.

## Source Skill Notes
These notes preserve the nuance from the original skill. Use them as supporting reference when the workflow above feels too generic.

# 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