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Benchmark Methodology

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Score competitors consistently across nine dimensions.

by affaan-m239.3k stars on affaan-m/ecc
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Updated Aug 10, 2026
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What Benchmark Methodology does

The Benchmark Methodology skill provides a structured approach to evaluate competitors based on a clearly defined set of criteria. After conducting a competitive platform analysis to create a tiered competitor set, this skill allows users to assign defensible scores across nine weighted dimensions. Each dimension is evaluated using a 1-5 rubric, ensuring that the assessment is based on observable evidence rather than subjective opinions. This uniform scoring system is essential for producing reliable profile cards that summarize each competitor's strengths and weaknesses.

This skill is particularly useful for teams involved in strategic positioning and competitive analysis. By establishing a client's strategic tension and differentiators beforehand, users can focus on the most relevant dimensions during scoring. The methodology emphasizes the importance of consistency in scoring, as it allows for a clearer understanding of how competitors stack up against one another, which is crucial for making informed decisions in competitive strategy.

The nine dimensions assessed include positioning clarity, brand voice, visual identity, service offer, evidence and credibility, enterprise readiness, thought leadership, pricing transparency, and the client's strategic tension. Each dimension is weighted to reflect its importance to the client's competitive positioning. The skill also provides guidelines on how to collect the necessary data for scoring, ensuring that each score is backed by concrete evidence.

Ultimately, the Benchmark Methodology skill is designed for professionals who need to produce actionable insights from competitive analysis. By using this skill, teams can create a nuanced understanding of their competitive landscape, leading to more strategic decision-making and enhanced positioning in the market.

When to use it

Activate this skill when you have a defined competitor set ready for scoring and need to produce a competitive report.

When not to use it

This skill is not suitable for initial competitor identification or when subjective rankings are acceptable.

What you can build with it

Preparing a Competitive Report

Use this skill to score competitors and generate profile cards that will be included in a comprehensive competitive report.

Assessing Market Positioning

Activate this skill to evaluate how well competitors are positioned in relation to your client's strategic goals.

Identifying Competitive Gaps

Utilize the scoring results to pinpoint areas where competitors may be lacking, revealing opportunities for your client.

How to install Benchmark Methodology

View source

1. Install with the skills CLI

npx skills add affaan-m/ecc/benchmark-methodology --agent claude-code

2. Or install it manually

Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.

Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs

Inside SKILL.md

Written by affaan-m

Benchmark Methodology

Use this skill to turn a scoped competitor set into comparable, defensible scores. Each competitor is assessed on the same nine dimensions, with explicit 1–5 rubrics, then captured in a uniform profile card. Consistency is the point: scores are only useful if the same evidence would earn the same number for any competitor.

When to Activate

  • A scoped, tiered competitor set from competitive-platform-analysis is ready to score.
  • Need comparable, evidence-anchored scores across competitors — not gut-feel rankings.
  • Client's strategic tension (the paired axes defining their target white-space) has been established.
  • Preparing to produce profile cards for assembly in competitive-report-structure.

Client positioning brief (establish first)

Before scoring, establish the client's positioning brief. It supplies:

  • Strategic tension — the two axes (e.g., memorability × hireability) whose intersection marks the client's target white-space. Dimension 9 is always the client's named tension; report both poles separately, never averaged.
  • Differentiator — what makes the client's moat. This informs which dimensions matter most for the client's positioning argument.
  • Brand balance — the intended mix of distinct strategic emphases. Strategic recommendations must not break this balance without flagging it.

Why these dimensions

The client competes on a specific tension held across two poles, not on service breadth. The dimensions are weighted to reflect that moat. Two dimensions — the tension poles — are scored separately and never averaged together, because the client's strategic question is precisely whether a rival achieves both simultaneously.

The nine dimensions (with weights)

Weights guide synthesis emphasis, not a single blended score (avoid a false composite — see Bias controls). Sum = 100%.

  1. Positioning clarity & distinctiveness (18%) — Is the studio's position sharp, ownable, and instantly legible? Or generic?
  2. Brand voice / verbal distinctiveness (15%) — Does the copy have an ownable register, or is it interchangeable agency-speak?
  3. Visual identity & site craft (15%) — Quality and ownership of the visual system; site as proof-of-craft.
  4. Service offer & packaging (12%) — Productized and legible (named sprints/audits) vs vague. Packaging maturity.
  5. Evidence & credibility (12%) — Named clients, quantified outcomes, case-study depth. Proof beyond assertion.
  6. Enterprise-readiness / commercial maturity (10%) — Signals they can land and hold SaaS/fintech/B2B/enterprise work (process, logos, scale, contracts).
  7. Thought leadership / content presence (8%) — Owned POV: writing, talks, newsletters, frameworks. Depth over volume.
  8. Pricing transparency & engagement model (5%) — Is pricing/engagement legible? Productized vs bespoke vs opaque.
  9. [Client's strategic tension] (5% as a flag; score BOTH poles, report separately) — Read the tension name and axis descriptions from the client's positioning brief. Plot both; the gap is the insight. The client's target quadrant is the single most important finding: who else is already there?

Scoring rubric (1–5, applies to dimensions 1–8)

Anchor every score to observable evidence. Generic descriptors below; adapt the specifics per dimension but keep the level meaning constant.

  • 1 — Absent / generic. No discernible position or craft; indistinguishable from a template. Active liability.
  • 2 — Below par. Some intent but inconsistent, derivative, or unconvincing. Wouldn't survive a side-by-side.
  • 3 — Competent / table-stakes. Solid, professional, unremarkable. Meets expectation, ownable by nobody.
  • 4 — Strong / distinctive. Clearly above peers; a real strength a buyer would notice and cite.
  • 5 — Category-defining. Best-in-class, ownable, hard to imitate. Sets the bar others react to.

Tension axes (dimension 9) — score each 1–5

Read the axis labels and their 1/3/5 anchors from the client's positioning brief. Example anchors for a memorability × credibility tension:

  • Memorability — 1: forgotten instantly · 3: recognizable in context · 5: unforgettable, talked-about, distinctively owned.
  • Credibility — 1: feels risky/amateur · 3: safe, competent, unexciting · 5: enterprise-trusted, obvious safe choice.

Plot competitors on the tension 2×2. The client's target quadrant is named in the positioning brief. Who else occupies that quadrant is the single most important finding of the benchmark.

How to collect the data

For each competitor, work the dimensions in this order (cheapest signal first):

  1. Competitor's own site — positioning, voice, offer packaging, pricing posture, named clients, manifesto/POV. Screenshot the homepage + one case study.
  2. Case studies / work — evidence depth, quantified outcomes, client names. Distinguish asserted ("we delivered X") from proven (metrics, named, verifiable).
  3. Review directories — corroborate clients, project size, engagement model → credibility & enterprise-readiness (e.g. Clutch.co or the niche equivalent).
  4. LinkedIn — team size/model, founder narrative, content cadence → thought leadership, model.
  5. Portfolio / craft platforms — craft register (use the showcase native to the niche: design boards, showreels, published samples, etc.).
  6. Content channels — newsletter/talks/writing → thought-leadership depth.

What to record per dimension: the score, one-line justification, and the source link/screenshot that earned it. No score without evidence.

Bias controls

  • No single composite score. Report dimension scores and the tension plot separately. A weighted average hides the asymmetry that matters.
  • Asserted vs proven. Downgrade credibility/evidence scores for self-reported claims with no corroboration. Site copy is marketing, not fact.
  • Aesthetic affinity bias. Reviewers may over-score studios whose aesthetic they share and under-score rivals' commercial strength. Score craft and credibility independently; a "boring" site may be winning bigger clients.
  • Recency / flashiness bias. Award-winning, showpiece work dazzles but may lack commercial depth — verify with directories/clients before scoring credibility.
  • Survivorship. The visible, well-marketed studios aren't the whole market; note strong-but-quiet operators found via directories/reviews.
  • Calibrate across the set, not in isolation. Before finalizing, re-read scores side-by-side — a "4" must mean the same thing for every competitor. Adjust outliers.

Competitor profile card (output format)

Produce one card per profiled competitor — the atomic unit the report assembles from:

## <Competitor name>
- **Profile / Tier:** <positioning stance · specialization · size band> / <Direct | Adjacent | Aspirational>
- **One-liner:** <how they position themselves, in their words>
- **Model / size / geography:** <solo|micro|boutique> · <region> · <pricing/engagement model>
- **Notable clients / evidence:** <named, with proven/asserted tag>

### Dimension scores
| Dimension | Score (1–5) | Justification (1 line) | Source |
|---|---|---|---|
| Positioning clarity & distinctiveness | | | |
| Brand voice / verbal distinctiveness | | | |
| Visual identity & site craft | | | |
| Service offer & packaging | | | |
| Evidence & credibility | | | |
| Enterprise-readiness / commercial maturity | | | |
| Thought leadership / content presence | | | |
| Pricing transparency & engagement model | | | |

### Tension plot
- **[Axis 1 from positioning brief]:** <1–5> — <why>
- **[Axis 2 from positioning brief]:** <1–5> — <why>
- **Quadrant:** <high/high | high-1/low-2 | low-1/high-2 | low/low>

### Read for [client]
- **Strength to learn from:** <…>
- **Weakness to exploit / white-space it exposes:** <…>
- **Threat to [client]:** <…>

Hand the completed cards plus the tension plot to competitive-report-structure.

Anti-Patterns

  • Averaging the tension axes. The two poles of the client's strategic tension must be scored and reported separately. Averaging destroys the insight — the gap between poles is the finding.
  • Scoring without evidence. Every score requires a one-line justification and a source link. A score without evidence is an opinion, not a benchmark.
  • Creating a single composite score. Report dimension scores individually. A weighted average hides the asymmetric strengths that matter for positioning.
  • Applying generic rubric anchors without adapting. The 1–5 anchors must be calibrated to the specific dimension and competitor set. The generic descriptions are a starting point, not a fixed standard.
  • Running before the competitor set is scoped. Use competitive-platform-analysis first to produce a tiered, pruned set. Scoring an unscoped list wastes effort on irrelevant competitors.

Related Skills

  • competitive-platform-analysis — the prerequisite; produces the tiered competitor set this skill scores.
  • competitive-report-structure — the next step; assembles the scored profile cards into a client-deliverable report.

Frequently asked questions about Benchmark Methodology

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