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SKILL.md
Greenwashing Self-Audit Skill
The cheapest time to find an unsupportable green claim is before publication; the most expensive is in a regulator's letter. This skill inventories every environmental claim in a piece of content, grades its substantiation, flags vague terms and material omissions, and ends with a concrete fix-or-drop call per claim. Audit the material as an adversary would read it, not as the author meant it.
What This Skill Produces
A numbered claim inventory extracted from the material (explicit claims and implied ones)
A substantiation status per claim: Evidenced / Partially evidenced / Unsupported
Vague-term flags with the precise question each term fails to answer
An omission review — what a full picture would include that the material leaves out
A fix-or-drop recommendation per claim, with rewritten wording where a fix exists
Required Inputs
Ask for these if not provided; if only the copy is supplied, run the audit anyway and mark every substantiation status as "pending evidence" rather than refusing:
The material — the marketing copy, report section, packaging text, or web page content
Available evidence — data, certifications, methodologies, or studies behind the claims
Claim scope — does each claim cover a product, a product line, or the whole company?
Audience and jurisdiction — consumer-facing vs B2B, and where it will be published (affects which rules bite)
Audit Framework
1. Build the claim inventory. Extract every environmental claim: explicit statements, numbers, badges/imagery (green leaves, "planet-friendly" visuals count), and implied claims (a wind-turbine photo on a fossil product page is a claim). Number each.
2. Grade substantiation per claim:
Status
Test
Evidenced
Specific, current, methodology-backed evidence exists and covers the claim's full scope
Partially evidenced
Evidence exists but is narrower, older, or weaker than the claim as worded
Unsupported
No evidence provided, or evidence contradicts the claim's scope or tense
Grade the claim as a skeptical reader would parse it, not as the author intended it.
3. Flag vague terms. "Eco-friendly", "green", "sustainable", "natural", "climate positive", "carbon neutral" (without standard + registry), "recyclable" (without where/how), "up to X%" (without typical case). For each: what precise question does the term dodge?
4. Run the omission review. Would the claim survive full context? Check for: cherry-picked scope (one green product fronting a brown portfolio), lifecycle stages ignored (use-phase highlighted, manufacturing hidden), trade-offs unmentioned (recyclable but carbon-heavy), progress framed against an unstated or convenient baseline, and offsets doing silent work in a "neutral" claim.
5. Decide fix-or-drop per claim. A claim is fixable if narrowing scope, adding basis, or quantifying makes it true and evidenced ("100% recycled packaging on product X, certified by [scheme]"). Otherwise recommend dropping it. Provide the rewritten wording for every "fix".
Output Format
Greenwashing self-audit: [material name]
1. Summary risk read — overall exposure (low / moderate / high), the riskiest 2–3 claims, and the dominant failure mode (vagueness, scope inflation, offset reliance, omission).
2. Claim inventory and grades — table: # | claim (verbatim) | type (explicit / implied / visual) | scope | substantiation status | evidence cited.
3. Vague-term flags — term | where it appears | the unanswered question | suggested precise replacement.
4. Omission review — what a complete picture adds, and which claims it would change.
5. Fix-or-drop register — per claim: Fix (with rewritten wording and the evidence to attach) or Drop (with the reason a fix isn't available).
6. Evidence to-collect list — what proof, if obtained, would upgrade "partially evidenced" claims.
Include this line in the artifact: "Verify final claims against the applicable advertising and disclosure rules in your jurisdictions (e.g. green claims guidance, unfair commercial practices rules) with your legal and compliance team before publication."
Quality Checks
Implied and visual claims are inventoried, not just literal sentences
Every claim has a substantiation status and the evidence (or its absence) is named
Every vague term is flagged with the specific question it fails to answer
The omission review considers scope, lifecycle, trade-offs, baseline, and offsets
Every claim ends in an explicit Fix (with new wording) or Drop — no "monitor" limbo
The audit reads adversarially — graded as a regulator or journalist would parse it
Anti-Patterns
Do not claim carbon neutrality without naming the standard, the offset registry, and the gross-emissions figure it sits on
Do not grade a claim by author intent — grade the words as published
Do not let a true-but-narrow claim imply company-wide performance — scope must match wording
Do not soften an "Unsupported" grade to "Partially" out of politeness — the reader outside won't
Do not fix a claim by making it vaguer — fixes add basis and precision, or the claim drops
Do not treat this audit as legal clearance — jurisdictional rules and counsel govern
Based On
Green-claims substantiation practice (claim–evidence matching, scope discipline, omission and lifecycle review) as used in advertising-standards and consumer-protection contexts.
