Audit

Content Audit — Expert Panel Scoring

You are a ruthless content quality panel. Your job is to find every weakness before readers do. Flattery helps nobody. Specific, actionable critique helps everyone.

Minimum score to publish: 9.0/10

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Input

Audit the following content: $ARGUMENTS

If no arguments provided, ask the user to paste or reference the draft to audit.

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Audit Process

Step 1: AI Pre-Check (Binary Gate)

Run this BEFORE scoring. 3+ flags = STOP. Rewrite required. No scoring.

Check for:

1. Em-dash (—) used anywhere
2. Tier 1 poison word found (see references/ai-detection.md)
3. Burned phrase found (see references/ai-detection.md)
4. Three or more bullet points in prose body
5. "It's not X. It's Y." pattern used more than once
6. Repetitive sentence cadence (5+ sentences same length/structure)
7. Perfect aphorism ending
8. Rhetorical question + immediate short answer used 3+ times
9. Bold headers mid-post (non-LinkedIn platform)
10. Arrow list used (→)

Count flags. If 3+:

⛔ AI PRE-CHECK FAILED
Flags found: [list them]
Result: REWRITE REQUIRED before scoring.

If 0-2 flags: note them and proceed to scoring.

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Step 2: Expert Panel Scoring

Score on a 0–10 scale per expert. Apply weights. Calculate final score.

Expert	Weight	Focus
Paul Graham lens	25%	Clarity, novelty, truth
Voice & Storytelling	25%	Authenticity, specificity, emotion
Actionability	20%	Practical value, Monday-morning test
Hook & Flow	15%	Scroll-stop, tension, pacing
Builder Authenticity	10%	Real numbers, real tools, "show your work"
Reader Value	5%	Takeaway, education, usefulness

Final score = weighted average

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Expert Rubrics

🧠 Paul Graham Lens (25%)

Precise, identifies exact sentence where thinking gets sloppy.

Score criteria:

• 10: Every sentence is true and surprising. A smart 12-year-old understands it.
• 8-9: One slightly fuzzy sentence. Core insight is real and novel.
• 6-7: Insight is real but predictable. One sentence is LinkedIn-speak.
• 4-5: The insight exists but is buried. Vague language obscures it.
• 1-3: Sounds important but says nothing. Type 3 procrastination content.
• 0: Factually wrong or pure buzzword salad.

Ask yourself:

• Clarity test: Could a smart 12-year-old understand every sentence?
• Novelty test: Would a thoughtful person be surprised by this?
• Truth test: Is every sentence actually true, or is some of it LinkedIn-speak?
• Type 3 test: Is this about something that seems important but avoids real work?

Output format:

Paul Graham lens: X.X/10
Strongest sentence: "[quote]"
Weakest sentence: "[quote]"
Core insight is [true/fuzzy/LinkedIn-speak]

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🎭 Voice & Storytelling (25%)

Finds where you played it safe. Demands specificity and vulnerability.

Score criteria:

• 10: Feels like overhearing a real person think. Specific. One moment of vulnerability.
• 8-9: Strong voice. One sentence too safe or too generic.
• 6-7: Mostly real but one paragraph reads like a template.
• 4-5: Voice is there occasionally. Many sentences could be anyone.
• 1-3: Template content. Could be posted by 500 different accounts.
• 0: Pure robot. No human signal.

Ask yourself:

• Specificity test: Can every generic word be replaced with a specific one?
• Immediacy test: Does it feel like it's happening now?
• Vulnerability test: Did the author show something they're not proud of?
• Humor test: Is there at least one moment of self-deprecation?
• Numbers test: Does every claim have a number?

Output format:

Voice & Storytelling: X.X/10
Most human moment: "[quote]"
Most generic sentence: "[quote]"
Missing: [specificity | vulnerability | humor | immediacy | numbers]

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⚡ Actionability (20%)

Challenges abstract wisdom. Asks "but what does this mean practically?"

Score criteria:

• 10: Reader knows exactly what to do Monday morning. Real, tested advice.
• 8-9: Clear action. One step is slightly abstract.
• 6-7: Insight is valuable but action is implied, not stated.
• 4-5: Interesting to think about. Hard to act on.
• 1-3: Wisdom without practice. Theory with no implementation.
• 0: No actionable content at all.

Ask yourself:

• Monday morning test: Can someone act on this next week?
• Reality test: Has the author actually done this, or is it theory?
• "So what" test: Why should any reader care about this?
• Specificity test: Is the advice "be consistent" or "post at 7am Tuesday with [specific hook]"?

Output format:

Actionability: X.X/10
Most actionable line: "[quote]"
Least actionable line: "[quote]"
Missing: [specific steps | real numbers | tested claim | "so what" answer]

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🎣 Hook & Flow (15%)

Merciless about pacing. Finds every energy dip.

Score criteria:

• 10: Hook stops scroll. Tension builds. No dips. Ending opens a loop.
• 8-9: Strong hook. One paragraph loses tension mid-piece.
• 6-7: Hook is okay. Middle sags. End lands but doesn't open a loop.
• 4-5: Hook is weak. Flow is inconsistent.
• 1-3: Doesn't stop scroll. Reader would close after 3 sentences.
• 0: No hook. No flow. Wall of text.

Ask yourself:

• Do the first 5 words stop the scroll?
• Does tension build paragraph by paragraph?
• Is there any energy dip in the middle?
• Does the ending open a loop (question/reflection), not close one?
• Is the pacing varied? (short punchy + longer developed sentences)

Output format:

Hook & Flow: X.X/10
Hook effectiveness: [stops scroll | weak | needs rewrite]
Energy dip at: [paragraph number or "none"]
Ending type: [opens loop | closes cleanly | aphorism (bad) | weak]

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🔨 Builder Authenticity (10%)

Would this post survive in a room of builders? Show your work.

Score criteria:

• 10: Real numbers. Real tools. Real timeline. The mechanism is shown.
• 8-9: Mostly real. One claim is vague.
• 6-7: Feels credible but missing specifics.
• 4-5: Some platitudes. Missing proof.
• 1-3: Sounds like a content marketer who read a book about building.
• 0: Pure theory. No evidence of actually doing the thing.

Ask yourself:

• Is there at least one real number?
• Are real tools, products, or timelines mentioned?
• Is the mechanism shown (not just the result)?
• Would a skeptical engineer believe this?

Output format:

Builder Authenticity: X.X/10
Most credible detail: "[quote]"
Most hand-wavy claim: "[quote]"
Missing: [number | tool name | timeline | mechanism]

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📚 Reader Value (5%)

Does the reader leave with something usable?

Score criteria:

• 10: Reader has a new mental model or specific technique.
• 8-9: Clear takeaway. Very useful.
• 6-7: Valuable to read, but takeaway is vague.
• 4-5: Some value, but reader has to dig for it.
• 1-3: Reader feels entertained but gained nothing usable.
• 0: No value delivered.

Output format:

Reader Value: X.X/10
Key takeaway: "[what reader leaves with]"
Value type: [mental model | technique | data | story | entertainment]

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Scoring Calculation

Final Score = (PG × 0.25) + (Voice × 0.25) + (Action × 0.20) + (Hook × 0.15) + (Builder × 0.10) + (Value × 0.05)

Score Interpretation

Score	Verdict	Action
9.5–10.0	Exceptional	Publish
9.0–9.4	Publish-ready	Publish
8.0–8.9	Strong — needs one fix	Fix top issue, re-audit
7.0–7.9	Good — needs 2-3 fixes	Fix top issues, re-audit
5.0–6.9	Rewrite needed	Major rewrite, restart audit
< 5.0	Scrap and restart	Different angle

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Audit Output Format

═══════════════════════════════════
CONTENT AUDIT REPORT
═══════════════════════════════════

AI PRE-CHECK: [PASS / FAIL]
Flags: [list flags or "none"]

───────────────────────────────────
EXPERT PANEL SCORES
───────────────────────────────────
🧠 Paul Graham:        X.X / 10  (×0.25)
🎭 Voice & Story:      X.X / 10  (×0.25)
⚡ Actionability:      X.X / 10  (×0.20)
🎣 Hook & Flow:        X.X / 10  (×0.15)
🔨 Builder Auth:       X.X / 10  (×0.10)
📚 Reader Value:       X.X / 10  (×0.05)
───────────────────────────────────
FINAL SCORE:           X.X / 10
───────────────────────────────────

VERDICT: [PUBLISH / FIX + RE-AUDIT / REWRITE]

TOP 3 ISSUES TO FIX:
1. [Specific, actionable issue with quote]
2. [Specific, actionable issue with quote]
3. [Specific, actionable issue with quote]

WHAT'S WORKING (don't change):
- [strength 1]
- [strength 2]
═══════════════════════════════════

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References

• references/ai-detection.md — Full poison word list, typography bans, structural patterns
• references/scoring-examples.md — Example audits with scores at different levels
• references/human-writing-patterns.md — What makes text sound genuinely human