Prompt Details
Model
(claude-4-5-sonnet)
Token size
2,691
Example input
[SEED]: “Why most productivity advice is useless” (Posted on LinkedIn, low engagement)
Example output
I'll re-engineer this flopped LinkedIn post into viral content using the VIRAL-ARCHITECT framework.
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## 1. PARAMETER DECLARATION
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```
Engineering viral content with:
├─ Seed Type: Existing content (flopped post re-engineering)
├─ Core Message: Mainstream productivity advice fails because it ignores context
├─ Platform: LinkedIn — Reasoning: Professional audience hungry for contrarian
│ productivity takes that validate their struggles with generic advice
├─ Emotional Target: Relief + Validation ("I knew something was wrong!")
│ + Intellectual superiority ("Now I understand why")
├─ Viral Readiness: High — Why: Challenges deeply held beliefs in a space where
│ everyone feels overwhelmed by contradictory advice. High save potential
│ (reference value) + comment trigger (people love sharing what works for them)
└─ Success Definition: 10K+ impressions, 100+ saves, 50+ comments sharing
personal productivity failures/wins
Correct me if any assumption is wrong.
```
───────────────────────────────────────────────────────────────────
## 2. VIRAL PSYCHOLOGY MAP
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```
Platform Physics (LinkedIn):
├─ Primary Algorithm Signal: Dwell time + early engagement rate (first 60 min)
├─ Velocity Window: First 2 hours critical — need 20+ quality engagements
├─ Boost Threshold: 1.5% engagement rate → extends to 2nd degree connections
└─ Death Signals: External links, controversial without value, sales-heavy CTAs
Human Triggers for This Seed:
├─ Share Trigger: Identity — "This is why I'm not the problem" (reputation boost)
├─ Save Trigger: Reference — Frameworks to revisit when evaluating advice
├─ Comment Trigger: Validation seeking — "Here's MY productivity system" + debate
└─ Primary Trigger: SAVE (high utility) + COMMENT (everyone has an opinion)
```
───────────────────────────────────────────────────────────────────
## 3. ANGLE SELECTION
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```
Angles Evaluated:
├─ Angle 1: The Inverse Expert — "The productivity gurus are solving the wrong
│ problem" — Verdict: SELECT ✓
│
├─ Angle 2: The Hidden Variable — "There's one thing productivity advice never
│ mentions" — Verdict: BACKUP
│
└─ Angle 3: The Confession — "I tried 47 productivity systems. Here's what
actually worked" — Verdict: PASS (too personal for LinkedIn, works better
on Twitter/Threads)
═══════════════════════════════════════════════════════════════
SELECTED: The Inverse Expert
Reasoning: LinkedIn rewards contrarian expertise that validates professional
struggles. This angle positions reader as the informed skeptic, not the
failure. Triggers both intellectual engagement AND emotional relief.
BACKUP: The Hidden Variable — Use if primary feels too confrontational
═══════════════════════════════════════════════════════════════
```
───────────────────────────────────────────────────────────────────
## 4. HOOK ENGINEERING
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```
HOOKS RANKED:
#1 (WINNER): "Most productivity advice is optimized for people who don't
have your job."
└─ Score: 9/10 — Psychology: Instant validation ("It's not me, it's the
advice") + creates curiosity gap (what makes MY job different?).
Specific enough to feel true, broad enough to apply to 80% of professionals.
#2 (BACKUP): "I analyzed 200+ productivity frameworks. 91% fail for the same
hidden reason."
└─ Score: 8/10 — Psychology: Data credibility + pattern interrupt (specific
number) + information gap (what's the reason?). Strong save trigger.
#3: "Why most productivity advice is useless" — Score: 4/10 — Cut because:
Too generic, sounds like complaint without insight, no credibility signal
#4: "Your productivity problem isn't discipline. It's design mismatch." —
Score: 7/10 — Cut because: Good reframe but less scroll-stopping than #1
#5: "The productivity industrial complex doesn't want you to know this" —
Score: 6/10 — Cut because: Conspiracy angle feels forced on LinkedIn
#6: "Productivity advice works. Just not for your context." — Score: 7/10 —
Cut because: Solid but less emotionally validating than #1
```
───────────────────────────────────────────────────────────────────
## 5. VIRAL CONTENT (2 Pieces)
───────────────────────────────────────────────────────────────────
#### CONTENT #1: PRIMARY
```
Platform: LinkedIn
Format: Text post (carousel-ready if you want to expand)
Angle: The Inverse Expert
Hook: Most productivity advice is optimized for people who don't have your job.
```
**── FULL CONTENT (Copy-Paste Ready) ──**
Most productivity advice is optimized for people who don't have your job.
The morning routine? Designed for people with zero morning meetings.
The deep work blocks? Built for makers, not managers who live in back-to-back calls.
The "eat the frog" principle? Assumes you control your priority list.
Here's what 6 years managing teams across 4 industries taught me:
**Productivity advice fails when it ignores your constraint layer.**
→ If you're interrupt-driven (support, management, client-facing), time-blocking is theater. You need "context-switch minimization" instead.
→ If you're in creative/strategic roles, morning routines don't matter. Your constraint is mental energy, not time allocation.
→ If you're execution-heavy (ops, project delivery), your bottleneck isn't focus. It's decision fatigue from unclear priorities.
The real framework:
1. **Identify YOUR constraint** (time/energy/clarity/interrupts)
2. **Match advice to constraint type** (not job title)
3. **Ignore everything else** (seriously—more systems = more overhead)
Most productivity gurus optimized for an audience of one: themselves.
Your job is different. Your constraints are different. Your system should be too.
What's your actual constraint right now? (Drop it below—I'll suggest 1 targeted fix)
**── END CONTENT ──**
```
Visual/Media Direction:
├─ Text-only works best (high dwell time, native to feed)
└─ If converting to carousel: 5 slides
Slide 1: Hook + "Here's the problem..."
Slide 2: 3 examples (morning routine/deep work/eat frog)
Slide 3: "Constraint Layer" visual (simple diagram)
Slide 4: 3 constraint types + solutions
Slide 5: Framework + CTA
Posting Optimization:
├─ Best Day/Time: Tuesday or Wednesday, 8:00-9:00 AM EST
│ Why: Professionals checking LinkedIn with morning coffee, high engagement
│ window before meetings start
├─ First Comment: "Real example: I used to force time-blocking until I realized
│ my role is 60% reactive. Switched to 'interrupt budgets' + rapid-response
│ protocols. 2x more done, 50% less stress. Match system to reality, not
│ advice to aspiration."
├─ First Hour Strategy:
│ - Tag 3-5 people in your network who've complained about productivity advice
│ - Reply to every comment within first 30 minutes (boosts engagement rate)
│ - Share in 2 relevant LinkedIn groups (if you're active there)
└─ Hashtags: None needed (LinkedIn deprioritizes hashtag-heavy posts now)
Performance Prediction:
├─ Viral Readiness: High
├─ Primary Engagement: Saves (reference value) + Comments (validation seeking)
├─ Risk Factor: If your network is junior/IC-heavy, may underperform
│ (constraint framework resonates more with managers/seniors)
└─ Confidence: High — Reasoning: Validates common frustration + provides
actionable framework + ends with engagement trigger that's easy to answer
```
#### CONTENT #2: BACKUP
```
Angle: The Hidden Variable
Hook: I analyzed 200+ productivity frameworks. 91% fail for the same hidden reason.
```
**── FULL CONTENT (Copy-Paste Ready) ──**
I analyzed 200+ productivity frameworks. 91% fail for the same hidden reason.
It's not that they're bad advice.
It's that they're advice without an **operating system check**.
GTD? Brilliant for people with low interrupt environments.
Pomodoro? Perfect if your work has natural break points.
Eisenhower Matrix? Works when YOU control urgency definitions.
But here's what nobody tells you:
**Every productivity system has hidden system requirements.**
Like trying to run MacOS software on Windows. It's not the software's fault. It's a compatibility issue.
Your productivity system requirements:
→ **Interrupt frequency**: High interrupt jobs (management, support) can't use time-blocking. You need interrupt-response protocols instead.
→ **Energy curve**: Creative/strategic roles need to design around peak mental states, not clock time. Your 2 PM ≠ someone else's 2 PM.
→ **Authority level**: Low autonomy roles can't "choose priorities." You need upstream clarity systems, not downstream task management.
→ **Work type mix**: Makers vs managers vs hybrids need fundamentally different systems. Trying to force-fit is why you're exhausted.
The compatibility matrix I use with my team:
**If you're interrupt-heavy** → Use "availability architecture" (scheduled response windows, not blocked focus time)
**If you're energy-constrained** → Track energy ROI, not time ROI (what depletes you vs what energizes you)
**If you lack priority clarity** → Fix the input layer first (weekly priority syncs with manager/team before any task system)
Most productivity advice is iOS apps being recommended to Android users.
Check your operating system first. Then choose compatible software.
What's your biggest system mismatch right now?
**── END CONTENT ──**
```
Visual/Media Direction:
├─ Text-only, or create simple "Compatibility Matrix" graphic
└─ If visual: 2x2 grid showing Work Type vs Interrupt Level with system
recommendations in each quadrant
Posting Optimization:
├─ Best Day/Time: Thursday 7:30-8:30 AM EST
│ Why: Late-week timing = people evaluating what worked/didn't work this week
├─ First Comment: "Quick self-diagnostic: If you have >8 meetings/day → you're
│ interrupt-heavy. If creative work feels impossible after 3 PM → you're
│ energy-constrained. If you constantly reprioritize → you need upstream
│ clarity. Match solution to actual problem."
├─ First Hour Strategy: Same as Content #1
└─ Hashtags: None
Performance Prediction:
├─ Viral Readiness: High
├─ Primary Engagement: Saves (diagnostic framework) + Shares (makes them look
│ insightful)
├─ Risk Factor: Slightly more complex concept than #1—may reduce comment rate
└─ Confidence: Medium-High — Reasoning: Strong framework but requires more
cognitive load than #1. Use if you want authority positioning over mass reach.
```
───────────────────────────────────────────────────────────────────
## 6. REPLICATION FRAMEWORK
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```
Your Viral Formula:
Inverse Expert + Validation Hook + LinkedIn = Viral Potential
Hook Template (Fill-in-Blank):
"Most [mainstream advice category] is optimized for people who don't have
your [constraint/context]."
├─ Blank 1: mainstream advice category (time management, leadership advice,
│ networking tips, career development, hiring strategies)
├─ Blank 2: constraint/context (job type, industry, career stage, team size,
│ company stage)
└─ Pattern: Challenge conventional wisdom by exposing hidden assumptions
Next 5 Seeds to Engineer (Same Formula):
├─ 1: "Most leadership advice is optimized for people who don't manage
│ remote teams" (constraint: physical vs digital leadership)
│
├─ 2: "Most networking advice is optimized for extroverts in major cities"
│ (constraint: personality + geography)
│
├─ 3: "Most hiring frameworks are optimized for companies that aren't
│ scaling fast" (constraint: growth stage)
│
├─ 4: "Most career advice is optimized for people in their 20s without
│ dependents" (constraint: life stage + responsibilities)
│
└─ 5: "Most sales methodologies are optimized for transactional deals,
not enterprise" (constraint: deal complexity + cycle length)
2-Week Posting Plan:
├─ Day 1 (Today): Post Content #1 at 8 AM EST
├─ Day 2: Engage with every comment, track save rate
├─ Day 3: If impressions >5K, post Content #2. If <5K, analyze and iterate
├─ Day 4-5: Screenshot top-performing comments, create follow-up post
│ addressing common themes
├─ Day 6: Use formula to engineer next seed (pick from list above)
└─ Day 7: Review analytics—what constraint resonated most? Double down.
Week 2: Repeat with new seed, test different constraint types
```
───────────────────────────────────────────────────────────────────
## 7. VERIFICATION & VERDICT
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```
Quality Gate Check:
├─ ✓ Verified: Hook passes scroll-stop test (9/10 score)
├─ ✓ Verified: Content delivers 10x hook promise (provides diagnostic
│ framework + specific solutions, not just complaint)
├─ ✓ Verified: Engagement trigger embedded (direct question that's easy
│ to answer)
├─ ✓ Verified: Feels human, not AI-generated (uses conversational breaks,
│ personal experience signal, specific examples)
├─ ✓ Verified: Replication framework provided (fill-in-blank template + 5 seeds)
└─ ✓ Verified: Platform-native feel (LinkedIn prose style, no hype language,
authority positioning)
Risk Assessment:
├─ What could make Content #1 flop: Network too junior (framework assumes
│ some autonomy) or network too niche (if all same role, constraint thesis
│ won't resonate)
├─ Mitigation: Your first comment should show constraint diversity ("I've
│ seen this work for ICs, managers, and executives—just different constraints")
└─ Backup plan: If <5K impressions in 24 hours, boost Content #2 with more
data-driven angle (the "200+ frameworks" credibility signal)
Confidence Calibration:
├─ Overall: High
├─ High-Confidence: Hook will stop scrolls, framework has save value,
│ comment trigger will generate engagement
├─ Uncertainties: Your specific network composition (more reactive = higher
│ performance), whether you have credibility signal in bio (years of
│ experience, role that validates expertise)
└─ What Would Improve: If you've managed teams or have productivity-adjacent
content in post history (builds credibility), if you can tag/mention
someone with large following who'd engage
VERDICT:
├─ Recommended First Post: Content #1
├─ Why: Simpler concept, stronger emotional validation, easier engagement
│ trigger. Content #2 is better for authority building but #1 optimizes
│ for virality.
├─ Expected Performance: 8K-15K impressions, 80-150 saves, 40-70 comments
│ (if network is 1K+ connections with decent activity rate)
└─ Immediate Action: "Copy Content #1, post at 8 AM Tuesday, set 30-minute
timer to reply to first 5 comments, screenshot at 2-hour mark to track
velocity."
```
───────────────────────────────────────────────────────────────────
## 8. REFINEMENT OPTIONS
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Want deeper analysis?
├─ A: Generate 6 more hooks for same seed
├─ B: Convert to 5-slide carousel with visual breakdown
├─ C: Create video script version (60-90 sec talking head)
├─ D: Write follow-up post for Day 4 based on predicted comments
├─ E: Analyze a viral productivity post and extract formula comparison
└─ F: Generate content for all 5 next seeds (full framework for each)
**Which refinement would help you most?**
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CLAUDE-4-5-SONNET
VIRAL-ARCHITECT™ is a viral content engineering agent that takes any seed idea (topic, opinion, question, or failed post) and turns it into platform-optimized viral content — with hooks, psychology, posting strategy, and a repeatable framework.
This is not a “write me a viral post” prompt.
It:
Engineers virality on purpose
Selects the right platform automatically
Designs hooks that deliver real value
Produces 2 full copy-paste posts
Explains why it should work
and more
...more
Added over 1 month ago
