Outliers
@bengusberg82k followers11d agotalking-head

The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,

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17×its baseline
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Why it beat the baseline

hook · transcript

“The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,”

talking-headrelatable pain

  1. States bold claim with high statistical accuracy (93%) that Google detects AI writing.
  2. Summarizes research findings on AI vs. human narrative structures using paper screenshots.
  3. Provides actionable prompt workaround using Claude/ChatGPT skills.
  4. Pitches AI Jumpstart course and personal follow CTA.

Why it worked. Taps into creator and student fear of AI detection, pairing research proof with a quick bypass prompt.

Grounded in the actual video and audio; analyzed by gemini-3.8-flash, cached.

Video analysis

Every shot, the spoken script, on-screen text, audio, editing and a recreation blueprint, from the actual video and audio.

talking-headtalking head advicehook: bold claim76s · 14 shots · 9:16speech · no music · captionscta: link in bio
Hook (spoken)The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,
Hook (on screen)Google can tell if you use AI in your writing
Why it stops the scrollExploits immediate anxiety around automated AI detection penalties.
TechniqueConfirms viral fear using a specific research-backed statistic.
Formattalking-head with document overlays
SettingModern bright residential interior / kitchen
SubjectMale creator speaking directly to camera while holding lav mic
LookHeathered purple short-sleeve henley shirt, black smartwatch
Lighting / gradeSoft natural front daylight with warm ambient interior fill; Clean, natural, high contrast
Pacing / toneFast-paced, continuous flow; Direct, authoritative, informative
AudioSingle male voice, close-mic, clean acoustic presence. Music: None. SFX: None.
Editing13 cuts, 5.4s avg; Hard jump cuts between script beats; captions: High-contrast animated dynamic captions, white text with black outline and yellow/green keyword highlight
Topicsai, prompt engineering, claude, writing, chatgpt
Products / appsWireless Clip Mic (00:00.0: Held directly in hand close to mouth); StoryScope Research Paper (00:09.6: Used as graphic evidence and source material); Claude / ChatGPT (00:44.2: Referenced LLM interfaces to implement the custom skill); AI Jumpstart Course Landing Page (01:06.2: On-screen card promoting creator's program)

Structure · 76s

  1. 00:00.0–00:15.9Shock Stat Hook. Stops scroll using 93% detection stat and promises a fast fix
  2. 00:15.9–00:19.4Credential Anchor. Establishes authority (Stanford founder, $4M raised)
  3. 00:19.4–00:40.8Research Breakdown. Summarizes research paper findings comparing human and AI writing
  4. 00:40.8–01:03.5Tutorial Solution. Provides two-step prompt and shortcut command to neutralize detection
  5. 01:03.5–01:15.9Course & Channel CTA. Converts attention into course leads and profile follows

Shot list

#timeshotwhat is visiblespokenon screen
100:00.0–00:09.6medium close-up
eye level fixed; static		Speaker holding wireless mic against modern kitchen backdropThe rumors are true. Google can now tell you used AI in your writing with 93% accuracy, and it has nothing to do with em dashes or the word delve.Google can tell if you use AI in your writing
200:09.6–00:13.1medium close-up
eye level fixed; static		Speaker with research violin plot chart overlay
Screen: Violin plot graph showing per-story narrative perplexity		Their researchers found there's a shape to all AI writing, but there's also a simple fix to hide it.
300:13.1–00:19.4medium close-up
eye level fixed; static		Speaker introducing self and credentialsHere's how to fix your AI in 20 seconds or less. I'm Ben Gusberg. I'm a Stanford founder of an AI startup. We've raised $4 million.
400:19.4–00:25.5medium close-up
eye level fixed; static		Speaker below academic paper title header
Screen: Paper header: 'StoryScope: Investigating idiosyncrasies in AI fiction'		Researchers from Google DeepMind and the University of Maryland studied more than 61,000 stories and prompts.
500:25.5–00:27.7medium close-up
eye level fixed; static		Speaker under research snippet about human author traits
Screen: Paper text excerpt: 'Human authors exhaust linear-fit...'		What they found is humans are imperfect,
600:27.7–00:33.7medium close-up
eye level fixed; static		Speaker under research snippet regarding AI tendencies
Screen: Paper text excerpt: 'AI over-explains its themes...'		but AI writes stories that follow direct paths, explain themes clearly, and leave nothing vague or unfinished.
700:33.7–00:37.0medium close-up
eye level fixed; static		Speaker under highlighted text showing 93.2% statistic
Screen: Paper text highlighted in blue: '...achieve 93.2% macro-F1 for human vs. AI detection...'		Overall, they correctly found the AI writing 93% of the time.
800:37.0–00:40.8medium close-up
eye level fixed; static		Speaker clean viewThat sounds scary if you use AI a lot, but there's also a simple fix.
900:40.8–00:47.3medium close-up
eye level fixed; static		Speaker pointing upwards at paper header
Screen: Paper title: 'StoryScope: Investigating idiosyncrasies in AI fiction'		Just grab the PDF of the research paper listed here, then drop it into Claude or ChatGPT and tell it to do two things:
1000:47.3–00:56.4medium close-up
eye level fixed; static		Speaker showing fingers for steps 1 and 21, do a deep analysis of all the signs of AI that the paper uncovers, and 2, based on everything it learns, create a skill called human writer that removes all the signs of AI.
1100:56.4–00:58.7medium close-up
eye level fixed; static		Speaker pointing up to Claude prompt screenshot
Screen: Claude chat box prompt text overlay		Full prompt is here.
1200:58.7–01:03.5medium close-up
eye level fixed; static		Speaker with command text badge overlayNow anytime you write anything, just type /human-writer and it'll remove all of the AI patterns./human-writer
1301:03.5–01:11.8medium close-up
eye level fixed; static		Speaker presenting landing page graphic
Screen: Landing page: 'Get confident with AI in 1 week.'		And if you want to learn more ways to use AI in your daily life, join my AI Jumpstart program, where you get confident building with AI in just one week. You can learn more from the link in my bio.
1401:11.8–01:15.9medium close-up
eye level fixed; static		Speaker clean view concluding videoI'm Ben Gusberg. Follow me for more on AI, founder life, and leadership.

Script

  1. 00:00.0–00:05.4“The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,” · punchy, direct, urgent
  2. 00:05.4–00:08.5“and it has nothing to do with em dashes or the word delve.” · dismissive of tropes, grounded
  3. 00:08.5–00:13.1“Their researchers found there's a shape to all AI writing, but there's also a simple fix to hide it.” · teasing solution, intriguing
  4. 00:13.1–00:15.9“Here's how to fix your AI in 20 seconds or less.” · rapid promise
  5. 00:15.9–00:19.4“I'm Ben Gusberg. I'm a Stanford founder of an AI startup. We've raised $4 million.” · quick credible self-introduction
  6. 00:19.4–00:25.5“Researchers from Google DeepMind and the University of Maryland studied more than 61,000 stories and prompts.” · factual, authoritative
  7. 00:25.5–00:27.7“What they found is humans are imperfect,” · contrasting comparison
  8. 00:27.7–00:33.7“but AI writes stories that follow direct paths, explain themes clearly, and leave nothing vague or unfinished.” · deliberate rhythmic cadence
  9. 00:33.7–00:37.0“Overall, they correctly found the AI writing 93% of the time.” · firm conclusion
  10. 00:37.0–00:40.8“That sounds scary if you use AI a lot, but there's also a simple fix.” · empathetic transition
  11. 00:40.8–00:47.3“Just grab the PDF of the research paper listed here, then drop it into Claude or ChatGPT and tell it to do two things:” · instructive, actionable tutorial tone
  12. 00:47.3–00:51.3“1, do a deep analysis of all the signs of AI that the paper uncovers,” · step-by-step clarity
  13. 00:51.3–00:56.4“and 2, based on everything it learns, create a skill called human writer that removes all the signs of AI.” · detailed walkthrough
  14. 00:56.4–00:58.7“Full prompt is here.” · quick visual reference
  15. 00:58.7–01:03.5“Now anytime you write anything, just type /human-writer and it'll remove all of the AI patterns.” · practical shortcut payoff
  16. 01:03.5–01:11.8“And if you want to learn more ways to use AI in your daily life, join my AI Jumpstart program, where you get confident building with AI in just one week. You can learn more from the link in my bio.” · clear promotional CTA
  17. 01:11.8–01:15.9“I'm Ben Gusberg. Follow me for more on AI, founder life, and leadership.” · friendly closing branding

On-screen text

  • 00:00.0–00:09.6“Google can tell if you use AI in your writing” · hook · top-center · white rounded rectangle with black text
  • 00:59.8–01:02.5“/human-writer” · embedded · top-center · white rounded pill box with black monospace text

Recreation blueprint

Handheld mic talking head shares a scary industry metric, backs it with a research paper, offers an LLM prompt hack, then pitches a program.

slotsvisualvoiceoveroverlay
01_Hook15.9Creator holds lav mic, delivering shocking stat with chart overlay.Claim that a major platform detects niche tool with high percentage accuracy, tease fix.Bold hook summary banner at top
02_Credibility3.5Creator clean frame giving concise authority credentials.Creator intro and 10-second proof point (founder, revenue, degree).
03_Evidence21.4Creator with paper screenshots explaining study findings.Explanation of how the test proved the pattern.
04_How_To22.7Creator demonstrates prompt workflow and command shortcut.2-step prompt instruction to bypass detection.Command badge overlay
05_CTA12.4Creator shows course/product page card, then smiles for signoff.Offer CTA to bio link and follow reminder.

Keep

  • Handheld mic visual trope
  • High-accuracy shock statistic in first 5 seconds
  • Document overlay proof points
  • Copy-paste prompt structure

Can change

  • Specific niche topic or software being detected
  • Creator credentials and bio
  • End course offer or lead magnet
Generation prompts per shot (2)
  1. Shot 1. Medium close-up eye level, tech founder holding wireless microphone in bright modern interior, talking emphatically to camera, realistic high detail, 4k.
    Negative: blurry, dramatic low key lighting, messy background, cinematic film grain, distorted hands
  2. Shot 2. Medium close-up eye level, young professional holding small black mic speaking calmly, clean kitchen background, bright morning lighting.
    Negative: overexposed, artificial look, weird expressions, poorly drawn hands
Raw JSON (for a video pipeline)
{
  "hook": {
    "spoken": "The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,",
    "ends_at": "00:05.4",
    "on_screen": "Google can tell if you use AI in your writing",
    "starts_at": "00:00.0",
    "technique": "bold_claim",
    "technique_note": "Confirms viral fear using a specific research-backed statistic.",
    "why_it_stops_the_scroll": "Exploits immediate anxiety around automated AI detection penalties."
  },
  "tags": {
    "topics": [
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    "language": "en",
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    "has_speech": true,
    "content_type": "talking_head_advice",
    "products_or_apps": [
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    "has_burned_captions": true
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    "voice": "Single male voice, close-mic, clean acoustic presence",
    "ambient": "Silent studio room tone",
    "mix_notes": "Dry upfront vocal audio optimized for mobile clarity",
    "sound_effects": "None"
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  "shots": [
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      "end": "00:27.7",
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      "transition_in": "cut",
      "screen_content": "Paper text excerpt: 'Human authors exhaust linear-fit...'",
      "subject_action": "Explaining finding while holding mic",
      "what_is_visible": "Speaker under research snippet about human author traits",
      "duration_seconds": 2.2,
      "spoken_during_shot": "What they found is humans are imperfect,",
      "on_screen_text_during_shot": [],
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      "end": "00:33.7",
      "index": 6,
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      "shot_type": "medium close-up",
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      "screen_content": "Paper text excerpt: 'AI over-explains its themes...'",
      "subject_action": "Counting points on hand while speaking",
      "what_is_visible": "Speaker under research snippet regarding AI tendencies",
      "duration_seconds": 6,
      "spoken_during_shot": "but AI writes stories that follow direct paths, explain themes clearly, and leave nothing vague or unfinished.",
      "on_screen_text_during_shot": [],
      "facial_expression_or_gesture": "Expressive, emphatic"
    },
    {
      "end": "00:37.0",
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      "start": "00:33.7",
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      "screen_content": "Paper text highlighted in blue: '...achieve 93.2% macro-F1 for human vs. AI detection...'",
      "subject_action": "Gesturing with free hand",
      "what_is_visible": "Speaker under highlighted text showing 93.2% statistic",
      "duration_seconds": 3.3,
      "spoken_during_shot": "Overall, they correctly found the AI writing 93% of the time.",
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      "facial_expression_or_gesture": "Serious"
    },
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      "end": "00:40.8",
      "index": 8,
      "start": "00:37.0",
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      "shot_type": "medium close-up",
      "transition_in": "cut",
      "screen_content": "None",
      "subject_action": "Shifting weight, gesticulating",
      "what_is_visible": "Speaker clean view",
      "duration_seconds": 3.8,
      "spoken_during_shot": "That sounds scary if you use AI a lot, but there's also a simple fix.",
      "on_screen_text_during_shot": [],
      "facial_expression_or_gesture": "Engaging, conversational"
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    {
      "end": "00:47.3",
      "index": 9,
      "start": "00:40.8",
      "camera": "eye level fixed",
      "framing": "centered talking head with paper top overlay",
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      "shot_type": "medium close-up",
      "transition_in": "cut",
      "screen_content": "Paper title: 'StoryScope: Investigating idiosyncrasies in AI fiction'",
      "subject_action": "Pointing up index finger, then pinching gesture",
      "what_is_visible": "Speaker pointing upwards at paper header",
      "duration_seconds": 6.5,
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      "on_screen_text_during_shot": [],
      "facial_expression_or_gesture": "Instructive"
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    {
      "end": "00:56.4",
      "index": 10,
      "start": "00:47.3",
      "camera": "eye level fixed",
      "framing": "centered talking head",
      "movement": "static",
      "shot_type": "medium close-up",
      "transition_in": "cut",
      "screen_content": "None",
      "subject_action": "Holding up one finger, then two fingers",
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      "end": "00:58.7",
      "index": 11,
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      "shot_type": "medium close-up",
      "transition_in": "cut",
      "screen_content": "Claude chat box prompt text overlay",
      "subject_action": "Pointing up towards the prompt overlay",
      "what_is_visible": "Speaker pointing up to Claude prompt screenshot",
      "duration_seconds": 2.3,
      "spoken_during_shot": "Full prompt is here.",
      "on_screen_text_during_shot": [],
      "facial_expression_or_gesture": "Direct"
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    {
      "end": "01:03.5",
      "index": 12,
      "start": "00:58.7",
      "camera": "eye level fixed",
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      "shot_type": "medium close-up",
      "transition_in": "cut",
      "screen_content": "None",
      "subject_action": "Gesturing towards text badge",
      "what_is_visible": "Speaker with command text badge overlay",
      "duration_seconds": 4.8,
      "spoken_during_shot": "Now anytime you write anything, just type /human-writer and it'll remove all of the AI patterns.",
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        "/human-writer"
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      "duration_seconds": 4.1,
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  },
  "script": [
    {
      "end": "00:05.4",
      "line": "The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,",
      "start": "00:00.0",
      "delivery": "punchy, direct, urgent",
      "uncertain": false
    },
    {
      "end": "00:08.5",
      "line": "and it has nothing to do with em dashes or the word delve.",
      "start": "00:05.4",
      "delivery": "dismissive of tropes, grounded",
      "uncertain": false
    },
    {
      "end": "00:13.1",
      "line": "Their researchers found there's a shape to all AI writing, but there's also a simple fix to hide it.",
      "start": "00:08.5",
      "delivery": "teasing solution, intriguing",
      "uncertain": false
    },
    {
      "end": "00:15.9",
      "line": "Here's how to fix your AI in 20 seconds or less.",
      "start": "00:13.1",
      "delivery": "rapid promise",
      "uncertain": false
    },
    {
      "end": "00:19.4",
      "line": "I'm Ben Gusberg. I'm a Stanford founder of an AI startup. We've raised $4 million.",
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      "uncertain": false
    },
    {
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      "line": "Researchers from Google DeepMind and the University of Maryland studied more than 61,000 stories and prompts.",
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      "uncertain": false
    },
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      "line": "What they found is humans are imperfect,",
      "start": "00:25.5",
      "delivery": "contrasting comparison",
      "uncertain": false
    },
    {
      "end": "00:33.7",
      "line": "but AI writes stories that follow direct paths, explain themes clearly, and leave nothing vague or unfinished.",
      "start": "00:27.7",
      "delivery": "deliberate rhythmic cadence",
      "uncertain": false
    },
    {
      "end": "00:37.0",
      "line": "Overall, they correctly found the AI writing 93% of the time.",
      "start": "00:33.7",
      "delivery": "firm conclusion",
      "uncertain": false
    },
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      "uncertain": false
    },
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      "end": "00:47.3",
      "line": "Just grab the PDF of the research paper listed here, then drop it into Claude or ChatGPT and tell it to do two things:",
      "start": "00:40.8",
      "delivery": "instructive, actionable tutorial tone",
      "uncertain": false
    },
    {
      "end": "00:51.3",
      "line": "1, do a deep analysis of all the signs of AI that the paper uncovers,",
      "start": "00:47.3",
      "delivery": "step-by-step clarity",
      "uncertain": false
    },
    {
      "end": "00:56.4",
      "line": "and 2, based on everything it learns, create a skill called human writer that removes all the signs of AI.",
      "start": "00:51.3",
      "delivery": "detailed walkthrough",
      "uncertain": false
    },
    {
      "end": "00:58.7",
      "line": "Full prompt is here.",
      "start": "00:56.4",
      "delivery": "quick visual reference",
      "uncertain": false
    },
    {
      "end": "01:03.5",
      "line": "Now anytime you write anything, just type /human-writer and it'll remove all of the AI patterns.",
      "start": "00:58.7",
      "delivery": "practical shortcut payoff",
      "uncertain": false
    },
    {
      "end": "01:11.8",
      "line": "And if you want to learn more ways to use AI in your daily life, join my AI Jumpstart program, where you get confident building with AI in just one week. You can learn more from the link in my bio.",
      "start": "01:03.5",
      "delivery": "clear promotional CTA",
      "uncertain": false
    },
    {
      "end": "01:15.9",
      "line": "I'm Ben Gusberg. Follow me for more on AI, founder life, and leadership.",
      "start": "01:11.8",
      "delivery": "friendly closing branding",
      "uncertain": false
    }
  ],
  "editing": {
    "cut_count": 13,
    "transitions": "Hard jump cuts between script beats",
    "caption_style": "High-contrast animated dynamic captions, white text with black outline and yellow/green keyword highlight",
    "end_card_or_cta": "Personal follow signoff and landing page link in bio mention",
    "average_shot_seconds": 5.4,
    "effects_and_overlays": "Paper excerpts, violin plot graph, prompt screenshot, course landing page overlay"
  },
  "teardown": {
    "hook": "The rumors are true. Google can now tell you used AI in your writing with 93% accuracy,",
    "format": "talking-head",
    "mechanism": "relatable_pain",
    "structure": [
      "States bold claim with high statistical accuracy (93%) that Google detects AI writing.",
      "Summarizes research findings on AI vs. human narrative structures using paper screenshots.",
      "Provides actionable prompt workaround using Claude/ChatGPT skills.",
      "Pitches AI Jumpstart course and personal follow CTA."
    ],
    "hook_source": "transcript",
    "why_it_worked": "Taps into creator and student fear of AI detection, pairing research proof with a quick bypass prompt."
  },
  "on_screen_text": [
    {
      "end": "00:09.6",
      "kind": "hook",
      "text": "Google can tell if you use AI in your writing",
      "start": "00:00.0",
      "style": "white rounded rectangle with black text",
      "source": "creator overlay",
      "position": "top-center"
    },
    {
      "end": "01:02.5",
      "kind": "embedded",
      "text": "/human-writer",
      "start": "00:59.8",
      "style": "white rounded pill box with black monospace text",
      "source": "creator overlay",
      "position": "top-center"
    }
  ],
  "structure_beats": [
    {
      "end": "00:15.9",
      "beat": "Shock Stat Hook",
      "start": "00:00.0",
      "purpose": "Stops scroll using 93% detection stat and promises a fast fix"
    },
    {
      "end": "00:19.4",
      "beat": "Credential Anchor",
      "start": "00:15.9",
      "purpose": "Establishes authority (Stanford founder, $4M raised)"
    },
    {
      "end": "00:40.8",
      "beat": "Research Breakdown",
      "start": "00:19.4",
      "purpose": "Summarizes research paper findings comparing human and AI writing"
    },
    {
      "end": "01:03.5",
      "beat": "Tutorial Solution",
      "start": "00:40.8",
      "purpose": "Provides two-step prompt and shortcut command to neutralize detection"
    },
    {
      "end": "01:15.9",
      "beat": "Course & Channel CTA",
      "start": "01:03.5",
      "purpose": "Converts attention into course leads and profile follows"
    }
  ],
  "recreation_blueprint": {
    "shot_template": [
      {
        "slot": "01_Hook",
        "visual": "Creator holds lav mic, delivering shocking stat with chart overlay.",
        "seconds": 15.9,
        "voiceover": "Claim that a major platform detects niche tool with high percentage accuracy, tease fix.",
        "text_overlay": "Bold hook summary banner at top"
      },
      {
        "slot": "02_Credibility",
        "visual": "Creator clean frame giving concise authority credentials.",
        "seconds": 3.5,
        "voiceover": "Creator intro and 10-second proof point (founder, revenue, degree).",
        "text_overlay": ""
      },
      {
        "slot": "03_Evidence",
        "visual": "Creator with paper screenshots explaining study findings.",
        "seconds": 21.4,
        "voiceover": "Explanation of how the test proved the pattern.",
        "text_overlay": ""
      },
      {
        "slot": "04_How_To",
        "visual": "Creator demonstrates prompt workflow and command shortcut.",
        "seconds": 22.7,
        "voiceover": "2-step prompt instruction to bypass detection.",
        "text_overlay": "Command badge overlay"
      },
      {
        "slot": "05_CTA",
        "visual": "Creator shows course/product page card, then smiles for signoff.",
        "seconds": 12.4,
        "voiceover": "Offer CTA to bio link and follow reminder.",
        "text_overlay": ""
      }
    ],
    "what_can_change": [
      "Specific niche topic or software being detected",
      "Creator credentials and bio",
      "End course offer or lead magnet"
    ],
    "template_summary": "Handheld mic talking head shares a scary industry metric, backs it with a research paper, offers an LLM prompt hack, then pitches a program.",
    "what_must_be_kept": [
      "Handheld mic visual trope",
      "High-accuracy shock statistic in first 5 seconds",
      "Document overlay proof points",
      "Copy-paste prompt structure"
    ],
    "generation_prompts": [
      {
        "prompt": "Medium close-up eye level, tech founder holding wireless microphone in bright modern interior, talking emphatically to camera, realistic high detail, 4k.",
        "shot_index": 1,
        "negative_prompt": "blurry, dramatic low key lighting, messy background, cinematic film grain, distorted hands"
      },
      {
        "prompt": "Medium close-up eye level, young professional holding small black mic speaking calmly, clean kitchen background, bright morning lighting.",
        "shot_index": 2,
        "negative_prompt": "overexposed, artificial look, weird expressions, poorly drawn hands"
      }
    ]
  },
  "props_apps_and_products": [
    {
      "name": "Wireless Clip Mic",
      "how_used": "Held directly in hand close to mouth",
      "first_seen": "00:00.0"
    },
    {
      "name": "StoryScope Research Paper",
      "how_used": "Used as graphic evidence and source material",
      "first_seen": "00:09.6"
    },
    {
      "name": "Claude / ChatGPT",
      "how_used": "Referenced LLM interfaces to implement the custom skill",
      "first_seen": "00:44.2"
    },
    {
      "name": "AI Jumpstart Course Landing Page",
      "how_used": "On-screen card promoting creator's program",
      "first_seen": "01:06.2"
    }
  ]
}

model gemini-3.8-flash · analyzed from the actual video and audio · 2026-10-27 · timestamps are estimates

Caption

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