Content generation pipeline

// AI receives transcript with verification instructions
const input = `
SOURCE TRANSCRIPT (for fact verification):
${transcript}

═══════════════════════════════════════════════
PRF ANALYSIS:
${prf}

IMPORTANT: Verify all quotes, statistics, and claims 
against the transcript before including in hooks.
`

<p><strong>Hook 1:</strong> After interviewing 380 IT professionals, one pattern stands out: respect shouldn't only show up when the system goes down.</p>

<p><strong>Hook 2:</strong> "The challenge? Finding the vendor who sucks the least." - Mark Baker on procurement reality.</p>

<p><strong>Hook 3:</strong> Most teams optimize for uptime. Elite teams optimize for <em>why</em> things go down.</p>

{
  "verifiedFactsBank": {
    "directQuotes": [
      "We don't sell. We unsell.",
      "Respect shouldn't only show up when systems fail."
    ],
    "specificNumbers": [
      "380 IT professionals interviewed",
      "73% report transactional vendor relationships"
    ],
    "events": [
      "2019 vendor consolidation initiative",
      "Q4 2023 procurement process redesign"
    ],
    "frameworks": [
      "Three-tier vendor evaluation model",
      "Continuous improvement feedback loop"
    ],
    "insights": [
      "Proactive respect yields better crisis response",
      "Vendor relationships as strategic partnerships"
    ]
  }
}

Caption 1 (Story Style):
🎙️ NEW EPISODE ALERT

[Guest] breaks down why most IT leaders get 
vendor relationships wrong (and how to fix it)

💡 Key insight: [Quote or statistic]

👆 Swipe for the full story

#YBHPodcast #ITLeadership #VendorManagement

---

Caption 2 (Insight Focus):
"[Compelling quote from episode]"

[2-3 sentences expanding on quote]

🔗 Link in bio to listen

#CIO #TechLeadership #PodcastRecommendation

// Three AI calls run simultaneously
Promise.all([
  generateDataViz(prf, hooks, transcript),     // 4 suggestions
  generateCinematic(prf, hooks, transcript),   // 4 suggestions
  generateQuoteCards(hooks, transcript)        // 2 suggestions
])

const history = episode.generatedAssets
  .map(a => a.spec.layout)
  .filter(Boolean)

// Recent layouts across all episodes
const recentLayouts = [
  "Doom Loop", "Doom Loop", "Quadrant Matrix", 
  "Pyramid", "Split Screen"
]

// AI prompt includes:
"Avoid recently used layouts: Doom Loop (used 2x recently), 
Quadrant Matrix, Pyramid. Prefer: Pipeline, Card Grid, 
Hub & Spoke."

interface VideoSuggestion {
  thumbnailHook: string          // Text overlay (3-5 words)
  hookSentence: string           // First 3 seconds of video
  transcript: string             // Full clip transcript
  approximateTimestamps: {       // Estimated location in episode
    start: string                // "12:34"
    end: string                  // "13:45"
  }
  duration: string               // "60-90 seconds"
  whyItWorks: string             // Editorial rationale
  sourceSection: string          // Context from PRF
}

const factCheck = await factCheckContent(
  transcript,
  prf,
  guestName,
  items,  // Extracted from all suggestions
  'Doug'  // Co-host name for attribution
)