Large companies cannot pivot rapidly enough; zero ability to change.

Large companies cannot pivot rapidly enough; zero ability to change. | See, do you think that we can see large companies pivoting, you know, rapidly enough? >> Zero zero. >> They will not be able to do it.

See, do you think that we can see large companies pivoting, you know, rapidly enough? >> Zero zero. >> They will not be able to do it.

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "See, do you think that we can see large companies pivoting, you know, rapidly enough? Zero zero. They will not be able to do it. I mean look, we've seen this throughout history.",
  "to_year": 2030,
  "verbatim": "See, do you think that we can see large companies pivoting, you know, rapidly enough? >> Zero zero. >> They will not be able to do it.",
  "conv_cues": "Zero zero; will not",
  "direction": "NOT_HAPPEN",
  "from_year": 2026,
  "timeframe": "near term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "MIT report: 95% of generative AI pilots at companies failing to show financial value",
      "notes": "HIT — exact match for Salim Ismail's 'large companies cannot pivot' thesis. Strongest possible quantitative endorsement.",
      "source": "https://fortune.com/2025/08/18/mit-report-95-percent-generative-ai-pilots-at-companies-failing-cfo/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://fortune.com/2025/08/18/mit-report-95-percent-generative-ai-pilots-at-companies-failing-cfo/",
      "expected_date": "2025-08-18",
      "observed_date": "2025-08-18",
      "research_origin": "deep_research",
      "measurement_criterion": "MIT-published research finds ≥95% of enterprise generative AI pilots fail to show measurable financial value within six months"
    },
    {
      "kind": "llm_pre_event",
      "label": "42% of Fortune 500 companies abandon most AI projects in 2025 (vs 17% in 2024)",
      "notes": "HIT — abandonment rate 2.5x increase YoY. Direct evidence large companies failing to execute AI transitions.",
      "source": "https://www.raisesummit.com/post/roi-dilemma-fortune-500-leaders-measuring-ai-value-2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.raisesummit.com/post/roi-dilemma-fortune-500-leaders-measuring-ai-value-2026",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Published survey shows 42% of Fortune 500 companies abandoned majority of AI projects in calendar 2025"
    },
    {
      "kind": "llm_pre_event",
      "label": "Internal AI builds succeed 1/3 as often as vendor partnerships — incumbent execution gap",
      "notes": "Reinforces Ismail's 'zero ability to change' — internal-build (the canonical incumbent path) fails 3x more often.",
      "source": "https://www.raisesummit.com/post/roi-dilemma-fortune-500-leaders-measuring-ai-value-2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.raisesummit.com/post/roi-dilemma-fortune-500-leaders-measuring-ai-value-2026",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "MIT/research finding that internal AI builds at large companies succeed at ~22% vs ~67% for vendor-partnership approaches"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "p
... (truncated)