Every company should or will be an AI company

Every company should or will be an AI company | I think every company is should be an AI company or is an AI company.

I think every company is should be an AI company or is an AI company.

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=Goa6c6Qz__I",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "context": "We I think every company is should be an AI company or is an AI company. Uh so we feel like the synthetic biology part of our work is really interesting.",
  "verbatim": "I think every company is should be an AI company or is an AI company.",
  "conv_cues": "should be; is",
  "direction": "HAPPEN",
  "timeframe": "Present/near future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Deloitte 2026 enterprise AI report: 64% of orgs actively using AI in operations",
      "source": "https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.9,
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Deloitte/PwC/McKinsey global enterprise AI report shows >=60% of surveyed orgs actively using AI in operations (vs <30% in 2023)"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI revenue impact: 88% of enterprise respondents report AI-driven revenue uplift",
      "source": "https://blogs.nvidia.com/blog/state-of-ai-report-2026/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Major enterprise survey (Deloitte/NVIDIA/PwC) confirms >=80% of respondents report measurable AI revenue impact, with >=25% reporting >10% revenue increase"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-10-24",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-04-20",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Enterprise AI 'reimagine' threshold: >=50% of Fortune 500 publish AI-first strategy",
      "source": "https://www.deloitte.com/us/en/what-we-do/capabilities/applied-artificial-intelligence/content/state-of-ai-in-the-enterprise.html",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2027-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "By count of public 10-K/annual report filings or CEO letters, >=50% of Fortune 500 companies explicitly position the firm as 'AI-first' or 'AI-native' with a CAIO/Chief AI Officer in C-suite"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-10-15",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "S&P 500 IT spend on AI tooling exceeds 25% of total IT budget",
      "source": "https://www.pwc.com/us/en/tech-effect/ai-analytics/ai-predictions.html",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-10-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-03-31",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Gartner / IDC surveys of S&P 500 CIOs show median AI/ML l
... (truncated)