Big enterprises will not reach total AI efficiency very fast.
Predictor: Ben Horowitz · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source
Prediction text
Big enterprises will not reach total AI efficiency very fast. | I also think they're not going to go to total efficiency very fast. Like I mean I could be wrong but like I've dealt with these guys. They've had plenty of opportunities to be more efficient and uh we'll see.
Verbatim quote
I also think they're not going to go to total efficiency very fast. Like I mean I could be wrong but like I've dealt with these guys. They've had plenty of opportunities to be more efficient and uh we'll see.
Predictor: Ben Horowitz
Evidence about this node from Ben Horowitz is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-03-01hitWriter 2026 enterprise AI report: 79% of orgs face challenges adopting AI (double-digit increase from 2025)How: Major enterprise survey shows >70% of orgs cite blockers slowing AI deploymentSource: deep_research_enrichedconf 92%
- 2026-04-01hitGoldman Sachs: 80% of US companies have NOT yet deployed AI productively (2026 Q1)How: Bank-research survey shows majority of US firms still pre-deployment despite 2-3 yr ChatGPT availabilitySource: deep_research_enrichedconf 85%
- 2026-04-01hitROI gap persists: 97% executives say benefiting from AI but only 29% see significant org ROIHow: Two-tier finding: positive perception >80% but measurable ROI <40% across multiple Fortune-class surveysSource: deep_research_enrichedconf 85%
- 2027-09-01 → 2028-06-30pendingAverage net productivity increase from AI remains <15% in 2027 enterprise surveys (vs hyped 30-50%)How: BCG/McKinsey/Deloitte annual survey shows median enterprise productivity gain from AI <15%Source: deep_research_enrichedconf 65%
- 2028-01-01 → 2028-06-30pendingFortune 500 mass-layoff wave attributable to AI displacement does NOT materialize at >5% headcount level by 2028How: Aggregate Fortune-500 headcount reduction attributed to AI <5% on TTM basis (Challenger Gray report or BLS)Source: deep_research_enrichedconf 55%
What if this resolves?
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Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.500 | 0.050 | -0.046 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.500 | 0.050 | -0.043 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.500 | 0.050 | -0.039 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.500 | +0.032 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.500 | 0.050 | -0.031 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.056 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.050 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.042 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.029 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.028 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (9)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| correlate | S_HUMANOID_ENTERPRISE_2028 | Humanoid R2: 100K+ enterprise by Nov 2028 | humanoid_deployment | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.650 | arxiv | It`s All About Speed: AI`s Impact on Workflow in Music Production | — | mentions | pending | 2026-05-28 |
| 0.601 | manifold | If we survive the singularity, will the average guy be able to get a catgirl harem with almost zero effort? | 20% | mentions | pending | 2026-05-08 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
"mode": "PREDICTION",
"role": "Guest-VC",
"context": "I also think they're not going to go to total efficiency very fast. Like I mean I could be wrong but like I've dealt with these guys. They've had plenty of opportunities to be more efficient and uh we'll see. But we'll see. We'll see. We'll see.",
"to_year": 2030,
"verbatim": "I also think they're not going to go to total efficiency very fast. Like I mean I could be wrong but like I've dealt with these guys. They've had plenty of opportunities to be more efficient and uh we'll see.",
"conv_cues": "I could be wrong; we'll see",
"direction": "NOT_HAPPEN",
"from_year": 2026,
"timeframe": "near-term",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Writer 2026 enterprise AI report: 79% of orgs face challenges adopting AI (double-digit increase from 2025)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.92,
"source_url": "https://writer.com/blog/enterprise-ai-adoption-2026/",
"expected_date": "2026-03-01",
"observed_date": "2026-03-01",
"research_origin": "deep_research",
"measurement_criterion": "Major enterprise survey shows >70% of orgs cite blockers slowing AI deployment"
},
{
"kind": "llm_pre_event",
"label": "Goldman Sachs: 80% of US companies have NOT yet deployed AI productively (2026 Q1)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.85,
"source_url": "https://fortune.com/2026/04/01/ai-worker-productivity-adoption-goldman-sachs-saves-60-minutes-per-day/",
"expected_date": "2026-04-01",
"observed_date": "2026-04-01",
"research_origin": "deep_research",
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"kind": "prereq",
"label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
"status": "hit",
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"ordinal": -6,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
"status": "hit",
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"ordinal": -5,
"source_id": "SEM_042",
"expected_date": "2026-04-29",
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},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
"weight": 0.5,
"ordinal": -4,
"source_id": "238_009",
"expected_date": "2026-04-29",
"ob
... (truncated)