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230_030predictionMacro/Economyeconomy

Economy will shift from paying for inputs/hours to paying for verified outcomes.

Predictor: Peter Diamandis · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source

Prior probability
65.0%
Current probability
54.2%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2030-06-01 – 2030-06-30
Edges in / out
5 / 0
Tickers exposed
31

Prediction text

Economy will shift from paying for inputs/hours to paying for verified outcomes. | Another point that is made that I think is very important that we flow throughout this is a shift of instead of paying people for hours of work. Paying people instead for solutions they deliver... It's verified outcomes. And we're going to flow this throughout... this is a change, I think, that's going to hit us like a wave where it's going to transform.

Verbatim quote

From episode "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230"
Another point that is made that I think is very important that we flow throughout this is a shift of instead of paying people for hours of work. Paying people instead for solutions they deliver... It's verified outcomes. And we're going to flow this throughout... this is a change, I think, that's going to hit us like a wave where it's going to transform.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

3 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 54.2%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 2 fired ✓ · 3 pending
  1. 2025-06-30hitZendesk fully-resolved-ticket pricing model in market
    How: Zendesk publicly offers AI Resolutions pricing where customer pays only for tickets fully resolved by AI (zero charge for failed attempts)
    Source: Zendesk pricing pages; a16z December 2024 enterprise newsletter on outcome-based pricing trendconf 95%
  2. 2026-04-14hitHubSpot Breeze AI shifts to outcome-based pricing
    How: Major SaaS vendor publicly converts AI agent product from seat/conversation pricing to per-resolved-outcome pricing
    Source: HubSpot product update Apr 14 2026: Breeze Customer Agent moved from $1/conversation to $0.50/resolved conversation; Prospecting Agent to $1/qualified leadconf 99%
    Notes: HIT — directly validates input-to-outcome pricing shift in enterprise SaaS.
  3. 2026-12-31pending40% of enterprise applications feature AI agents
    How: Gartner Hype Cycle or Magic Quadrant publishes survey data showing >=40% of enterprise SaaS applications include shipped AI-agent functionality
    Source: Gartner enterprise survey projection cited across 2026 outcome-based-pricing literatureconf 80%
    Notes: Gartner projection embedded in multiple 2026 industry analyses; deployment volume is precondition for outcome-pricing dominance.
  4. 2026-09-01 → 2027-12-31pendingHybrid usage+outcome pricing reaches 60% of SaaS vendors
    How: Industry survey (OpenView, ChartMogul, or equivalent) shows >=60% of SaaS vendors use hybrid pricing including outcome or usage component
    Source: Chargebee 2026 AI Pricing Playbook reports trajectory from 43% (2025) toward 61% by end of 2026conf 55%
  5. 2027-01-01 → 2029-06-30pendingMajor professional services firm shifts billable-hour model to outcome pricing
    How: A Big-4 consulting/audit firm or Magic Circle law firm publicly transitions a major service line from billable-hour to outcome/fixed-fee pricing, citing AI productivity gains
    Source: Industry reporting (American Lawyer, Consulting Magazine) on AI-driven services-pricing transformationconf 45%
    Notes: Cascade — services industry adoption is the deeper validation of Diamandis's claim beyond software-vendor pricing.

No downstream cascades — this prediction is a leaf in the dependency graph.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 54%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-03T02:00:01Z54.2%-1.7pp
Network propagation: 55.9% → 54.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z55.9%-3.2pp
Network propagation: 59.0% → 55.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z59.0%-6.0pp
Network propagation: 65.0% → 59.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.650-0.072
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.650-0.042
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.650+0.036
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.650-0.012
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.650+0.000

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

31 ticker(s) linked

Beneficiaries (23)

UDMYBBAISRFMSOUNNVDACOURCRCLDOCNAIADUSGTLBZMAMZNGDDYGOOGLIBMMETAMSFTNFLXORCLRDDTSPOTUBER

Adverse (7)

KKRJNKAPOHYGKREXLYXHB

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK10$100T Sovereign Debt Crisis

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "instead of paying people for hours of work. Paying people instead for solutions they deliver... You're only going to be hiring companies and AI systems that are delivering you definitive, verified outcomes.",
  "to_year": 2035,
  "verbatim": "Another point that is made that I think is very important that we flow throughout this is a shift of instead of paying people for hours of work. Paying people instead for solutions they deliver... It's verified outcomes. And we're going to flow this throughout... this is a change, I think, that's going to hit us like a wave where it's going to transform.",
  "conv_cues": "going to hit us like a wave",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "unspecified near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Zendesk fully-resolved-ticket pricing model in market",
      "source": "Zendesk pricing pages; a16z December 2024 enterprise newsletter on outcome-based pricing trend",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://a16z.com/newsletter/december-2024-enterprise-newsletter-ai-is-driving-a-shift-towards-outcome-based-pricing/",
      "expected_date": "2025-12-31",
      "observed_date": "2025-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Zendesk publicly offers AI Resolutions pricing where customer pays only for tickets fully resolved by AI (zero charge for failed attempts)"
    },
    {
      "kind": "llm_pre_event",
      "label": "HubSpot Breeze AI shifts to outcome-based pricing",
      "notes": "HIT — directly validates input-to-outcome pricing shift in enterprise SaaS.",
      "source": "HubSpot product update Apr 14 2026: Breeze Customer Agent moved from $1/conversation to $0.50/resolved conversation; Prospecting Agent to $1/qualified lead",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://stormy.ai/blog/outcome-based-pricing-2026-gtm-playbook",
      "expected_date": "2026-04-14",
      "observed_date": "2026-04-14",
      "research_origin": "deep_research",
      "measurement_criterion": "Major SaaS vendor publicly converts AI agent product from seat/conversation pricing to per-resolved-outcome pricing"
    },
    {
      "kind": "llm_pre_event",
      "label": "40% of enterprise applications feature AI agents",
      "notes": "Gartner projection embedded in multiple 2026 industry analyses; deployment volume is precondition for outcome-pricing dominance.",
      "source": "Gartner enterprise survey projection cited across 2026 outcome-based-pricing literature",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://stormy.ai/blog/outcome-based-pricing-2026-gtm-playbook",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Gartner Hype Cycle or Magic Quadrant publishes survey data showing >=40% of enterprise SaaS applications include shipped AI-agent functionality"
    },
    {
      "kind": "llm_post_event",
      "label": "Hybrid usage+outcome pricing reaches 60% of SaaS vendors",
      "source": "Chargebee 2026 AI Pricing Playbook reports trajectory from 43% (2025) toward 61% by end of 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.chargebee.com/blog/pricing-ai-agents-playbook/",
      "expected_date": "2027-05-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Industry
... (truncated)