Enterprise AI will shift the software economy from licensing to 'outcome-based economics' — corporations will pay data-center operators directly for finalized outcomes (optimized supply chains, completed legal briefs, delivered marketing campaigns) rat...
Predictor: Peter Diamandis / Salim Ismail / Andrew Yang
Prediction text
Enterprise AI will shift the software economy from licensing to 'outcome-based economics' — corporations will pay data-center operators directly for finalized outcomes (optimized supply chains, completed legal briefs, delivered marketing campaigns) rather than subscribing to tools. | Big-4 consulting outcome-pricing pilots
Key catalyst: Big-4 consulting outcome-pricing pilots
Watch events: Enterprise procurement shifts; agent-API pricing disclosures; Gartner enterprise-SaaS forecasts
Resolution evidence
Anthropic 'pay per agent-task' pricing experiments; OpenAI ChatGPT agents billed on task completion; law-firm LLM deployments moving toward per-matter pricing.
Predictor: Peter Diamandis / Salim Ismail / Andrew Yang
Calibration plot (stated vs observed)
Evidence about this node from Peter Diamandis / Salim Ismail / Andrew Yang 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
- 2026-01-31overdueQ1 window check-in (25%)
- 2026-03-02overdueQ2 window check-in (50%)
- 2026-04-01overdueQ3 window check-in (75%)
- 2026-04-01 → 2026-12-31pendingBig-4 consultancy launches outcome-based AI pricing pilotHow: McKinsey, BCG, Bain, or Deloitte publicly announces outcome-based pricing model for AI engagements (paid for delivered outcomes, not consultant-hours)Source: https://www.mckinsey.com/about-us/new-at-mckinsey-blog/mckinsey-and-google-cloud-launch-the-mckinsey-google-transformation-group-to-scale-enterprise-impact-for-the-ai-era — McKinsey-Google partnership signals shiftconf 55%
- 2026-04-01 → 2027-06-30pendingMajor SaaS company announces shift to usage/outcome pricingHow: Top-50 SaaS company (Salesforce, Adobe, ServiceNow, peer) announces material shift from per-seat to usage- or outcome-based pricing for AI-augmented productsSource: Earnings calls, company announcements, Stratechery/Ben Thompson coverageconf 60%Notes: Salesforce already announced Agentforce consumption-pricing model in late 2024; broader shift inevitable.
- 2026-06-01 → 2027-12-31pendingHyperscaler (AWS, Azure, GCP) launches outcome-based AI service tierHow: AWS, Azure, GCP launches new service tier where customer pays for completed business outcomes (e.g., 'managed marketing campaigns') rather than computeSource: AWS re:Invent, Azure Build, Google Cloud Next announcementsconf 45%
- 2026-09-01 → 2028-06-30pendingIndustry analyst declares 'outcome economy' as dominant pricing trendHow: Gartner, Forrester, or peer publishes report declaring outcome-based pricing as dominant trend in enterprise AI softwareSource: Gartner research, Forrester reportsconf 40%
What if this resolves?
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
Raw metadata
{
"source": "backfill_resolution_history.py",
"status": "partial",
"bayesian_v2": false,
"outcome_prob": 0.5,
"evidence_kind": "resolution_terminal",
"posterior_prob": 0.5,
"delta_to_outcome": 0.027339999999999975,
"inside_posterior": 0.47266,
"validation_notes": "Anthropic 'pay per agent-task' pricing experiments; OpenAI ChatGPT agents billed on task completion; law-firm LLM deployments moving toward per-matter pricing.",
"validation_status": "hit",
"pre_resolution_prob": 0.47266,
"resolution_evidence": "Anthropic 'pay per agent-task' pricing experiments; OpenAI ChatGPT agents billed on task completion; law-firm LLM deployments moving toward per-matter pricing.",
"does_not_update_current_prob": true
}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 |
|---|---|---|---|---|---|
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.550 | -0.059 |
| killer | TK04 Macro Recession 2026-27 (Structural Deleveraging) | 25.0% | 0.050 | 0.550 | -0.034 |
| killer | TK10 $100T Sovereign Debt Crisis | 12.0% | 0.050 | 0.550 | +0.031 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.550 | -0.009 |
| killer | TK07 Labor Political Backlash (UBI Mandate / AI Tax) | 18.0% | 0.050 | 0.550 | +0.001 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (21)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
| killer | TK10 | $100T Sovereign Debt Crisis | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | Anthropic 'pay per agent-task' pricing experiments; OpenAI ChatGPT agents billed on task completion; law-firm LLM deployments moving toward per-matter pricing. |
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Host/Guest-Panel",
"context": "Shift reallocates enterprise spend from SaaS to compute-metered outcomes. Mentioned on Moonshots Podcast; aligned with Dario Amodei prediction that by 2026 generative AI will grant SMBs analytical tools rivaling Fortune 500.",
"to_year": 2028,
"conv_cues": "paradigm-shift framing; multi-expert agreement",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "2026-2028",
"conv_level": "HIGH",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -3,
"source_id": null,
"expected_date": "2026-01-31",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -2,
"source_id": null,
"expected_date": "2026-03-02",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -1,
"source_id": null,
"expected_date": "2026-04-01",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "event",
"label": "Enterprise AI will shift the software economy from licensing to 'outcome-based economics' — corporations will pay data-center operators dire",
"status": "partial",
"weight": 1,
"ordinal": 0,
"source_id": "INF_029",
"expected_date": "2026-05-01",
"observed_date": "2026-05-01"
},
{
"kind": "llm_pre_event",
"label": "Big-4 consultancy launches outcome-based AI pricing pilot",
"source": "https://www.mckinsey.com/about-us/new-at-mckinsey-blog/mckinsey-and-google-cloud-launch-the-mckinsey-google-transformation-group-to-scale-enterprise-impact-for-the-ai-era — McKinsey-Google partnership signals shift",
"status": "pending",
"weight": 0.4,
"ordinal": 1,
"source_id": null,
"confidence": 0.55,
"source_url": "https://www.mckinsey.com/about-us/new-at-mckinsey-blog/mckinsey-and-google-cloud-launch-the-mckinsey-google-transformation-group-to-scale-enterprise-impact-for-the-ai-era",
"expected_date": "2026-08-16",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-12-31",
"from": "2026-04-01"
},
"measurement_criterion": "McKinsey, BCG, Bain, or Deloitte publicly announces outcome-based pricing model for AI engagements (paid for delivered outcomes, not consultant-hours)"
},
{
"kind": "llm_pre_event",
"label": "Major SaaS company announces shift to usage/outcome pricing",
"notes": "Salesforce already announced Agentforce consumption-pricing model in late 2024; broader shift inevitable.",
"source": "Earnings calls, company announcements, Stratechery/Ben Thompson coverage",
"status": "pending",
"weight": 0.4,
"ordinal": 2,
"source_id": null,
"confidence": 0.6,
"expected_date": "2026-11-14",
"research_origin": "training",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-04-01"
},
"measurement_criterion": "Top-50 SaaS company (Salesforce, Adobe, ServiceNow, peer) announces material shift from per-seat to usage- or outcome-based pricing for AI-augmented products"
},
{
"kind": "llm_pre_event",
"label": "Hyperscaler (AWS, Azure, GCP) launches outcome-based AI service tier",
"source": "AWS re:Invent, Azure Build, Google Clo
... (truncated)