← Cockpit
AI_013predictionMarkets/StocksSaaSpocalypse

'SaaSpocalypse' — traditional Software-as-a-Service incumbents (Salesforce, Adobe, HubSpot) will see massive sustained declines in market capitalization; AI lowers the barrier to creating bespoke customized software, eliminating the SaaS subscription m...

Predictor: Morgan Stanley

Prior probability
72.0%
Current probability
35.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2028-09-30
Edges in / out
1 / 0
Tickers exposed
0

Prediction text

'SaaSpocalypse' — traditional Software-as-a-Service incumbents (Salesforce, Adobe, HubSpot) will see massive sustained declines in market capitalization; AI lowers the barrier to creating bespoke customized software, eliminating the SaaS subscription moat. | Next CRM/ADBE earnings miss

Key catalyst: Next CRM/ADBE earnings miss

Watch events: CRM/ADBE/HUBS quarterly revenue; enterprise renewal rates

Resolution evidence

Status: in_progress

Salesforce (-30% from 2024 peak), Adobe (-45%), HubSpot (-50%) multi-year drawdowns 2024-2026 align with framework. SaaS enterprise-renewal rates declining.

Predictor: Morgan Stanley

κ + Brier as of 2026-05-22
κ (discount)
0.633
Brier
0.0442
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Morgan Stanley 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

4 prob_history rows
0%25%50%75%100%prior 72%2026-05-022026-05-082026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.0%

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: 4 overdue ⏱ · 6 pending
  1. 2026-02-03overdue'SaaSpocalypse' — Anthropic Claude Cowork legal automation triggers ~$285B SaaS market-cap wipe in single day
    How: Single-day SaaS sector wipe ≥$250B market cap on day Anthropic Claude Cowork unveiled; CRM -9%, HUBS -8%
    Source: https://www.taskade.com/blog/saaspocalypse-explained — $285B wiped Feb 3 2026conf 95%
  2. 2026-01-01 → 2026-04-30overdueServiceNow sheds 18-40% on Q1 FY26 print despite earnings beat (AI-cannibalization signal)
    How: NOW stock closes down ≥18% intraday on Q1 print; full YTD decline ≥40% by end of period
    Source: https://www.humai.blog/servicenow-beat-earnings-raised-ai-guidance-50-and-lost-a-fifth-of-its-value-in-one-day/conf 92%
  3. 2026-04-30overdueIGV (iShares Expanded Tech-Software ETF) declines >23% YTD by April 2026
    How: IGV ETF closes ≥23% below 2026 starting value by Apr 30 2026 (from ~$117 high to ~$82)
    Source: https://ai2.work/technology/the-2026-saas-apocalypse-why-wall-street-is-dumping-software-stocks/conf 95%
  4. 2026-04-30overdueAdobe + Salesforce 2026 YTD losses both reach ≥31%
    How: ADBE and CRM both close YTD ≥31% below 2026 starting prices by April 30 2026
    Source: https://247wallst.com/investing/2026/04/27/which-software-stock-has-been-the-worst-performer-in-2026-adobe-salesforce-or-servicenow/conf 92%
  5. 2026-06-22pendingQ1 window check-in (25%)
  6. 2026-08-01 → 2026-09-30pendingSalesforce Q2 FY26 print: revenue $10.25B with AI/Data Cloud ARR +120% YoY (organic seat compression debate)
    How: CRM Q2 FY26 reported revenue ~$10.25B, 10% YoY; AI/Data Cloud ARR > $1.2B at +120% YoY
    Source: https://futurumgroup.com/insights/salesforce-q2-fy-2026-earnings-show-eps-beat-crpo-growth-margin-expansion/conf 85%
  7. 2026-12-11pendingQ2 window check-in (50%)
  8. 2026-12-31pendingScenario fires: NBER recession declared 2026
  9. 2026-09-01 → 2027-09-30pendingFirst major SaaS incumbent issues materially negative FY27 guide explicitly citing AI seat compression
    How: Salesforce / Adobe / HubSpot / ServiceNow guides FY27 below consensus and explicitly attributes shortfall to AI agents replacing seats
    Source: https://www.saastr.com/the-2026-saas-crash-its-not-what-you-think/conf 45%
  10. 2027-06-01pendingQ3 window check-in (75%)

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: 35%)

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
LBP2026-05-10T02:00:02Z35.0%-2.0pp
Network propagation: 36.9% → 35.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
metadata_milestone_miss_sweep2026-05-08T22:15:34Z36.9%-10.7pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.369 blend=0.369 LLR=-0.442 κ=0.58 no_blend
Raw metadata
{
  "trf": 0.8724551521758451,
  "kappa": 0.5833,
  "base_rate": null,
  "predictor": "Morgan Stanley",
  "total_llr": -0.8109302162163288,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.09354980009061865,
  "bayes_factor": "1.6:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.4766295914628109,
  "kappa_source": "predictor_table",
  "n_milestones": 2,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.554135,
      "label": "IGV (iShares Expanded Tech-Software ETF) declines >23% YTD by April 2026",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": null,
      "adjusted_llr": -0.22468240768151768,
      "expected_date": "2026-04-30",
      "measurement_criterion": "IGV ETF closes ≥23% below 2026 starting value by Apr 30 2026 (from ~$117 high to ~$82)"
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.5366360000000001,
      "label": "Adobe + Salesforce 2026 YTD losses both reach ≥31%",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.92,
      "source_url": null,
      "adjusted_llr": -0.21758717375473294,
      "expected_date": "2026-04-30",
      "measurement_criterion": "ADBE and CRM both close YTD ≥31% below 2026 starting prices by April 30 2026"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3892813934769084,
  "outside_weight": 0.6107186065230916,
  "posterior_prob": 0.369160635461185,
  "posterior_logit": -0.5358193815268693,
  "predictor_brier": 0.01,
  "inside_posterior": 0.369160635461185,
  "blended_posterior": 0.369160635461185,
  "reference_class_id": null,
  "total_adjusted_llr": -0.4422695814362506,
  "predictor_n_resolved": 1
}
LBP2026-05-03T02:00:01Z47.7%-14.6pp
Network propagation: 62.3% → 47.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z62.3%-9.7pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.623 blend=0.623 LLR=-0.442 κ=0.58 no_blend
Raw metadata
{
  "trf": 0.8784428960314888,
  "kappa": 0.5833,
  "base_rate": null,
  "predictor": "Morgan Stanley",
  "total_llr": -0.8109302162163288,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.9444616088408513,
  "bayes_factor": "1.6:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.72,
  "kappa_source": "predictor_table",
  "n_milestones": 2,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.554135,
      "label": "'SaaSpocalypse' — Anthropic Claude Cowork legal automation triggers ~$285B SaaS market-cap wipe in single day",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": null,
      "adjusted_llr": -0.22468240768151768,
      "expected_date": "2026-02-03",
      "measurement_criterion": "Single-day SaaS sector wipe ≥$250B market cap on day Anthropic Claude Cowork unveiled; CRM -9%, HUBS -8%"
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.5366360000000001,
      "label": "ServiceNow sheds 18-40% on Q1 FY26 print despite earnings beat (AI-cannibalization signal)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.92,
      "source_url": null,
      "adjusted_llr": -0.21758717375473294,
      "expected_date": "2026-03-01",
      "measurement_criterion": "NOW stock closes down ≥18% intraday on Q1 print; full YTD decline ≥40% by end of period"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "prior_prob",
  "inside_weight": 0.3850899727779578,
  "outside_weight": 0.6149100272220422,
  "posterior_prob": 0.6229743273303922,
  "posterior_logit": 0.5021920274046007,
  "predictor_brier": 0.01,
  "inside_posterior": 0.6229743273303922,
  "blended_posterior": 0.6229743273303922,
  "reference_class_id": null,
  "total_adjusted_llr": -0.4422695814362506,
  "predictor_n_resolved": 1
}

Network propagation neighbors

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

No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_RECESSION_2026NBER recession declared 2026macro_recession

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importSalesforce (-30% from 2024 peak), Adobe (-45%), HubSpot (-50%) multi-year drawdowns 2024-2026 align with framework. SaaS enterprise-renewal rates declining.

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.570edgar_8kSalesforce, Inc. (CRM) (CIK 0001108524)mentionspending2026-06-01
0.570edgar_8kSalesforce, Inc. (CRM) (CIK 0001108524)mentionspending2026-06-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-Firm",
  "context": "Coined by MS research team. Couples with AI_012 (TAM expansion) — destruction of incumbents AND expansion of total market happen simultaneously. Validates Cuban wrapper-Radio-Shack framing (AI_021).",
  "to_year": 2028,
  "conv_cues": "coined term; institutional research",
  "direction": "DOWN",
  "from_year": 2026,
  "timeframe": "2026-2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "'SaaSpocalypse' — Anthropic Claude Cowork legal automation triggers ~$285B SaaS market-cap wipe in single day",
      "source": "https://www.taskade.com/blog/saaspocalypse-explained — $285B wiped Feb 3 2026",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "expected_date": "2026-02-03",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Single-day SaaS sector wipe ≥$250B market cap on day Anthropic Claude Cowork unveiled; CRM -9%, HUBS -8%"
    },
    {
      "kind": "llm_pre_event",
      "label": "ServiceNow sheds 18-40% on Q1 FY26 print despite earnings beat (AI-cannibalization signal)",
      "source": "https://www.humai.blog/servicenow-beat-earnings-raised-ai-guidance-50-and-lost-a-fifth-of-its-value-in-one-day/",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.92,
      "expected_date": "2026-03-01",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-04-30",
        "from": "2026-01-01"
      },
      "measurement_criterion": "NOW stock closes down ≥18% intraday on Q1 print; full YTD decline ≥40% by end of period"
    },
    {
      "kind": "llm_pre_event",
      "label": "IGV (iShares Expanded Tech-Software ETF) declines >23% YTD by April 2026",
      "source": "https://ai2.work/technology/the-2026-saas-apocalypse-why-wall-street-is-dumping-software-stocks/",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "expected_date": "2026-04-30",
      "miss_emitted_at": "2026-05-08T22:15:34.476563+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "IGV ETF closes ≥23% below 2026 starting value by Apr 30 2026 (from ~$117 high to ~$82)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Adobe + Salesforce 2026 YTD losses both reach ≥31%",
      "source": "https://247wallst.com/investing/2026/04/27/which-software-stock-has-been-the-worst-performer-in-2026-adobe-salesforce-or-servicenow/",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.92,
      "expected_date": "2026-04-30",
      "miss_emitted_at": "2026-05-08T22:15:34.476563+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "ADBE and CRM both close YTD ≥31% below 2026 starting prices by April 30 2026"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-06-22",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Salesforce Q2 FY26 print: revenue $10.25B with AI/Data Cloud ARR +120% YoY (organic seat compression debate)",
      "source": "https://futurumgroup.com/insights/salesforce-q2-fy-2026-earnings-show-eps-beat-crpo-growth-margin-expansion/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "sourc
... (truncated)