Opportunity ledger / Dossier O-0411

Payment-backedOPPORTUNITY DOSSIER · O-0411

AI model removal alerts

Monitors availability and removal timelines of AI models in subscriptions, alerts users before a model is removed early, and surfaces alternatives.

First seen 2026-07-17 · Last updated 2026-09-01 · Recalculated daily

67.1
Evidence confidence, not a return forecast
6
Independent source items, deduplicated by post
3
Public source families
2
Payment evidence: current spend or explicit intent
ProblemAI platforms may remove models from user subscriptions before the committed availability period ends (e.g., Fable 5 was pulled before its committed July 19 date). Users lack transparency into model lifecycles and availability, and workflows are passively interrupted.
People affectedDevelopers and enterprise users subscribed to AI model services who depend on specific models for production tasks and care about model availability and migration windows.
Named alternativesAnthropic (Claude / Fable 5), Anthropic Claude, Claude
Topicsai-model-managementsubscription-monitoringmodel-migration
Weekly mentions · 12 weeks
06-1507-1308-1008-31

This dossier's trend factor is 0.5, capped at 2.0.

Representative evidence

2 public excerpts · 6 items in the full chain
Product complaint★★★★★Current spend

Post title: Anthropic: you can't rug-pull your paying customers like this. You said July 19th. This is misleading advertising.

I am a paying customer of yours for $200/month, in…

The public layer keeps only a minimal excerpt. Open the source for full context.

Reddit2026-07-18View source ↗
Product complaint★★★★★Current spend

Post title: ANTHROPIC WHYYYYYYY????

The Fable 5 breakout is gone. All that's left is "…

The public layer keeps only a minimal excerpt. Open the source for full context.

Reddit2026-07-17View source ↗
★★★★☆
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Evidence linked to this dossier has received 1 human audit. Reviews may confirm or correct the original label. View quality history →

PRIVATE POSITIONING DECISION

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What this evidence does not show yet

This dossier already carries first-hand payment evidence. What it still cannot tell you: market size, how reachable these people are, or what it costs to acquire them.

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Scoring summary

Evidence confidence = strength × evidence volume × source diversity × payment × competition × trend × 10. Counts use independent content items; only first-hand pain, current spend, explicit willingness to pay and concrete feature requests affect the score. Repeated posts by one author are discounted. Scoring and status changes follow deterministic rules.

“Payment-backed” means first-hand payment evidence exists in the record. It does not mean the business is worth building. “Fading” is a recency tag shown alongside any evidence level, not a lower level. Read the full methodology.