Opportunity ledger / Dossier O-3362

CorroboratedOPPORTUNITY DOSSIER · O-3362

Opportunity dossier O-3362

Recurring need documented in 4 independent public source items.

First seen 2026-08-19 · Last updated 2026-10-04 · Recalculated daily

47.1
Evidence confidence, not a return forecast
4
Independent source items, deduplicated by post
2
Public source families
1
Payment evidence: current spend or explicit intent
ProblemThe source-linked evidence below documents the recurring problem.
People affectedPeople represented in the linked public discussions.
Named alternativesGrok, Grok Bot, xAI Grok
Collected sample dates · 12 weeks
07-2008-1709-1410-05

These observations describe collected samples, not platform-wide prevalence; they cannot establish whether a problem is widespread or accelerating. Collection scope changed on 09-16 and 09-27; monthly counts must not be read as trends.

Representative evidence

2 public excerpts · 4 items in the full chain
Product complaint★★★★☆Current spend

Post title: xAI owns Grok and X. Grok Bot still billed me X API credits for a search grok.com does for free.

xAI owns Grok and X. Grok Bot still billed me X AP…

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

Reddit2026-08-25View source ↗
Need★★★★☆Unmet need

Post title: Looking for a ChatGPT alternative — Android + desktop, under $25/month

I’m looking for recommendations for an AI chatbot …

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

Reddit2026-08-25View source ↗
★★★★☆
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What this evidence does not show yet

To reach Payment-backed we still need:

  • 1 more independent post(s) — we have 4

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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.