Opportunity ledger / Dossier O-0658
Developers spending $1000 on Claude API to code a single app find comparable results on GLM 5.3 for $10, yet lack trusted guidance on cheaper equivalents.
First seen 2026-07-09 · Last updated 2026-10-20 · Recalculated daily
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.
Post title: [TLDR] Opus 5 is just dumb [via r/ClaudeCode]
I thought Opus 5 was supposed to be on par with Fa…
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Post title: AI development has become far more expensive, and I'm not sure smaller developers can keep up
it's easy to spend more than a hundred dollars imp…
The public layer keeps only a minimal excerpt. Open the source for full context.
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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.