CorroboratedOPPORTUNITY DOSSIER · O-0790

Spec-driven AI coding fails to deliver complete projects

Developers feeding project specs to AI coding tools expect automated delivery but get outputs that miss requirements or stall halfway through.

First seen 2026-07-23 · Last updated 2026-09-06 · Recalculated daily

32.1

Evidence confidence, not a return forecast

Independent source items, deduplicated by post

Public source families

Payment evidence: current spend or explicit intent

ProblemUsers testing spec-driven development plugins such as superpowers and GSD ran three projects through AI coding assistants and all three failed. Either the generated output did not match the spec, or the workflow stalled midway, breaking the promise of delivering a complete project in a few hours.

People affectedMid-to-senior developers and tech leads using Claude Code, Cursor, and similar AI coding assistants

Named alternativesCodex, Opus, superpowers, GSD

Topicsspec-driven developmentAI coding workflowdevelopment reliabilityproject automation

Weekly mentions · 12 weeks

06-1507-1308-1008-31

This dossier's trend factor is 1.0, capped at 2.0.

Representative evidence

2 public excerpts · 6 items in the full chain

Product complaint★★★★☆First-hand pain

Post title: Codex ignored an explicit UUID v7 requirement in my spec

What the fuck is the point of writing a spec if it…

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

Reddit2026-09-02View source ↗

Pain★★★★☆First-hand pain

Post title: [TLDR] Anyone else using Claude Code + Codex and getting stuck auditing forever? [via r/ClaudeCode]

Yesterday one difficult feature went through 5 ver…

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

Reddit2026-08-09View source ↗

★★★★☆

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What this evidence does not show yet

To reach Payment-backed we still need:

a first-hand payment statement — either someone naming what they already pay, or 2 more statement(s) with a specific amount they would pay (we have 0)

No first-hand payment statement is on record here, so this page carries no pricing suggestion. A price with no payment evidence behind it is a guess wearing a number.

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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.