Killed it/i/prompt-breaker
Skeptral
/i/prompt-breaker
This idea scored
32/100
KILL
DEMANDMOATTIMING

Prompt Breaker

Kill shot

The core premise is false by the idea's own Challenges section: Intercom/Zendesk route via intent classifiers and fixed flows, not raw LLM completions, so 'ignore previous instructions' does nothing. Even if it worked it's unwinnable whack-a-mole against vendor patches, sold for $5/mo to a one-and-done consumer. Enterprise platforms like Intercom use strict routing logic and intent classification models, not raw LLM completions, making simple adversarial prompt injections entirely ineffective.

No vibes. No flattery.
The idea

Prompt Breaker

The verdict

KILL · 32/100. Stress-tested and killed on day one.

The kill-shot

The core premise is false by the idea's own Challenges section: Intercom/Zendesk route via intent classifiers and fixed flows, not raw LLM completions, so 'ignore previous instructions' does nothing. Even if it worked it's unwinnable whack-a-mole against vendor patches, sold for $5/mo to a one-and-done consumer. Enterprise platforms like Intercom use strict routing logic and intent classification models, not raw LLM completions, making simple adversarial prompt injections entirely ineffective.

What would change the verdict

A hardcoded injection actually escalates to a human on three different major-brand production bots in one afternoon — anything less and there is no product. A recorded video successfully bypassing a live Zendesk or Intercom enterprise bot using a prompt injection to instantly reach a human is validated.

From the dossier · The problem

Companies are aggressively cutting costs by replacing human customer support with LLMs, trapping consumers in hallucinating loops. Users are deeply fatigued by this automated hostility, evidenced by a post with 2,105 upvotes highlighting that 'companies are under AI psychosis deploying easily manipulated LLMs for frontline support.' At the same time, consumers are exhausted by corporate extraction (14,692 upvotes regarding aggressive monetization). Getting a refund or reaching a human now requires navigating a maze of unhelpful AI walls.

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KILL at 32/100 on Skeptral. The kill-shot: “The core premise is false by the idea's own Challenges section: Intercom/Zendesk route via intent classifiers and fixed flows, not raw LLM completions, so…”

Inside the full dossier

The verdict above is the opening page. Behind it, this idea's dossier works through 10 more sections:

  • Solution
  • Target Customer
  • Why Now
  • Revenue Model
  • Competitive Landscape
  • Validation Plan
  • Trend Direction
  • Pricing Landscape
  • Challenges
  • Refined Scope

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