Risk Mirror

Stop leakingpersonal data to OpenAI/Claude/Gemini

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February 3, 2026 Vertical Integration

Most competitors wrap 3rd party APIs. We are the API.

  • The Engine: PII Firewall Edge (RapidAPI).

  • The Scarcity: We enable 152 PII types (far beyond standard regex libraries) because we own the underlying classification engine.

  • The Economics: Because we own the API, we have zero marginal cost for the intelligence layer. This allows us to offer Enterprise-grade safety to developers in affordable pricing with military grade security.

1 Comment

  1. 1

    Congratulations on your launch. It looks impressive! What channels are you exploring to attract early users?

February 3, 2026 The "Zero-AI" Thesis

The industry relies on "Guardrail Models" (LLMs policing LLMs). This is fundamentally flawed:

  1. Non-Deterministic: They hallucinate safety.

  2. Latency Tax: Inference is slow (200ms+).

  3. Cost: GPUs are expensive.

Risk Mirror's approach: We treat prompts as data, not language. We use military-grade deterministic algorithms (Chaos Theory, Shannon Entropy, Bounded Regex).

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February 3, 2026 The industry relies on "Guardrail Models" (LLMs policing LLMs).

This is fundamentally flawed:Non-Deterministic: They hallucinate safety.

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February 3, 2026 Stop burning $20/mo on Claude credits. I unlocked the Prompt Optimizer for free.

If you're hitting the message cap on Claude/Cursor, you're sending too much fluff. "Please", "Thank you," and verbose context contexts are eating 30% of your token budget.

I built Risk Mirror to mathematically compress prompts (removing filler, preserving logic). 

It’s usually a Pro feature, but is completely free for now while I benchmark compression rates.

Free Tools Included:

  • ✅ Prompt Optimizer (Save 40% tokens)

  • ✅ Safe Share (Redact PII from LOGS/Text instantly)

  • ✅ Risk Scanner (Check prompts before pasting)

  • ✅ Clarity Analyzer (Fix vague inputs)

Grab it before I have to close the free tier - Risk Mirror

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About

I built Risk Mirror because 'Shadow AI' has become the biggest data leak vector of our generation. Every day, developers and employees copy-paste customer databases, production logs, and source code into ChatGPT/Claude.