SHIRO & Co.

Visible World Audit

Neutral vs AI Framing Audit

Personas

Persona attributes are experimental variables. They are not claims about real individuals.

Neutral framing

Observe visible options for the same product-marketing role discovery task. Only the framing wording changes.

Synthetic · Enabled

{
  "batch": "batch1",
  "skills": [
    "product marketing",
    "go-to-market",
    "B2B SaaS"
  ],
  "framing": "default",
  "subject": "product-marketing-role-discovery",
  "function": "Product Marketing",
  "industry": "software",
  "location": "Tokyo",
  "isControl": true,
  "targetRole": "Product Marketing Manager",
  "isSynthetic": true,
  "variableKey": "framing",
  "conditionKey": "framing-default",
  "searchIntent": "open-to-full-time-product-marketing-roles",
  "variableValue": "default",
  "employmentType": "full-time",
  "realPersonData": false,
  "experienceLevel": "mid",
  "qualificationLevel": "bachelor-equivalent"
}

AI framing

Observe visible options for the same product-marketing role discovery task. Only the framing wording changes.

Synthetic · Enabled

{
  "batch": "batch1",
  "skills": [
    "product marketing",
    "go-to-market",
    "B2B SaaS"
  ],
  "framing": "ai",
  "subject": "product-marketing-role-discovery",
  "function": "Product Marketing",
  "industry": "software",
  "location": "Tokyo",
  "isControl": false,
  "targetRole": "Product Marketing Manager",
  "isSynthetic": true,
  "variableKey": "framing",
  "conditionKey": "framing-ai",
  "searchIntent": "open-to-full-time-product-marketing-roles",
  "variableValue": "ai",
  "employmentType": "full-time",
  "realPersonData": false,
  "experienceLevel": "mid",
  "qualificationLevel": "bachelor-equivalent"
}

Security framing

Observe visible options for the same product-marketing role discovery task. Only the framing wording changes.

Synthetic · Enabled

{
  "batch": "batch1",
  "skills": [
    "product marketing",
    "go-to-market",
    "B2B SaaS"
  ],
  "framing": "security",
  "subject": "product-marketing-role-discovery",
  "function": "Product Marketing",
  "industry": "software",
  "location": "Tokyo",
  "isControl": false,
  "targetRole": "Product Marketing Manager",
  "isSynthetic": true,
  "variableKey": "framing",
  "conditionKey": "framing-security",
  "searchIntent": "open-to-full-time-product-marketing-roles",
  "variableValue": "security",
  "employmentType": "full-time",
  "realPersonData": false,
  "experienceLevel": "mid",
  "qualificationLevel": "bachelor-equivalent"
}

Persona attributes are experimental variables. They are not claims about real individuals. Personas are synthetic by default. Do not store protected characteristics or real identities.