{
  "status": "Illustrative acceptance plan, not an executable test suite or observed production result",
  "topic": "B2B SaaS content attribution",
  "date": "2026-11-04",
  "sourceArticle": "https://aptixlabs.com/insights/b2b-saas-blog-lead-attribution",
  "setup": [
    "Use synthetic accounts and records",
    "Record the environment and implementation version",
    "Agree the expected product contract before testing"
  ],
  "reviewSequence": [
    "Define the decisions attribution should support",
    "Use validated content identifiers and consistent campaign tags",
    "Review saved-enquiry quality alongside event counts"
  ],
  "cases": [
    {
      "id": "1",
      "condition": "A URL contains an unknown article value",
      "expectedBehavior": "It is not accepted as a trusted content identifier",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "2",
      "condition": "A reader returns directly",
      "expectedBehavior": "The model\u2019s treatment is documented",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "3",
      "condition": "An enquiry contains personal information",
      "expectedBehavior": "That content does not become an analytics parameter",
      "observedBehavior": null,
      "status": "not_run"
    }
  ],
  "tradeoff": "More tracking can add complexity without improving decisions. Start with the fields needed to compare useful acquisition paths and keep the limitations visible."
}