{
  "status": "Illustrative acceptance plan, not an executable test suite or observed production result",
  "topic": "AI SaaS gross margin after credits",
  "date": "2026-11-04",
  "sourceArticle": "https://aptixlabs.com/insights/ai-saas-gross-margin-cloud-credits",
  "setup": [
    "Use synthetic accounts and records",
    "Record the environment and implementation version",
    "Agree the expected product contract before testing"
  ],
  "reviewSequence": [
    "State the margin definition and included cost categories",
    "Separate promotional coverage from recurring operating costs",
    "Model post-credit usage with explicit sensitivity assumptions"
  ],
  "cases": [
    {
      "id": "1",
      "condition": "Credits cover inference",
      "expectedBehavior": "Underlying usage remains in the normalized scenario",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "2",
      "condition": "Review work increases",
      "expectedBehavior": "Its delivery cost is considered",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "3",
      "condition": "Provider prices change",
      "expectedBehavior": "The dated scenario is recalculated",
      "observedBehavior": null,
      "status": "not_run"
    }
  ],
  "tradeoff": "Normalized scenarios depend on future pricing and usage assumptions. Present sensitivity ranges and dates rather than claiming a precise future margin from today\u2019s provider list price."
}