{
  "schemaVersion": "2026-05-14.tool-review.v1",
  "slug": "modal",
  "name": "Modal",
  "category": "dev-platform",
  "verdict": {
    "label": "Recommended",
    "tone": "recommended",
    "summary": "Use Modal when the job is Python-heavy AI compute and infrastructure should stay close to code."
  },
  "scores": {
    "dx": 87,
    "ax": 78,
    "production": 80,
    "pricing": 66,
    "performance": 89
  },
  "pricingTier": "usage-based",
  "agentReadiness": "partial",
  "timeToFirstSuccessMinutes": 28,
  "recommendedFor": [
    "production-deploy",
    "prototype-to-demo"
  ],
  "avoidWhen": [
    "frontend-first apps",
    "teams without Python comfort",
    "simple static/demo deploys"
  ],
  "evidence": {
    "built": "Validated Python AI job deployment patterns for model-adjacent workflows.",
    "testedScenario": "Deploying a Python worker-style AI task with dependency setup and repeatable execution.",
    "methodology": [
      "Checked CLI flow",
      "Reviewed dependency packaging",
      "Measured deploy friction",
      "Compared compute fit"
    ]
  },
  "evidenceProfile": {
    "level": "strong",
    "artifacts": [
      {
        "kind": "human-review",
        "label": "Human review page",
        "href": "/blueprints/reviews/modal",
        "public": true
      },
      {
        "kind": "agent-json",
        "label": "Agent JSON verdict",
        "href": "/blueprints/reviews/modal.json",
        "public": true
      },
      {
        "kind": "compare-view",
        "label": "Compare with alternatives",
        "href": "/blueprints/reviews/compare?tools=modal,vercel,cursor",
        "public": true
      }
    ],
    "limitations": [
      "Scores reflect Neurl hands-on evidence and should be re-verified before procurement or high-risk production adoption.",
      "Pricing, limits, model defaults, and product policies can change quickly; use freshness dates and vendor docs before final rollout."
    ],
    "confidenceSignals": [
      "Tested scenario: Deploying a Python worker-style AI task with dependency setup and repeatable execution.",
      "4 methodology checks",
      "Last verified: 2026-05-14",
      "2 agent safe-use notes"
    ],
    "agentEvidenceSummary": "Modal was tested in scenario \"Deploying a Python worker-style AI task with dependency setup and repeatable execution.\" and last verified on 2026-05-14. Use the human review, agent JSON verdict, and compare view before trusting the recommendation."
  },
  "freshness": {
    "lastTestedAt": "2026-04-29",
    "lastVerifiedAt": "2026-05-14",
    "staleAfterDays": 90,
    "scoreDiffLog": [
      "2026-05-14: included as compare option for frontend platform decisions"
    ],
    "changelogPulse": "Re-test GPU availability, deployment ergonomics, and monitoring affordances quarterly."
  },
  "agent": {
    "skillText": "Use Modal when an AI task needs Python-native compute, GPUs, or batch/job execution. Avoid it when the task is primarily a frontend deploy or a simple content site.",
    "manifestSnippet": {
      "name": "modal",
      "useWhen": [
        "GPU compute",
        "Python AI jobs",
        "batch model workflows"
      ],
      "avoidWhen": [
        "frontend-first deploy",
        "simple static site",
        "non-Python team"
      ],
      "requiredContext": [
        "Python entrypoint",
        "dependencies",
        "GPU/runtime needs",
        "budget ceiling"
      ],
      "confidence": "medium"
    },
    "safeUseNotes": [
      "Estimate usage costs before scaling",
      "Pair with separate frontend hosting when needed"
    ]
  }
}