# Cloud World Model – Analysis Job Recommendations

> Cloud World Model – Analysis Job Recommendations is a paid API for AI agents from www.cloudworldmodel.ai, paid per call via x402, $0.001/call, status unknown (last checked 2026-09-11).

Retrieves ranked architecture recommendations for a completed cloud infrastructure analysis job, including cost savings estimates and reversibility tiers.

## Facts

- Endpoint: GET https://www.cloudworldmodel.ai/api/analysis/jobs/%7Bid%7D/recommendations
- Price: $0.001/call
- Payment: x402
- Status: unknown
- Last checked: 2026-09-11
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/cloud-world-model-analysis-job-recommendations-38f1759e
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_444qs9g0O_2lj60DNo9bH

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability cloud-world-model-analysis-job-recommendations-38f1759e
```

Example prompt: I just ran a cloud infrastructure simulation and the analysis job finished — can you pull up the recommendations for job ID abc123 and tell me which architecture scored highest and how much cost savings it estimates?

## When to prefer this

Use this endpoint after triggering a cloud infrastructure analysis job on Cloud World Model when you need to retrieve the ranked output recommendations. Prefer this over generic cloud advisory tools when you want simulation-backed, scored recommendations across AWS, GCP, Azure, OCI, and DigitalOcean without provisioning real resources. Ideal for FinOps agents, cloud architects, and AI learners comparing architecture variants.

## Known failure modes

- Job ID not found or invalid — returns 404 or empty result
- Job still in progress — recommendations may not yet be available
- Malformed job ID format — returns 400 bad request
- Payment not processed — returns 402 Payment Required
- Service unavailable during high simulation load — returns 503

## How this service works

Simulate AWS, GCP, Azure, OCI, and DigitalOcean cloud infrastructure without provisioning real resources. Built for Canvas Cloud AI learners and agents.

## Output

Returns a list of ranked architecture recommendations for the specified analysis job, each with a name, rank, score (0–1), reversibility tier (e.g. 'hours'), and estimated cost savings percentage. Also includes the total number of variants evaluated.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "$schema": "https://json-schema.org/draft/2020-12/schema",
 "required": [
  "input"
 ],
 "properties": {
  "input": {
   "type": "object",
   "required": [
    "type",
    "method",
    "bodyType",
    "body"
   ],
   "properties": {
    "body": {
     "type": "object",
     "required": [],
     "properties": {},
     "additionalProperties": false
    },
    "type": {
     "type": "string",
     "const": "http"
    },
    "method": {
     "type": "string"
    },
    "bodyType": {
     "type": "string"
    }
   }
  },
  "output": {
   "type": "object",
   "required": [
    "type"
   ],
   "properties": {
    "type": {
     "type": "string"
    },
    "example": {
     "type": "object",
     "properties": {
      "totalVariants": {
       "type": "integer"
      },
      "recommendations": {
       "type": "array"
      }
     }
    }
   }
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "json",
 "example": {
  "totalVariants": 47,
  "recommendations": [
   {
    "name": "Serverless First",
    "rank": 1,
    "score": 0.87,
    "reversibilityTier": "hours",
    "costSavingsPercent": 18
   }
  ]
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/cloud-world-model-analysis-job-recommendations-38f1759e/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from www.cloudworldmodel.ai](https://www.zero.xyz/host/www.cloudworldmodel.ai/llms.txt)