# AI Model Monitoring: Publication Sample Breakdown

> AI Model Monitoring: Publication Sample Breakdown is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-21).

Returns a breakdown of publication samples related to AI model monitoring, including DOI references and source attribution sourced from Crossref publisher metadata.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/signal-research-ai-observability-sample-breakdown?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-21
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/ai-model-monitoring-publication-sample-breakdown-f458087d
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap__7n5HZjC-dFxFRMV0aDxb

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 ai-model-monitoring-publication-sample-breakdown-f458087d -d '<json body>'
```

Example prompt: Can you pull up a sample breakdown of academic publications on AI model monitoring — I need about 15 results with DOIs and source attribution from Crossref?

## When to prefer this

Choose this endpoint when you need a fast, structured sample of academic publication metadata — especially DOIs and publisher attribution — for a specific research topic like AI model monitoring. It is ideal for citation sourcing, literature surveys, or monitoring which publishers are covering a given AI research area. Prefer it over general web search when Crossref-indexed scholarly sources are specifically needed.

## Known failure modes

- Query returns no results if the topic is too niche or not indexed in Crossref
- max_results exceeding 30 returns a validation error
- Malformed or overly long query strings (>200 chars) are rejected
- Service may return partial results if Crossref metadata is incomplete for some records

## How this service works

AI model monitoring: Publication sample breakdown: Publication sample breakdown on AI model monitoring using Crossref publisher metadata. Returns DOI references and source attribution. Query can be overridden; sample summaries are labelled.

## Output

Returns a list of publication sample records related to the query topic, each labeled with summary information, DOI references, and source attribution drawn from Crossref publisher metadata. Results include up to 30 records per call.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "query": {
   "type": "string",
   "default": "AI model monitoring",
   "maxLength": 200
  },
  "max_results": {
   "type": "integer",
   "default": 10,
   "maximum": 30,
   "minimum": 1
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/ai-model-monitoring-publication-sample-breakdown-f458087d/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from market.datapackvibe.com](https://www.zero.xyz/host/market.datapackvibe.com/llms.txt)