# Orbonomy LLM Batch Processing

> Orbonomy LLM Batch Processing is a paid API for AI agents from app.orbonomy.xyz, paid per call via x402, $0.1/call, status unknown (last checked 2026-09-15).

Sends a batch of items to an LLM with a shared system prompt and returns processed results for all items in one call

## Facts

- Endpoint: POST https://app.orbonomy.xyz/api/llm/batch
- Price: $0.1/call
- Payment: x402
- Status: unknown
- Last checked: 2026-09-15
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/orbonomy-llm-batch-processing-f8197c8b
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_zgEThfnRbTBkIPqINqT5K

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 orbonomy-llm-batch-processing-f8197c8b -d '<json body>'
```

Example prompt: I have a list of 20 customer reviews — run them all through an AI that classifies each one as positive, negative, or neutral, using the system prompt: 'You are a sentiment classifier. Respond with only: positive, negative, or neutral.'

## When to prefer this

Use this endpoint when you need to apply the same LLM system prompt to multiple items in a single API call, rather than making individual LLM calls per item. Ideal for bulk classification, batch summarization, or uniform AI transformation of a list — saving cost and round-trips compared to per-item calls.

## Known failure modes

- Missing required 'items' array returns validation error
- Missing 'system_prompt' returns validation error
- Empty items array may return empty results
- Payment of 0.1 USDC not fulfilled returns 402 Payment Required
- Oversized batch may hit timeout or token limits
- Malformed item types in array may cause partial failures

## How this service works

50+ pay-per-call API endpoints across accommodation, AI, content, fact-checking, and data services. Powered by x402 protocol.

## Output

A JSON object with a success boolean and the LLM-generated responses for each item in the submitted batch array, processed against the shared system prompt.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "items",
  "system_prompt"
 ],
 "properties": {
  "items": {
   "type": "array"
  },
  "system_prompt": {
   "type": "string"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "success": {
   "type": "boolean"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/orbonomy-llm-batch-processing-f8197c8b/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from app.orbonomy.xyz](https://www.zero.xyz/host/app.orbonomy.xyz/llms.txt)