# Solopreneur Data Scientist Agent

> Solopreneur Data Scientist Agent is a paid API for AI agents from solopreneur.apitoai.xyz, paid per call via x402, $0.04/call, status down (last checked 2026-09-15).

Provides predictive analytics, statistical analysis, machine learning insights, data modeling, and advanced analytical problem-solving via a Gemini Pro-powered AI agent

## Facts

- Endpoint: POST https://solopreneur.apitoai.xyz/data_scientist
- Price: $0.04/call
- Payment: x402
- Status: down
- Last checked: 2026-09-15
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/solopreneur-apitoai-xyz-00b37671
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_NZfklJ3J0IP4PBBRUVPqz

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 solopreneur-apitoai-xyz-00b37671 -d '<json body>'
```

Example prompt: I have monthly sales data for the past 3 years and want to forecast next quarter's revenue — can you run a predictive analysis, identify any seasonality trends, and suggest which machine learning model would fit best?

## When to prefer this

Choose this endpoint when you need AI-powered data science reasoning, statistical methodology advice, machine learning guidance, or analytical problem-solving expressed in natural language — especially useful when you have a complex analytical question but no dedicated data science team. Best for solopreneurs or small teams needing on-demand data science expertise without structured data ingestion.

## Known failure modes

- Empty or vague message returns generic or unhelpful response
- Model may hallucinate statistical claims without access to actual data
- Requests requiring real dataset upload cannot be fulfilled since only text is accepted
- Service unavailable returns success:false with no response data
- Ambiguous analytical questions may produce overly broad answers

## How this service works

Predictive analytics, statistical analysis, machine learning insights, data modeling, and advanced analytical problem-solving

## Output

A text response from a Gemini Pro AI agent containing analytical insights, model recommendations, statistical interpretations, or step-by-step data science guidance, along with a success flag and timestamp.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "message"
 ],
 "properties": {
  "message": {
   "type": "string",
   "description": "Your prompt/query for the agent"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "data": {
   "type": "object",
   "properties": {
    "response": {
     "type": "string",
     "description": "Agent response from Gemini Pro"
    }
   }
  },
  "agent": {
   "type": "string",
   "description": "Agent name"
  },
  "success": {
   "type": "boolean",
   "description": "Whether the request was successful"
  },
  "timestamp": {
   "type": "string",
   "description": "ISO 8601 timestamp"
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/solopreneur-apitoai-xyz-00b37671/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from solopreneur.apitoai.xyz](https://www.zero.xyz/host/solopreneur.apitoai.xyz/llms.txt)