# Losbeto Market Intelligence — Crypto Price Forecast

> Losbeto Market Intelligence — Crypto Price Forecast is a paid API for AI agents from api.losbeto.xyz, paid per call via x402, $0.05/call, status unknown (last checked 2026-10-13).

Returns quantile gradient-boosting price forecasts (p10/p50/p90 bands) for major cryptocurrencies over selectable horizons (6h, 24h, 3d, 7d), including walk-forward MAPE backtest error.

## Facts

- Endpoint: GET https://api.losbeto.xyz/forecast?utm_source=zero.xyz
- Price: $0.05/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-13
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/losbeto-market-intelligence-crypto-price-forecast-23b60ab9
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_zvb0A6eXNrzY1DQLQabWq

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 losbeto-market-intelligence-crypto-price-forecast-23b60ab9
```

Example prompt: What's the quantile gradient-boosting price forecast for BTC over the next 24 hours — give me the p10, p50, and p90 bands along with the backtest error?

## When to prefer this

Choose this endpoint when you need probabilistic crypto price forecasts with explicit uncertainty quantification (p10/p50/p90 bands) and published backtest accuracy (MAPE), rather than a single point estimate. Ideal for agents that need to reason about downside risk or position sizing. Prefer this over generic price-data endpoints when you need forward-looking predictions rather than current or historical prices, and over external AI forecast APIs when you want a self-contained, node-local model with verifiable backtest metrics.

## Known failure modes

- Unsupported symbol returns an error or empty result — only BTC, ETH, SOL, BNB, XRP, DOGE, ADA, LINK are supported
- Invalid or missing horizon parameter (must be one of 6h, 24h, 3d, 7d) causes a bad request error
- Payment failure (x402) if USDC balance is insufficient — call costs $0.05 per request
- Stale model if the node's locally collected price history is lagging or interrupted
- No response if the node is offline or unreachable

## How this service works

Machine-learning price forecast running entirely on this node: quantile gradient boosting (p10/p50/p90 bands) over 6h, 24h, 3d or 7d horizons for BTC, ETH, SOL, BNB, XRP, DOGE, ADA and LINK, trained on the node's OWN...

## Output

A JSON object containing quantile price forecast bands (p10, p50, p90) for the requested cryptocurrency over the specified horizon, alongside the walk-forward backtest MAPE error metric computed from the node's own collected price history. All inference runs locally with no external AI API.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "$schema": "https://json-schema.org/draft/2020-12/schema",
 "required": [
  "input"
 ],
 "properties": {
  "input": {
   "type": "object",
   "properties": {
    "queryParams": {
     "type": "object",
     "required": [
      "horizon",
      "symbol"
     ],
     "properties": {
      "symbol": {
       "type": "string",
       "description": "Asset ticker, e.g. AAPL, TSLA, BTC, GOLD"
      },
      "horizon": {
       "type": "string",
       "description": "horizon parameter"
      }
     }
    }
   }
  },
  "output": {
   "type": "object",
   "properties": {
    "example": {
     "type": "object",
     "description": "Machine-learning price forecast running entirely on this node: quantile gradient boosting (p10/p50/p90 bands) over 6h, 24h, 3d or 7d horizons for BTC, ETH, SOL, BNB, XRP, DOGE, ADA and LINK, trained on the node's OWN collected price history, with walk-forward backtest error (MAPE) published in every answer. No external AI API, no GPU. Not financial advice."
    }
   }
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "json"
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/losbeto-market-intelligence-crypto-price-forecast-23b60ab9/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from api.losbeto.xyz](https://www.zero.xyz/host/api.losbeto.xyz/llms.txt)