# AI Search Volume - GEO Keyword Research Tool & API & MCP (`doesaiknow/ai-search-volume-geo-keyword-research-tool-api`) Actor

AI search volume & GEO keyword research: bulk AI-search demand estimates + 12-month trends for any keyword list, in 200+ countries & languages. A pay-per-use AEO / GEO keyword tool - no subscription, no prompt limits. Cheap Profound / Otterly / Peec alternative. $0.99/1k, free tier. MCP Ready

- **URL**: https://apify.com/doesaiknow/ai-search-volume-geo-keyword-research-tool-api.md
- **Developed by:** [Dawid S](https://apify.com/doesaiknow) (community)
- **Categories:** AI, SEO tools, E-commerce
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.75 / ai search volume (up to 1000 keywords)

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## AI Search Volume — GEO / AEO Keyword Research Tool & API

Bulk **AI search volume** for any keyword list — an estimated demand score plus a **12-month trend**,
built to tell you **which topics and keywords to target for AI search (GEO / AEO)**. Works across
**200+ countries and languages**. Pay-per-use, **no subscription and no prompt limits** — a cheap
alternative to Profound / Otterly / Peec — **$0.99 per 1,000 keywords**, free tier, no monthly floor.

> AI search volume is a **directional estimate** of demand in AI-driven search, derived from
> large-scale search-signal aggregation — not a literal count of AI chats. Use it to **prioritize**,
> not as an absolute number. Strongest on brand, category, head and informational terms.

### What you get

| Feature | Output |
|---|---|
| **Bulk AI search volume** | Estimated AI-search demand score per keyword — up to **1,000 keywords / run** |
| **12-month trend** | Monthly demand history per keyword (computed on completed months) → rising / flat / falling |
| **200+ locations & languages** | Native-language volume for US, UK, DE, FR, ES, BR, PL and more — one market per run |

### Quick start
```json
{ "keywords": ["how to save money", "index funds", "best budgeting apps"],
  "location": "United States", "language": "English" }
````

### Output example

Real output (US / English, personal-finance niche). `ai_search_volume` = directional demand score;
`trend_6mo` is computed on completed months (the current partial month is excluded):

```json
[
  { "keyword": "how to save money",          "ai_search_volume": 18157, "trend_6mo": "-22%", "location": "United States" },
  { "keyword": "high yield savings account", "ai_search_volume": 16696, "trend_6mo": "+13%", "location": "United States" },
  { "keyword": "index funds",                "ai_search_volume": 15455, "trend_6mo":  "0%",  "location": "United States" },
  { "keyword": "what is a roth ira",         "ai_search_volume": 10012, "trend_6mo":  "0%",  "location": "United States" }
]
```

Each keyword also returns the full `ai_monthly_searches` array (12 months of `{year, month, ai_search_volume}`)
so you can chart the trend yourself.

### Use cases

- **GEO / AEO content strategy** — rank your topic backlog by AI-search demand before writing.
- **Prioritize a keyword list** — feed the keywords you already care about, get a demand order.
- **Spot rising & fading topics** — the 12-month trend flags what's gaining or losing AI attention.
- **Multi-market research** — the same list across countries/languages for international sites.

### Pricing

**Pay per event, no subscription.** You pay only for successful runs — failed or empty scans are never
billed. No monthly minimum, no prompt caps, no seat fees.

| Event | Fires | Price (FREE / BRONZE) |
|---|---|---|
| `actor-start` | once per run (input validation + cache check) | $0.05 |
| `search-volume` | once, after a successful volume call (up to 1,000 keywords) | **$0.99 / 1k** |

#### Volume discounts by Apify plan tier

| Event | FREE | BRONZE | SILVER | GOLD |
|---|---|---|---|---|
| `search-volume` (per 1k) | $0.99 | $0.95 | $0.85 | **$0.75** |

> `actor-start` stays flat across tiers. PLATINUM / DIAMOND (enterprise) pricing on request.

A single run of 1,000 keywords costs **$1.04** on FREE/BRONZE — versus $29–€89/mo prompt-limited
subscriptions elsewhere (Otterly $29/10 prompts, Peec €89/50 prompts).

### How it compares

| | This actor | Profound | Otterly | Peec |
|---|---|---|---|---|
| Entry price | **pay-per-use, $0.99/1k** | enterprise | $29/mo (10 prompts) | €89/mo (50 prompts) |
| Prompt / seat limits | **none — bulk keyword lists** | seat-based | 10 prompts | 50 prompts |
| Public keyword-volume API | **✅** | ❌ | ❌ | ❌ |
| 200+ countries & languages | **✅** | partial | partial | ✅ |
| No subscription | **✅** | ❌ | ❌ | ❌ |

Built for GEO/SEO agencies, content teams and developers who want AI-search demand in bulk without a
per-seat platform.

### What it does NOT do (honest scope)

- It's an **estimate for prioritization**, not exact AI-usage counts. Use the **relative order within a
  niche** — that's where it's reliable.
- **Weaker on head-to-head "X vs Y" comparison phrases and hyper-specific long-tail** — these read
  directional/low. For a product-comparison strategy, treat those numbers as a floor, not gospel.
- **Small markets have thinner data** than large ones (US/DE/FR/BR are richest).
- The **trend is directional** (computed on completed months) — read it as up/flat/down, not a precise %.
- No brand-mention monitoring, no site audit, no live chat logs (different tools).

### FAQ

**Is this real ChatGPT / Gemini conversation data?**
No. It's a directional **estimate** of demand in AI-driven search, derived from large-scale search-signal
aggregation. Treat it as a prioritization signal, not a literal chat count.

**Which countries and languages are supported?**
200+. Volume is returned in the market's native language — validated across US, UK, Germany, France,
Spain, Brazil, Poland and more. One country/language per run.

**How accurate is it?**
Reliable for **relative prioritization** within a niche (which topics matter more), and for brand /
category / informational terms. Comparison phrases and tiny long-tail are directional only.

**Do I need a subscription?**
No. Pay per use; failed or empty runs are never charged.

**Can I run it from an AI agent?**
Yes — it's a limited-permission, MCP-ready actor (no first-run approval step), callable from AI agents
and IDEs via the Apify MCP server.

### Related actors

Part of the DoesAiKnow keyword-research & GEO/SEO suite on Apify:

- **[Keyword Metrics Pro — Google + Bing Volume, CPC & Trend](https://apify.com/doesaiknow/doesaiknow-keyword-metrics-apify)** — classic search volume to pair with AI demand.
- **[AI Brand Visibility Tracker — ChatGPT, Perplexity, Gemini](https://apify.com/doesaiknow/ai-brand-visibility-tracker-chatgpt-perplexity-gemini)** — see if your brand is cited in AI answers.
- **[Competitor Keyword Research — See Any Site's Ranked Keywords](https://apify.com/doesaiknow/doesaiknow-competitor-keywords-apify)** — the keywords a competitor domain ranks for.
- **[AI Keyword Clustering Tool — Topical Clustering + Bulk SERP](https://apify.com/doesaiknow/ai-keyword-clustering-tool-topical-clustering-bulk-serp)** — group a keyword list into topic clusters.
- **[Amazon Keyword Research Tool — Volume + Reverse ASIN](https://apify.com/doesaiknow/amazon-keyword-research-tool-volume-reverse-asin)** — product-search demand + reverse-ASIN.
- **[Backlink Checker API — Referring Domains & Competitor Gap](https://apify.com/doesaiknow/backlink-checker-api-referring-domains-competitor-gap)** — referring domains + link-gap analysis.

### Disclaimer

Provided as-is for research. AI search volumes are best-effort **estimates** for prioritization.
Independent project — not affiliated with, endorsed by, or partnered with OpenAI, Google, Profound,
Otterly, or Peec.

### SEO keyword cluster

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research, ai search demand, ai keyword volume, ai search volume api, multilingual keyword research,
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mcp actor, model context protocol, mcp seo tool, keyword research mcp, ai agent keyword tool,
claude mcp keyword tool, chatgpt mcp seo, apify mcp server.

# Actor input Schema

## `keywords` (type: `array`):

Up to 1000 keywords (paid Apify plans). Each is normalized (lowercase + trimmed) and deduplicated before the upstream call (identical tasks are not refundable per upstream ToS). FREE PLAN: limited to 10 keywords per scan; the actor exits early with an upgrade prompt above the limit. AI search volume is a directional estimate — strongest on brand, category, head and informational terms; weaker on head-to-head 'X vs Y' comparisons and hyper-specific long-tail.

## `location` (type: `string`):

Full location name, e.g. 'United States', 'United Kingdom', 'Germany', 'Poland', 'Brazil'. Volume is returned for this market. 200+ locations supported; one location per run. Default 'United States'.

## `language` (type: `string`):

Full language name for the location, e.g. 'English', 'German', 'Polish', 'Portuguese'. Keywords should be written in this language for the target market. Default 'English'.

## `includeMonthly` (type: `boolean`):

Include the full ai\_monthly\_searches array (12 months of {year, month, ai\_search\_volume}) in each row, so you can chart the trend yourself. Default true. Turn off for leaner rows.

## `bypassRunCache` (type: `boolean`):

Skip the 24h KV Store run-cache and re-query the upstream API live. You will be charged the search-volume fee. Default false.

## Actor input object example

```json
{
  "keywords": [
    "how to save money",
    "index funds",
    "best budgeting apps"
  ],
  "location": "United States",
  "language": "English",
  "includeMonthly": true,
  "bypassRunCache": false
}
```

# Actor output Schema

## `aiSearchVolume` (type: `string`):

Default dataset link. See dataset\_schema.json for per-field documentation.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "keywords": [
        "how to save money",
        "index funds",
        "best budgeting apps"
    ],
    "location": "United States",
    "language": "English"
};

// Run the Actor and wait for it to finish
const run = await client.actor("doesaiknow/ai-search-volume-geo-keyword-research-tool-api").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "keywords": [
        "how to save money",
        "index funds",
        "best budgeting apps",
    ],
    "location": "United States",
    "language": "English",
}

# Run the Actor and wait for it to finish
run = client.actor("doesaiknow/ai-search-volume-geo-keyword-research-tool-api").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "keywords": [
    "how to save money",
    "index funds",
    "best budgeting apps"
  ],
  "location": "United States",
  "language": "English"
}' |
apify call doesaiknow/ai-search-volume-geo-keyword-research-tool-api --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=doesaiknow/ai-search-volume-geo-keyword-research-tool-api",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "AI Search Volume - GEO Keyword Research Tool & API & MCP",
        "description": "AI search volume & GEO keyword research: bulk AI-search demand estimates + 12-month trends for any keyword list, in 200+ countries & languages. A pay-per-use AEO / GEO keyword tool - no subscription, no prompt limits. Cheap Profound / Otterly / Peec alternative. $0.99/1k, free tier. MCP Ready",
        "version": "0.0",
        "x-build-id": "ymjQcKa6NxDvzuUs6"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/doesaiknow~ai-search-volume-geo-keyword-research-tool-api/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-doesaiknow-ai-search-volume-geo-keyword-research-tool-api",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/doesaiknow~ai-search-volume-geo-keyword-research-tool-api/runs": {
            "post": {
                "operationId": "runs-sync-doesaiknow-ai-search-volume-geo-keyword-research-tool-api",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/doesaiknow~ai-search-volume-geo-keyword-research-tool-api/run-sync": {
            "post": {
                "operationId": "run-sync-doesaiknow-ai-search-volume-geo-keyword-research-tool-api",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "keywords"
                ],
                "properties": {
                    "keywords": {
                        "title": "Keywords",
                        "maxItems": 1000,
                        "type": "array",
                        "description": "Up to 1000 keywords (paid Apify plans). Each is normalized (lowercase + trimmed) and deduplicated before the upstream call (identical tasks are not refundable per upstream ToS). FREE PLAN: limited to 10 keywords per scan; the actor exits early with an upgrade prompt above the limit. AI search volume is a directional estimate — strongest on brand, category, head and informational terms; weaker on head-to-head 'X vs Y' comparisons and hyper-specific long-tail.",
                        "items": {
                            "type": "string",
                            "minLength": 1,
                            "maxLength": 250
                        }
                    },
                    "location": {
                        "title": "Country / location",
                        "maxLength": 100,
                        "type": "string",
                        "description": "Full location name, e.g. 'United States', 'United Kingdom', 'Germany', 'Poland', 'Brazil'. Volume is returned for this market. 200+ locations supported; one location per run. Default 'United States'.",
                        "default": "United States"
                    },
                    "language": {
                        "title": "Language",
                        "maxLength": 100,
                        "type": "string",
                        "description": "Full language name for the location, e.g. 'English', 'German', 'Polish', 'Portuguese'. Keywords should be written in this language for the target market. Default 'English'.",
                        "default": "English"
                    },
                    "includeMonthly": {
                        "title": "Include 12-month history",
                        "type": "boolean",
                        "description": "Include the full ai_monthly_searches array (12 months of {year, month, ai_search_volume}) in each row, so you can chart the trend yourself. Default true. Turn off for leaner rows.",
                        "default": true
                    },
                    "bypassRunCache": {
                        "title": "Bypass 24h run-cache",
                        "type": "boolean",
                        "description": "Skip the 24h KV Store run-cache and re-query the upstream API live. You will be charged the search-volume fee. Default false.",
                        "default": false
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
