# GEO Prompt Bank - Curated AI Prompts by Industry (`dltik/geo-prompt-bank`) Actor

Solve the cold-start of GEO/AEO: pre-built libraries of high-intent prompts per industry (e-commerce, SaaS, fintech, healthcare, real estate). Run them against ChatGPT/Claude/Gemini to find where your brand should appear. Built to chain with GEO Visibility Score.

- **URL**: https://apify.com/dltik/geo-prompt-bank.md
- **Developed by:** [dltik](https://apify.com/dltik) (community)
- **Categories:** AI, Marketing, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.00005 / actor start

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

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

## GEO Prompt Bank — Curated AI Prompts by Industry

**GEO Prompt Bank** solves the cold-start problem of GEO/AEO (Generative Engine Optimization). Pick your industry from 12 curated verticals — get 10 high-intent buying-stage prompts pre-built for that niche. Run them against ChatGPT, Claude, and Gemini in one click. Discover where your brand should appear in AI-generated answers — and which competitors are taking your slot.

Stop guessing what prompts to test. The bank is curated for buying-intent: "Best CRM for solopreneurs", "Cheapest broker for ETFs in Europe", "Top tools for cohort-based courses". The prompts your future customers actually ask AI.

<!-- bookmark-cta -->

> ⭐ **Found this useful?** Click the **Bookmark** button at the top of [this page](https://apify.com/dltik/geo-prompt-bank) — it helps the actor stay visible to others who need it. Takes 1 click. No signup beyond your existing Apify account.

---

### What can GEO Prompt Bank do for your brand?

- 📚 **12 curated industries** — SaaS productivity, SaaS CRM, SaaS marketing, ecommerce fashion, ecommerce electronics, fintech banking, fintech investing, healthcare SaaS, real estate, education online, developer tools, AI tools
- 🎯 **High-intent prompts** — buying-stage queries, not generic "what is X" questions
- 🤖 **Multi-LLM testing** — query ChatGPT (GPT-4o-mini), Claude (Haiku 4.5), and Gemini (2.0 Flash) at once
- 📊 **Visibility scoring** — see where your brand ranks in each response (top / middle / bottom)
- 🏆 **Competitor detection** — auto-extract which other brands AI mentions alongside yours
- ✏️ **Custom prompts supported** — bring your own list to override the curated bank

---

### What data does GEO Prompt Bank extract?

| Field | Description |
|-------|-------------|
| `prompt` | The query sent to the LLM |
| `model` | The OpenRouter model used (e.g. `openai/gpt-4o-mini`) |
| `response_text` | First 1500 chars of the LLM's answer |
| `mentioned` | Whether your brand is mentioned in the answer |
| `occurrences` | How many times your brand appears |
| `rank_zone` | `top` / `middle` / `bottom` of the response |
| `context` | The 200-char snippet around your first mention |
| `competitors_detected` | Other brand-like names detected in the response |
| `visibility.score` | 0–100 weighted score across all responses |
| `visibility.mention_rate` | % of responses where your brand appears |
| `per_llm` | Breakdown of visibility per LLM |
| `top_competitors` | Top 10 competitors detected by mention frequency |

---

### How to test your brand visibility in AI answers

1. **[Create a free Apify account](https://apify.com/sign-up)**
2. **Open [GEO Prompt Bank](https://apify.com/dltik/geo-prompt-bank)** in Apify Store
3. **Enter your brand name** (e.g. `Notion`, `Stripe`, `Pipedrive`)
4. **Pick your industry** from the dropdown (or use custom prompts)
5. **Click Start** — 10 prompts × 3 LLMs = 30 queries, runs in 30–60 seconds
6. **Download the visibility report** in JSON, CSV, or Excel

---

### How much does GEO prompt bank analysis cost?

**$0.05 per prompt analyzed** via Apify Pay-Per-Event. Includes the OpenRouter API call cost.

| Run | Prompts × LLMs | Total events | Cost |
|-----|----------------|--------------|------|
| Quick test (5 prompts × 1 LLM) | 5 | 5 | ~$0.25 |
| Standard (10 prompts × 3 LLMs) | 30 | 30 | ~$1.50 |
| Deep audit (10 prompts × 5 LLMs) | 50 | 50 | ~$2.50 |

A full GEO visibility audit costs ~$1.50 — vs $500+ for a manual SEO/AEO consultant.

---

### Input

| Parameter | Type | Required | Default | Description |
|-----------|------|----------|---------|-------------|
| `brand` | string | ✅ | — | Your brand name (e.g. `Notion`) |
| `industry` | string | ❌ | `saas-productivity` | Pick from 12 curated verticals or `custom` |
| `customPrompts` | array | ❌ | `[]` | Override the bank with your own prompts (use `{brand}` placeholder) |
| `llms` | array | ❌ | 3 models | OpenRouter model IDs to query |
| `limit` | integer | ❌ | `10` | Max prompts per run (1 prompt × N LLMs = N events) |
| `openrouterApiKey` | string | ❌ | env var | Override the default OpenRouter API key |

---

### Curated industry banks

Each industry has 10 buying-intent prompts. Examples:

- **saas-crm**: "Best CRM for a 10-person sales team?", "Cheapest CRM with email automation", "{brand} vs alternatives for B2B sales"
- **fintech-investing**: "Best broker for buying ETFs in Europe", "Trade Republic vs Trading 212 vs Interactive Brokers", "Best robo-advisor in the US in 2026"
- **real-estate**: "Best CRM for real-estate agents in 2026?", "Top tools for virtual property tours", "Cheapest property management software"
- **developer-tools**: "Best CI/CD tool for a Python project?", "GitHub Actions vs CircleCI vs GitLab CI", "Top observability tool for a Node.js app"

See `src/prompts.py` in the actor source for the full list.

---

### Related GEO actors

This actor pairs with the rest of the GEO suite:

- **[GEO Visibility Score](https://apify.com/dltik/geo-visibility-score)** — measure overall brand visibility across LLMs
- **[GEO Brand Sentiment](https://apify.com/dltik/geo-brand-sentiment)** — analyze how AI describes your brand (sentiment, strengths, weaknesses)
- **[GEO Site Audit](https://apify.com/dltik/geo-site-audit)** — audit your website's GEO/AEO readiness
- **[GEO Prompt Research](https://apify.com/dltik/geo-prompt-research)** — discover net-new prompts for your niche
- **[GEO Competitor Research](https://apify.com/dltik/geo-competitor-research)** — uncover competitor visibility per niche

---

> ⭐ **Bookmark this actor** at the top of [its Apify Store page](https://apify.com/dltik/geo-prompt-bank) — keeps it visible for the next person who needs it.

# Actor input Schema

## `brand` (type: `string`):

Brand name to test (e.g. 'Notion', 'Stripe', 'Pipedrive').
## `industry` (type: `string`):

Pick a curated industry to load its pre-built prompt bank, OR provide custom prompts via 'customPrompts'.
## `customPrompts` (type: `array`):

Override the curated bank. Use {brand} as placeholder. Each prompt = 1 charged event.
## `llms` (type: `array`):

OpenRouter model IDs to test against. Default: 3 cheap models (Gemini Flash, GPT-4o-mini, Claude Haiku).
## `limit` (type: `integer`):

Cap total prompts (across all industries). 1 prompt × N LLMs = N charged events.
## `openrouterApiKey` (type: `string`):

Override the default OpenRouter key. Get one at openrouter.ai/keys.

## Actor input object example

```json
{
  "brand": "Notion",
  "industry": "saas-productivity",
  "customPrompts": [],
  "llms": [
    "google/gemini-2.0-flash-001",
    "openai/gpt-4o-mini",
    "anthropic/claude-haiku-4.5"
  ],
  "limit": 10
}
````

# 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 = {
    "brand": "Notion",
    "customPrompts": []
};

// Run the Actor and wait for it to finish
const run = await client.actor("dltik/geo-prompt-bank").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 = {
    "brand": "Notion",
    "customPrompts": [],
}

# Run the Actor and wait for it to finish
run = client.actor("dltik/geo-prompt-bank").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 '{
  "brand": "Notion",
  "customPrompts": []
}' |
apify call dltik/geo-prompt-bank --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=dltik/geo-prompt-bank",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "GEO Prompt Bank - Curated AI Prompts by Industry",
        "description": "Solve the cold-start of GEO/AEO: pre-built libraries of high-intent prompts per industry (e-commerce, SaaS, fintech, healthcare, real estate). Run them against ChatGPT/Claude/Gemini to find where your brand should appear. Built to chain with GEO Visibility Score.",
        "version": "1.0",
        "x-build-id": "2zGjCTG7n9YDst41k"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/dltik~geo-prompt-bank/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-dltik-geo-prompt-bank",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/dltik~geo-prompt-bank/runs": {
            "post": {
                "operationId": "runs-sync-dltik-geo-prompt-bank",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/dltik~geo-prompt-bank/run-sync": {
            "post": {
                "operationId": "run-sync-dltik-geo-prompt-bank",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "brand"
                ],
                "properties": {
                    "brand": {
                        "title": "Your brand",
                        "type": "string",
                        "description": "Brand name to test (e.g. 'Notion', 'Stripe', 'Pipedrive')."
                    },
                    "industry": {
                        "title": "Industry / vertical",
                        "enum": [
                            "saas-productivity",
                            "saas-crm",
                            "saas-marketing",
                            "ecommerce-fashion",
                            "ecommerce-electronics",
                            "fintech-banking",
                            "fintech-investing",
                            "healthcare-saas",
                            "real-estate",
                            "education-online",
                            "developer-tools",
                            "ai-tools",
                            "custom"
                        ],
                        "type": "string",
                        "description": "Pick a curated industry to load its pre-built prompt bank, OR provide custom prompts via 'customPrompts'.",
                        "default": "saas-productivity"
                    },
                    "customPrompts": {
                        "title": "Custom prompts (optional)",
                        "type": "array",
                        "description": "Override the curated bank. Use {brand} as placeholder. Each prompt = 1 charged event.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "llms": {
                        "title": "LLMs to query",
                        "type": "array",
                        "description": "OpenRouter model IDs to test against. Default: 3 cheap models (Gemini Flash, GPT-4o-mini, Claude Haiku).",
                        "default": [
                            "google/gemini-2.0-flash-001",
                            "openai/gpt-4o-mini",
                            "anthropic/claude-haiku-4.5"
                        ]
                    },
                    "limit": {
                        "title": "Max prompts per run",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Cap total prompts (across all industries). 1 prompt × N LLMs = N charged events.",
                        "default": 10
                    },
                    "openrouterApiKey": {
                        "title": "Your OpenRouter API key (optional)",
                        "type": "string",
                        "description": "Override the default OpenRouter key. Get one at openrouter.ai/keys."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
