AI Prompt Keyword Mapper – Neuro-SEO System® by Antonio

Antonio Blago

November 23, 2025

Analytics AI SEO SEO Tools

AI Prompt Keyword Mapper Minutes reading time remaining By Antonio Blago June 11, 2025

AI, Tutorial

How to Automatically Analyze Prompts

Nowadays, prompts—meaning language inputs like search queries, chat messages, or voice commands—are playing an increasingly important role. Especially in marketing, e-commerce, and SEO, it's crucial to understand which terms users actually use, even if they are incomplete, misspelled, or multilingual. Unfortunately, common methods like simply counting "prompts" in Peec.ai are the wrong approach, since language is too complex and flexible to derive relevance from that.

This is where the AI Prompt Keyword Mapper comes into play.

Apify Actor at https://apify.com/antonio_espresso/ai-prompt-keyword-matcher

What is the AI Prompt Keyword Mapper?

The AI Prompt Keyword Mapper is a tool that uses artificial intelligence (AI) to automatically analyze which key terms (keywords) appear in text inputs.

Example: A user writes:

"Wie finde ich addidas sneaker rabattcode?"

The tool recognizes:

that "addidas" very likely means "adidas" (despite the spelling error),

that "sneaker" is a relevant product,

that a discount code is being searched for.

The technology uses, among other things:

Fuzzy Matching (RapidFuzz) – recognizes similar terms despite typos

NLTK (Natural Language Toolkit) – splits words, removes stopwords like "der", "ist", "für"

Custom brand lists – also recognizes creative or incorrect spellings of brand names

How Does It Work Technically?

Enter prompts: You enter a list of language inputs (e.g., search queries or chat messages).

Remove stopwords: The tool filters out irrelevant words like "ist", "der", "und".

Compare words: Each term is compared with a list of target words (e.g., "adidas", "rabattcode")—even if misspelled.

Recognize brands: If you specify variants of your brand (e.g., "addidas", "adidass"), the tool recognizes whether it's a brand name.

Display results: The output includes, for example, a table with word, similarity score, frequency, and classification as "brand" or "generic".

Application Example with Adidas

Input (Prompts):

[ "adidas sneaker sale today", "white running shoes from addidas", "Addidas Rabattcode gesucht" ]

Target Keywords:

["adidas", "sale", "rabattcode", "angebot", "discount"]

Brand Keywords:

["adidas", "addidas", "adidass"]

Result as JSON:

{ "token": "addidas", "matched_keyword": "adidas", "score": 91, "frequency": 1, "type": "brand" }

The AI recognizes that "addidas" belongs to "adidas", despite the spelling error—fully automatically.

How to Use the Mapper via API (with Python)

Here's a practical example of how you can control the mapper via Apify directly from your Python code:

from apify_client import ApifyClient

# 1. Initialize API access
client = ApifyClient("<YOUR_API_TOKEN>")

# 2. Prepare input data
run_input = {
"prompts": [
"adidas sneaker sale today",
"white running shoes from addidas",
"Addidas Rabattcode gesucht"
],
"target_keywords": ["adidas", "sale", "rabattcode", "angebot", "discount"],
"brand_keywords": ["adidas", "addidas", "adidass"],
"threshold": 60,
"output_format": "json"
}

# 3. Start actor
run = client.actor("your-username/ai-prompt-keyword-mapper").call(run_input=run_input)

# 4. Display results
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
print(item)

Output as Markdown (if desired):

token	matched_keyword	score	frequency	type
addidas	adidas	91	1	brand
rabatt	rabattcode	88	1	generic
sneaker	sneaker	100	1	generic

Benefits for Companies

Automatically evaluate customer feedback

Can be combined with search volume, for which I recommend Data4SEO.

Automatically recognize spelling errors and slang

Track brand mentions better

Quickly analyze chat and voice data

Ideal for SEO, e-commerce, advertising, brand monitoring

Conclusion

The AI Prompt Keyword Mapper brings structure to the often chaotic world of natural language inputs. Whether in e-commerce, marketing, or customer support—the tool helps you gain real insights from words, without manual searching or guessing.

With just a few lines of code, you can start your own analysis tool—or use it directly via the Apify platform.

📩 Interested in a demo or integration? Feel free to get in touch here. ➡️ Get started now with the AI Prompt Keyword Mapper on apify.com

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