Article Brief Generator

Select a labeled Step 7 file, explore parent clusters and article topics, then generate detailed content briefs with a single click.

Step 7 labeled file

Finish Step 7 to generate labeled files containing keyword-level hierarchy details.

Capture process log(Disable if you only need the final brief and outline)

Parent clusters

Select a Step 7 labeled file to see available parent clusters and topics.

INPUT

keywords.csv

save_upload()

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load_and_clean_data()

→ Remove duplicates, validate

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generate_embeddings_parallel()

→ Split into batches

cloudOpenAI Batch 1

cloudOpenAI Batch 2

cloudOpenAI Batch 3

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write_output_csv()

→ Serialize vectors

OUTPUT

embeddings.csv

Example Data Transformation:

Input:
{
  "Keyword": "best running shoes"
}

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Output:
{
  "Keyword": "best running shoes",
  "Embedding": "[0.023, -0.15, ...]",
  "Is_Brand": false
}

speed

Parallel Processing

ThreadPoolExecutor for concurrent API calls

storage

File Persistence

Timestamped storage for inputs/outputs

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Data Validation

CSV structure validation and cleaning

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OpenAI Integration

text-embedding-3-small model