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REPOGEO REPORT · LITE

johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction

Default branch main · commit 4df772b5 · scanned 5/31/2026, 12:18:13 PM

GitHub: 581 stars · 113 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to emphasize end-to-end personal finance application

    Why:

    CURRENT
    # 🏦 AI Bank Statement Document Automation with LLM & Personal Financial Analysis

Automated extraction, structuring, RAG-powered querying, and AI-agent financial analysis of bank statement PDFs.
    COPY-PASTE FIX
    # 🏦 AI Personal Financial Analysis & Bank Statement Automation with LLMs

This project provides a complete, AI-driven solution for automating the extraction, structuring, RAG-powered querying, and intelligent financial analysis of your bank statement PDFs.
  • mediumtopics#2
    Add more specific domain-focused topics

    Why:

    CURRENT
    ai-agents, crewai, document-automation, gemma, langchain, llm, ocr, ollama, openrouter, python, rag
    COPY-PASTE FIX
    ai-agents, crewai, document-automation, gemma, langchain, llm, ocr, ollama, openrouter, python, rag, personal-finance, financial-analysis, bank-statements, streamlit-app
  • mediumhomepage#3
    Add a homepage URL to the repository About section

    Why:

    COPY-PASTE FIX
    Add a link to the deployed Streamlit application (if available) or a project page in the repository's 'About' section.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Haystack
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Haystack · recommended 2×
  2. DocuBank AI · recommended 1×
  3. AWS Textract · recommended 1×
  4. Amazon Comprehend · recommended 1×
  5. Google Cloud Document AI · recommended 1×
  • CATEGORY QUERY
    How to automate extracting structured financial data from PDF bank statements using LLMs?
    you: not recommended
    AI recommended (in order):
    1. DocuBank AI
    2. AWS Textract
    3. Amazon Comprehend
    4. Google Cloud Document AI
    5. Azure AI Document Intelligence
    6. OpenAI GPT-4
    7. Tesseract
    8. Google Vision API
    9. Nanonets
    10. Haystack
    11. Llama 2
    12. Mistral

    AI recommended 12 alternatives but never named johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for AI-driven financial analysis and reporting from unstructured document data using RAG?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Amazon Kendra
    5. Google Cloud Vertex AI Search and Conversation
    6. Microsoft Azure AI Search
    7. Weaviate

    AI recommended 7 alternatives but never named johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction?
    pass
    AI did not name johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction in production, what risks or prerequisites should they evaluate first?
    pass
    AI named johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction solve, and who is the primary audience?
    pass
    AI did not name johnsonhk88/AI-Bank-Statement-Document-Automation-By-LLM-And-Personal-Finanical-Analysis-Prediction — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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