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INFO: Started server process [18995]
INFO: Waiting for application startup.
INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8765 (Press CTRL+C to quit)
INFO: Shutting down
INFO: Waiting for application shutdown.
INFO: Application shutdown complete.
INFO: Finished server process [18995]
INFO: Started server process [19157]
INFO: Waiting for application startup.
INFO: Application startup complete.
INFO: Uvicorn running on http://0.0.0.0:8654 (Press CTRL+C to quit)
INFO: 102.89.45.216:11636 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO: 102.89.45.216:14600 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO:__main__:Starting match-specific for file IDs: ['0b3d64a4-c558-43cb-bf57-a6561205f1e6', 'e96d57f5-2070-43d6-8044-1d68106a3c27', 'bae25e20-2425-4db3-a3fc-adcb09c7d431', 'bfb36530-62f6-489a-b0b9-970ab8e7c20c', '0b4db1d9-670b-4dd7-bd3a-dfa39897acbb', '8fbf46d7-5f7b-4b01-a5d1-173adcb55748', 'e779f8ce-9f9a-4575-af8c-4558c6405977', 'ee595b47-e9b8-4c82-82e6-7490d716baa7'], categorization_id: cat_mgchkov1_x8jntm
INFO:__main__:Found 7 transactions in database
INFO:__main__:Converted 7 transactions
INFO:__main__:Successfully loaded receipt for file_id: 0b3d64a4-c558-43cb-bf57-a6561205f1e6
INFO:__main__:Successfully loaded receipt for file_id: e96d57f5-2070-43d6-8044-1d68106a3c27
INFO:__main__:Successfully loaded receipt for file_id: bae25e20-2425-4db3-a3fc-adcb09c7d431
INFO:__main__:Successfully loaded receipt for file_id: bfb36530-62f6-489a-b0b9-970ab8e7c20c
INFO:__main__:Successfully loaded receipt for file_id: 0b4db1d9-670b-4dd7-bd3a-dfa39897acbb
INFO:__main__:Successfully loaded receipt for file_id: 8fbf46d7-5f7b-4b01-a5d1-173adcb55748
INFO:__main__:Successfully loaded receipt for file_id: e779f8ce-9f9a-4575-af8c-4558c6405977
INFO:__main__:Successfully loaded receipt for file_id: ee595b47-e9b8-4c82-82e6-7490d716baa7
INFO:__main__:Found 8 receipts, 0 missing
INFO:__main__:Starting matching with 8 receipts and 7 transactions
INFO:services.ai_matcher:Starting AI matching for 8 receipts against 7 transactions
INFO:services.ai_matcher:Processing receipt 1/8: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Found 1 candidates for receipt: PAYPAL *BZA BAWSKYJ
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
The reason for this low score is that none of the candidate transactions have a perfect match with the receipt. The closest candidate is Candidate 1, but it has significant differences in vendor name, amount, and date, resulting in a very low confidence score.
INFO:services.ai_matcher:Processing receipt 2/8: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 1 candidates for receipt: Figma, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, since I'm not allowed to return "NONE" and must return the best match, I'll provide the next best option:
1|0.0|No meaningful similarity
Since there are no perfect matches, I'll consider the next best option.
Candidate 1 has a vendor name difference, amount difference, and date difference. However, it's the closest option available.
1|0.0|No meaningful similarity
However, I can provide a more detailed explanation of why it's the best option available.
The vendor name difference is significant, with "Figma, Inc." and "BOOKS BY BESSIE" being unrelated. The amount difference is also significant, with $27.0 and $55.0 being 103.7% apart. The date difference is 136 days, which is a significant difference.
However, since I
INFO:services.ai_matcher:Processing receipt 3/8: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 3 candidates for receipt: Eleven Labs Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: To determine the best match, I will evaluate each candidate based on the scoring criteria.
Candidate 1:
- Vendor similarity: 0.0 (A1 RENTAL BACKHOE DEPOSIT REFUND vs Eleven Labs Inc.)
- Amount difference: 88.13 (78.8%)
- Date difference: 115 days
- Description/notes relevance: 0.0 (no relevance)
- Total score: 0.0
Candidate 2:
- Vendor similarity: 0.0 (BOOKS BY BESSIE vs Eleven Labs Inc.)
- Amount difference: 56.87 (50.8%)
- Date difference: 145 days
- Description/notes relevance: 0.0 (no relevance)
- Total score: 0.0
Candidate 3:
- Vendor similarity: 0.0 (No Vendor vs Eleven Labs Inc.)
- Amount difference: 106.88 (95.5%)
- Date difference: 87 days
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Eleven Labs Inc.
WARNING:services.ai_matcher:No match found for receipt: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Processing receipt 4/8: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No candidates found for receipt: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Processing receipt 5/8: PAYPAL *BZABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 1 candidates for receipt: PAYPAL *BZABAWSKYJ
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
This is because none of the candidate transactions have a perfect match with the receipt. However, I must return the candidate with the highest match score, even if it's very low.
To calculate the match score, I considered the following:
- Vendor name similarity: None of the candidate transactions have a vendor name that matches the receipt.
- Amount accuracy: The amount on the receipt ($37.55) does not match any of the candidate transactions.
- Date proximity: The date on the receipt (2023-05-22) is significantly different from the dates on the candidate transactions.
- Description/notes relevance: None of the candidate transactions have a description or notes that match the receipt.
Since none of the candidate transactions have a meaningful similarity with the receipt, the best match is the one with the lowest possible score, which is 0.0.
INFO:services.ai_matcher:Processing receipt 6/8: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 1 candidates for receipt: Figma, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, since I must return the candidate with the highest match score, even if it's very low, I will provide the next best option:
5|0.2|Minimal similarity due to vendor name difference, amount difference of $28.0, and 136 days apart
INFO:services.ai_matcher:Processing receipt 7/8: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 3 candidates for receipt: Eleven Labs Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: To determine the best match, I will analyze each candidate transaction against the given receipt.
Candidate 1:
- Vendor similarity: 0.0 (A1 RENTAL BACKHOE DEPOSIT REFUND vs Eleven Labs Inc.)
- Amount difference: 88.13 (78.8%)
- Date difference: 115 days
- Description/notes relevance: 0.0 (no relevance)
- Overall score: 0.0 (no meaningful similarity)
Candidate 2:
- Vendor similarity: 0.0 (BOOKS BY BESSIE vs Eleven Labs Inc.)
- Amount difference: 56.87 (50.8%)
- Date difference: 145 days
- Description/notes relevance: 0.0 (no relevance)
- Overall score: 0.0 (no meaningful similarity)
Candidate 3:
- Vendor similarity: 0.0 (No Vendor vs Eleven Labs Inc.)
- Amount difference: 106.88 (95.5%)
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Eleven Labs Inc.
WARNING:services.ai_matcher:No match found for receipt: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Processing receipt 8/8: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No candidates found for receipt: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:AI matching completed. Found 4 matches
INFO:__main__:Matching completed, got 4 results
INFO:__main__:Generated stats: {'total': 4, 'high_confidence': 0, 'low_confidence': 4, 'avg_score': 0.0}
INFO:__main__:Match-specific completed successfully with 4 matches
INFO: 102.89.45.216:14600 - "POST /match-specific HTTP/1.1" 200 OK
INFO: 102.89.45.216:16587 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:16587 - "POST /process/a8969315-6ed6-4dcd-9a47-3eb542d85d64 HTTP/1.1" 200 OK
INFO: 102.89.45.216:16587 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:16587 - "POST /process/9845ef9d-2bd3-4803-93f8-d8d5bca0de7b HTTP/1.1" 200 OK
INFO: 102.89.45.216:16587 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.document_processor:Initial JSON parsing failed: Extra data: line 10 column 4 (char 246)
INFO: 102.89.45.216:16587 - "POST /process/ba36aa95-8fdb-4f16-973e-479f99da3100 HTTP/1.1" 200 OK
INFO: 102.89.45.216:16587 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:16587 - "POST /process/dc542f59-1105-470c-a401-56407f2bbecf HTTP/1.1" 200 OK
INFO: 102.89.45.216:16587 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:16587 - "POST /process/d0d43d67-1e25-47b8-bf74-8ce9695cb699 HTTP/1.1" 200 OK
INFO: 102.89.45.216:16533 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO:__main__:Starting match-specific for file IDs: ['d0d43d67-1e25-47b8-bf74-8ce9695cb699', 'dc542f59-1105-470c-a401-56407f2bbecf', 'ba36aa95-8fdb-4f16-973e-479f99da3100', '9845ef9d-2bd3-4803-93f8-d8d5bca0de7b', 'a8969315-6ed6-4dcd-9a47-3eb542d85d64', '0b3d64a4-c558-43cb-bf57-a6561205f1e6', 'e96d57f5-2070-43d6-8044-1d68106a3c27', 'bae25e20-2425-4db3-a3fc-adcb09c7d431', 'bfb36530-62f6-489a-b0b9-970ab8e7c20c', '0b4db1d9-670b-4dd7-bd3a-dfa39897acbb', '8fbf46d7-5f7b-4b01-a5d1-173adcb55748', 'e779f8ce-9f9a-4575-af8c-4558c6405977', 'ee595b47-e9b8-4c82-82e6-7490d716baa7'], categorization_id: cat_mgci9kky_b9qz7l
INFO:__main__:Found 7 transactions in database
INFO:__main__:Converted 7 transactions
INFO:__main__:Successfully loaded receipt for file_id: d0d43d67-1e25-47b8-bf74-8ce9695cb699
INFO:__main__:Successfully loaded receipt for file_id: dc542f59-1105-470c-a401-56407f2bbecf
INFO:__main__:Successfully loaded receipt for file_id: ba36aa95-8fdb-4f16-973e-479f99da3100
INFO:__main__:Successfully loaded receipt for file_id: 9845ef9d-2bd3-4803-93f8-d8d5bca0de7b
INFO:__main__:Successfully loaded receipt for file_id: a8969315-6ed6-4dcd-9a47-3eb542d85d64
INFO:__main__:Successfully loaded receipt for file_id: 0b3d64a4-c558-43cb-bf57-a6561205f1e6
INFO:__main__:Successfully loaded receipt for file_id: e96d57f5-2070-43d6-8044-1d68106a3c27
INFO:__main__:Successfully loaded receipt for file_id: bae25e20-2425-4db3-a3fc-adcb09c7d431
INFO:__main__:Successfully loaded receipt for file_id: bfb36530-62f6-489a-b0b9-970ab8e7c20c
INFO:__main__:Successfully loaded receipt for file_id: 0b4db1d9-670b-4dd7-bd3a-dfa39897acbb
INFO:__main__:Successfully loaded receipt for file_id: 8fbf46d7-5f7b-4b01-a5d1-173adcb55748
INFO:__main__:Successfully loaded receipt for file_id: e779f8ce-9f9a-4575-af8c-4558c6405977
INFO:__main__:Successfully loaded receipt for file_id: ee595b47-e9b8-4c82-82e6-7490d716baa7
INFO:__main__:Found 13 receipts, 0 missing
INFO:__main__:Starting matching with 13 receipts and 7 transactions
INFO:services.ai_matcher:Starting AI matching for 13 receipts against 7 transactions
INFO:services.ai_matcher:Processing receipt 1/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 1 candidates for receipt: Figma, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, I can provide a more detailed analysis of why this is the case and what the closest match is.
The receipt has a vendor name of "Figma, Inc.", which does not match any of the candidate transactions. The closest match in terms of vendor name similarity is none, as there are no similar names.
The amount on the receipt is $27.0, which is significantly different from the amounts on the candidate transactions. The closest match in terms of amount accuracy is Candidate 1, but it has a difference of $28.0, which is a 103.7% difference.
The date on the receipt is 2025-06-19, which is also significantly different from the dates on the candidate transactions. The closest match in terms of date proximity is Candidate 1, but it is 136 days apart.
The description on the receipt is
INFO:services.ai_matcher:Processing receipt 2/13: Google LLC - $21.15
INFO:services.ai_matcher:Found 1 candidates for receipt: Google LLC
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
The reason for this low score is that there are significant differences between the receipt and the candidate transactions. The vendor name is completely different ("Google LLC" vs. "BOOKS BY BESSIE"), the amount is significantly different ($21.15 vs. $55.0), and the date is 155 days apart.
INFO:services.ai_matcher:Processing receipt 3/13: PAYPAL *BZAABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 1 candidates for receipt: PAYPAL *BZAABAWSKYJ
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, since I must return the candidate with the highest match score, even if it's very low, I will provide the next best option:
5|0.15|Best available option despite significant differences in vendor and amount
INFO:services.ai_matcher:Processing receipt 4/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 3 candidates for receipt: Eleven Labs Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: A1 RENTAL BACKHOE DEPOSIT REFUND (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
Explanation: None of the candidate transactions match the receipt in terms of vendor name, amount, date, or description. However, I must return a candidate, so I'm returning the first one with a confidence score of 0.0, indicating no meaningful similarity.
INFO:services.ai_matcher:Processing receipt 5/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 1 candidates for receipt: Figma, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
The reason for this low score is that there are significant differences in vendor name, amount, date, and description between the receipt and the candidate transactions. The vendor name is completely different, the amount is off by $28, the date is 136 days apart, and the description does not match.
INFO:services.ai_matcher:Processing receipt 6/13: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Found 1 candidates for receipt: PAYPAL *BZA BAWSKYJ
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, since I'm not allowed to return "NONE" and must return the best match, I'll provide the next best option:
1|0.0|No meaningful similarity
Since there are no perfect matches, I'll look for the next best option.
Candidate 1 has a significant difference in vendor name (46.5%), amount difference (46.5%), and a large date difference (895 days). However, it's the only candidate available, so it's the best match.
1|0.0|No meaningful similarity
INFO:services.ai_matcher:Processing receipt 7/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 1 candidates for receipt: Figma, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, I can provide a more detailed explanation of why this is the case. None of the candidate transactions match the receipt perfectly, but I can calculate a score for each candidate based on the given criteria.
Candidate 1:
- Vendor name similarity: 0 ( BOOKS BY BESSIE vs Figma, Inc. )
- Amount accuracy: 0 ( $55.0 vs $27.0 )
- Date proximity: 0.007 ( 136 days difference )
- Description/notes relevance: 0 ( No relevance )
- Amount difference: 103.7% ( significant difference )
- Overall score: 0.0
Since none of the candidate transactions match the receipt perfectly, I will return the candidate with the highest score, which is still 0.0. However, I can suggest that the best available option is actually none of the
INFO:services.ai_matcher:Processing receipt 8/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 3 candidates for receipt: Eleven Labs Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: To determine the best match, I will evaluate each candidate transaction based on the scoring criteria.
Candidate 1:
- Vendor similarity: 0.0 (Eleven Labs Inc. vs A1 RENTAL BACKHOE DEPOSIT REFUND)
- Amount difference: 88.13 (78.8%)
- Date difference: 115 days
- Description/notes relevance: 0.0 (no relevance)
- Total score: 0.0
Candidate 2:
- Vendor similarity: 0.0 (Eleven Labs Inc. vs BOOKS BY BESSIE)
- Amount difference: 56.87 (50.8%)
- Date difference: 145 days
- Description/notes relevance: 0.0 (no relevance)
- Total score: 0.0
Candidate 3:
- Vendor similarity: 0.0 (Eleven Labs Inc. vs No Vendor)
- Amount difference: 106.88 (95.5%)
-
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Eleven Labs Inc.
WARNING:services.ai_matcher:No match found for receipt: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Processing receipt 9/13: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No candidates found for receipt: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Processing receipt 10/13: PAYPAL *BZABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 1 candidates for receipt: PAYPAL *BZABAWSKYJ
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
The reason for this low score is that there are significant differences in vendor name, amount, and date between the receipt and the candidate transactions. The vendor name is completely different, the amount is off by $17.45, and the date is 895 days apart.
INFO:services.ai_matcher:Processing receipt 11/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 1 candidates for receipt: Figma, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: BOOKS BY BESSIE (score: 0.000)
INFO:services.ai_matcher:Found match: 0.000 - No meaningful similarity
However, since I must return the candidate with the highest match score, even if it's very low, I will provide the next best option:
5|0.2|Minimal similarity due to vendor name difference, but same category and date proximity
INFO:services.ai_matcher:Processing receipt 12/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 3 candidates for receipt: Eleven Labs Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: To determine the best match, I will evaluate each candidate transaction based on the scoring criteria.
Candidate 1:
- Vendor similarity: 0.0 (Eleven Labs Inc. vs A1 RENTAL BACKHOE DEPOSIT REFUND)
- Amount accuracy: 0.0 (no exact match)
- Date proximity: 0.0 (115 days difference)
- Description/notes relevance: 0.0 (no relevance)
Total score: 0.0
Candidate 2:
- Vendor similarity: 0.0 (Eleven Labs Inc. vs BOOKS BY BESSIE)
- Amount accuracy: 0.0 (no exact match)
- Date proximity: 0.0 (145 days difference)
- Description/notes relevance: 0.0 (no relevance)
Total score: 0.0
Candidate 3:
- Vendor similarity: 0.0 (Eleven Labs Inc. vs No Vendor)
- Amount accuracy: 0
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Eleven Labs Inc.
WARNING:services.ai_matcher:No match found for receipt: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Processing receipt 13/13: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No candidates found for receipt: Twitter, Inc. - $4.0
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:AI matching completed. Found 9 matches
INFO:__main__:Matching completed, got 9 results
INFO:__main__:Generated stats: {'total': 9, 'high_confidence': 0, 'low_confidence': 9, 'avg_score': 0.0}
INFO:__main__:Match-specific completed successfully with 9 matches
INFO: 102.89.45.216:11676 - "POST /match-specific HTTP/1.1" 200 OK
INFO: 102.89.45.216:28828 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO: 102.89.45.216:14522 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO: 102.89.45.216:2730 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO:__main__:Starting match-specific for file IDs: ['d0d43d67-1e25-47b8-bf74-8ce9695cb699', 'dc542f59-1105-470c-a401-56407f2bbecf', 'ba36aa95-8fdb-4f16-973e-479f99da3100', '9845ef9d-2bd3-4803-93f8-d8d5bca0de7b', 'a8969315-6ed6-4dcd-9a47-3eb542d85d64', '0b3d64a4-c558-43cb-bf57-a6561205f1e6', 'e96d57f5-2070-43d6-8044-1d68106a3c27', 'bae25e20-2425-4db3-a3fc-adcb09c7d431', 'bfb36530-62f6-489a-b0b9-970ab8e7c20c', '0b4db1d9-670b-4dd7-bd3a-dfa39897acbb', '8fbf46d7-5f7b-4b01-a5d1-173adcb55748', 'e779f8ce-9f9a-4575-af8c-4558c6405977', 'ee595b47-e9b8-4c82-82e6-7490d716baa7'], categorization_id: cat_mgcolko1_wmfzzd
INFO:__main__:Found 119 transactions in database
INFO:__main__:Converted 119 transactions
INFO:__main__:Successfully loaded receipt for file_id: d0d43d67-1e25-47b8-bf74-8ce9695cb699
INFO:__main__:Successfully loaded receipt for file_id: dc542f59-1105-470c-a401-56407f2bbecf
INFO:__main__:Successfully loaded receipt for file_id: ba36aa95-8fdb-4f16-973e-479f99da3100
INFO:__main__:Successfully loaded receipt for file_id: 9845ef9d-2bd3-4803-93f8-d8d5bca0de7b
INFO:__main__:Successfully loaded receipt for file_id: a8969315-6ed6-4dcd-9a47-3eb542d85d64
INFO:__main__:Successfully loaded receipt for file_id: 0b3d64a4-c558-43cb-bf57-a6561205f1e6
INFO:__main__:Successfully loaded receipt for file_id: e96d57f5-2070-43d6-8044-1d68106a3c27
INFO:__main__:Successfully loaded receipt for file_id: bae25e20-2425-4db3-a3fc-adcb09c7d431
INFO:__main__:Successfully loaded receipt for file_id: bfb36530-62f6-489a-b0b9-970ab8e7c20c
INFO:__main__:Successfully loaded receipt for file_id: 0b4db1d9-670b-4dd7-bd3a-dfa39897acbb
INFO:__main__:Successfully loaded receipt for file_id: 8fbf46d7-5f7b-4b01-a5d1-173adcb55748
INFO:__main__:Successfully loaded receipt for file_id: e779f8ce-9f9a-4575-af8c-4558c6405977
INFO:__main__:Successfully loaded receipt for file_id: ee595b47-e9b8-4c82-82e6-7490d716baa7
INFO:__main__:Found 13 receipts, 0 missing
INFO:__main__:Starting matching with 13 receipts and 119 transactions
INFO:services.ai_matcher:Starting AI matching for 13 receipts against 119 transactions
INFO:services.ai_matcher:Processing receipt 1/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 8: Unknown (score: 0.290)
INFO:services.ai_matcher:Found match: 0.290 - Close amount match, relevant note about office expenses, but significant date difference
This candidate has a relatively low confidence score due to the significant date difference (85 days apart) and the fact that the vendor name is unknown. However, the amount difference is moderate ($8.03), and the note mentions "Bought lunch for crew 102" which could be related to office expenses, making it a slightly better match than the other candidates.
INFO:services.ai_matcher:Processing receipt 2/13: Google LLC - $21.15
INFO:services.ai_matcher:Found 25 candidates for receipt: Google LLC
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 7: Unknown (score: 0.140)
INFO:services.ai_matcher:Found match: 0.140 - Closest amount match, but significant difference in vendor name and date
Reasoning:
- Vendor name similarity: 0 (Unknown vs Google LLC)
- Amount accuracy: 0.14 (18.08 vs 21.15, 14.5% difference)
- Date proximity: 0 (93 days difference)
- Description/notes relevance: 0 (Office Supplies vs Google Workspace)
Although the amount match is the closest among all candidates, the significant differences in vendor name and date result in a low confidence score.
INFO:services.ai_matcher:Processing receipt 3/13: PAYPAL *BZAABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 62 candidates for receipt: PAYPAL *BZAABAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: After analyzing the receipt against all the candidate transactions, I found the best match to be:
Candidate 1: 0.09|Vendor name similarity, significant amount difference, and large date difference
Reason: Although the vendor name is unknown, the amount difference is relatively minor ($3.55) compared to other candidates. However, the date difference is significant (864 days), and the vendor name is unknown, resulting in a low confidence score.
WARNING:services.ai_matcher:Failed to parse AI response for receipt: PAYPAL *BZAABAWSKYJ
WARNING:services.ai_matcher:No match found for receipt: PAYPAL *BZAABAWSKYJ - $37.55
INFO:services.ai_matcher:Processing receipt 4/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 90 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.900)
INFO:services.ai_matcher:Found match: 0.900 - Same amount, minor difference in vendor name, and relatively close date
Reasoning:
- The amount matches exactly, with a minor difference of 0.1%.
- Although the vendor name is unknown, it's likely a typo or variation of Eleven Labs Inc.
- The date difference is 87 days, which is relatively close considering the other options.
This candidate has the highest match score, despite not being a perfect match.
INFO:services.ai_matcher:Processing receipt 5/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 8: Unknown (score: 0.290)
INFO:services.ai_matcher:Found match: 0.290 - Close amount match, relevant note about office expenses, but significant date difference
This candidate has a close amount match ($18.97 vs $27.0), a relevant note about office expenses, but a significant date difference of 85 days.
INFO:services.ai_matcher:Processing receipt 6/13: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Found 62 candidates for receipt: PAYPAL *BZA BAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: After analyzing the receipt against all the candidate transactions, I found the best match to be:
Candidate 1: 0.09|Vendor name similarity, significant amount difference, and large date difference
Reason: Although the vendor name is unknown, the description in the receipt contains the vendor's name, which is a good match. However, the amount difference is significant (9.5%), and the date difference is large (864 days). This is the best available option despite the significant differences.
WARNING:services.ai_matcher:Failed to parse AI response for receipt: PAYPAL *BZA BAWSKYJ
WARNING:services.ai_matcher:No match found for receipt: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Processing receipt 7/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 9.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.190)
INFO:services.ai_matcher:Found match: 0.190 - Vendor name similarity, amount difference of 9.8%, and no description match
This is because Candidate 1 has the closest vendor name similarity (Unknown vs Figma, Inc. is not possible, but it's the closest) and the smallest amount difference among all the candidates. Although the date difference is significant (62 days), it's still the best available option given the other factors.
INFO:services.ai_matcher:Processing receipt 8/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 90 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.900)
INFO:services.ai_matcher:Found match: 0.900 - Vendor name similarity, exact amount match, 87 days apart
Reasoning:
- Vendor name similarity: Although the vendor name is unknown, it's likely that Eleven Labs Inc. is a similar or related entity to the vendor in Candidate 1, given the context of the transaction.
- Amount accuracy: The amount in Candidate 1 ($112.0) is very close to the amount in the receipt ($111.87), with a difference of only 0.1%.
- Date proximity: The date in Candidate 1 (2025-09-05) is 87 days apart from the date in the receipt (2025-06-10), which is a relatively small difference.
- Description/notes relevance: Although the description in Candidate 1 is not directly related to the receipt, it mentions "Bank Equipment rental for 5 days," which could
INFO:services.ai_matcher:Processing receipt 9/13: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Found 2 candidates for receipt: Twitter, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 7.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: Based on the given receipt and candidate transactions, I will analyze each candidate and return the best match.
Candidate 1:
- Vendor: Unknown (0.0 similarity)
- Amount: $3.86 (3.5% difference from $4.0)
- Date: 2025-09-03 (65 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
Score: 0.6 (Medium confidence due to minor amount difference, but unknown vendor and no description relevance)
Candidate 2:
- Vendor: Unknown (0.0 similarity)
- Amount: $5.66 (41.5% difference from $4.0)
- Date: 2025-08-29 (60 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
Score: 0.4 (Low confidence due to significant amount difference and unknown vendor)
Since neither candidate has a perfect match, I will choose
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Twitter, Inc.
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Processing receipt 10/13: PAYPAL *BZABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 62 candidates for receipt: PAYPAL *BZABAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 9.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: After analyzing the receipt against all the candidate transactions, I found the best match to be:
Candidate 1: 0.09|Vendor name similarity, significant amount difference, and large date difference
Reason: Although the amount difference is significant (9.5%), the vendor name similarity is the closest match among all candidates. The date difference is also substantial, but it's the best available option given the other differences.
WARNING:services.ai_matcher:Failed to parse AI response for receipt: PAYPAL *BZABAWSKYJ
WARNING:services.ai_matcher:No match found for receipt: PAYPAL *BZABAWSKYJ - $37.55
INFO:services.ai_matcher:Processing receipt 11/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 10.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 8: Unknown (score: 0.290)
INFO:services.ai_matcher:Found match: 0.290 - Closest amount match, minor date difference, and relevant note about office expenses
This candidate has a relatively low confidence score due to significant differences in vendor name and amount. However, it is the best available option given the provided candidate transactions.
INFO:services.ai_matcher:Processing receipt 12/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 90 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.900)
INFO:services.ai_matcher:Found match: 0.900 - Same amount, minor difference in vendor name, and relatively close date
Reasoning:
- Vendor name similarity: The vendor name is unknown in both the receipt and the candidate transaction, so it's not a strong match. However, it's not a major difference either.
- Amount accuracy: The amount is $111.87 in the receipt and $112.0 in the candidate transaction, which is a minor difference of 0.1%.
- Date proximity: The date is 2025-06-10 in the receipt and 2025-09-05 in the candidate transaction, which is a difference of 87 days. This is not ideal, but it's not a major difference either.
- Description/notes relevance: There is no description or notes in the receipt, but the candidate transaction has a note about bank equipment rental. This is not directly
INFO:services.ai_matcher:Processing receipt 13/13: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Found 2 candidates for receipt: Twitter, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 7.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: Based on the provided receipt and candidate transactions, I will analyze each candidate and return the best match.
Candidate 1:
- Vendor: Unknown (0.0 similarity)
- Amount: $3.86 (3.5% difference from $4.0)
- Date: 2025-09-03 (65 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
- Amount difference: $0.14000000000000012 (3.5%)
Score: 0.6 (Medium confidence, minor differences in amount and date)
Candidate 2:
- Vendor: Unknown (0.0 similarity)
- Amount: $5.66 (41.5% difference from $4.0)
- Date: 2025-08-29 (60 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
- Amount difference: $1.6600000000000001 (41.5
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Twitter, Inc.
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:AI matching completed. Found 8 matches
INFO:__main__:Matching completed, got 8 results
INFO:__main__:Generated stats: {'total': 8, 'high_confidence': 3, 'low_confidence': 5, 'avg_score': 0.49}
INFO:__main__:Match-specific completed successfully with 8 matches
INFO:__main__:Starting match-specific for file IDs: ['d0d43d67-1e25-47b8-bf74-8ce9695cb699', 'dc542f59-1105-470c-a401-56407f2bbecf', 'ba36aa95-8fdb-4f16-973e-479f99da3100', '9845ef9d-2bd3-4803-93f8-d8d5bca0de7b', 'a8969315-6ed6-4dcd-9a47-3eb542d85d64', '0b3d64a4-c558-43cb-bf57-a6561205f1e6', 'e96d57f5-2070-43d6-8044-1d68106a3c27', 'bae25e20-2425-4db3-a3fc-adcb09c7d431', 'bfb36530-62f6-489a-b0b9-970ab8e7c20c', '0b4db1d9-670b-4dd7-bd3a-dfa39897acbb', '8fbf46d7-5f7b-4b01-a5d1-173adcb55748', 'e779f8ce-9f9a-4575-af8c-4558c6405977', 'ee595b47-e9b8-4c82-82e6-7490d716baa7'], categorization_id: cat_mgcolko1_wmfzzd
INFO:__main__:Found 119 transactions in database
INFO:__main__:Converted 119 transactions
INFO:__main__:Successfully loaded receipt for file_id: d0d43d67-1e25-47b8-bf74-8ce9695cb699
INFO:__main__:Successfully loaded receipt for file_id: dc542f59-1105-470c-a401-56407f2bbecf
INFO:__main__:Successfully loaded receipt for file_id: ba36aa95-8fdb-4f16-973e-479f99da3100
INFO:__main__:Successfully loaded receipt for file_id: 9845ef9d-2bd3-4803-93f8-d8d5bca0de7b
INFO:__main__:Successfully loaded receipt for file_id: a8969315-6ed6-4dcd-9a47-3eb542d85d64
INFO:__main__:Successfully loaded receipt for file_id: 0b3d64a4-c558-43cb-bf57-a6561205f1e6
INFO:__main__:Successfully loaded receipt for file_id: e96d57f5-2070-43d6-8044-1d68106a3c27
INFO:__main__:Successfully loaded receipt for file_id: bae25e20-2425-4db3-a3fc-adcb09c7d431
INFO:__main__:Successfully loaded receipt for file_id: bfb36530-62f6-489a-b0b9-970ab8e7c20c
INFO:__main__:Successfully loaded receipt for file_id: 0b4db1d9-670b-4dd7-bd3a-dfa39897acbb
INFO:__main__:Successfully loaded receipt for file_id: 8fbf46d7-5f7b-4b01-a5d1-173adcb55748
INFO:__main__:Successfully loaded receipt for file_id: e779f8ce-9f9a-4575-af8c-4558c6405977
INFO:__main__:Successfully loaded receipt for file_id: ee595b47-e9b8-4c82-82e6-7490d716baa7
INFO:__main__:Found 13 receipts, 0 missing
INFO:__main__:Starting matching with 13 receipts and 119 transactions
INFO:services.ai_matcher:Starting AI matching for 13 receipts against 119 transactions
INFO:services.ai_matcher:Processing receipt 1/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 8: Unknown (score: 0.390)
INFO:services.ai_matcher:Found match: 0.390 - Date proximity, description relevance, but significant amount difference
INFO:services.ai_matcher:Processing receipt 2/13: Google LLC - $21.15
INFO:services.ai_matcher:Found 25 candidates for receipt: Google LLC
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 7: Unknown (score: 0.140)
INFO:services.ai_matcher:Found match: 0.140 - Vendor name similarity (Google LLC vs Unknown), exact amount match is not possible, but amount difference is moderate, and date proximity is relatively good (93 days difference)
Note: The confidence score is low due to significant differences in vendor name and amount, but it's the best available option given the provided candidate transactions.
INFO:services.ai_matcher:Processing receipt 3/13: PAYPAL *BZAABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 62 candidates for receipt: PAYPAL *BZAABAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Exact amount match, minor date difference
Reasoning:
- The amount on the receipt ($37.55) matches exactly with Candidate 1 ($34.0, but considering the absolute value, it's $34.0).
- Although the date difference is significant (864 days), the amount match is a strong indicator of a potential match.
- The vendor name is unknown, but the description is not provided for any candidate, so it's not a deciding factor in this case.
Note that the confidence score is high despite the significant date difference, as the amount match is a strong indicator of a potential match.
INFO:services.ai_matcher:Processing receipt 4/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 90 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.900)
INFO:services.ai_matcher:Found match: 0.900 - Same amount, minor difference in vendor name, and relatively close date
Reasoning:
- Vendor name similarity: 0.8 (unknown vs Eleven Labs Inc. is not a perfect match, but the difference is minor)
- Amount accuracy: 0.95 (amount difference is 0.1%, which is considered minor)
- Date proximity: 0.9 (87 days difference is relatively close)
- Description/notes relevance: 0.8 (the description is not directly related to the receipt, but it's a plausible explanation for the transaction)
The confidence score is 0.9, which falls under the high confidence category.
INFO:services.ai_matcher:Processing receipt 5/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.890)
INFO:services.ai_matcher:Found match: 0.890 - Close vendor name match, minor amount difference, and relatively close date
Reasoning:
- Vendor name similarity: Figma, Inc. is not explicitly mentioned in the candidate transactions, but "Unknown" is a close match to the vendor name.
- Amount accuracy: The amount difference is $2.64, which is a relatively minor difference of 9.8%.
- Date proximity: The date difference is 62 days, which is not ideal but still relatively close.
- Description/notes relevance: There is no description or notes in the candidate transactions, so this factor does not contribute to the match score.
Note that while the match score is not perfect, Candidate 1 has the highest score among all the candidate transactions, making it the best available option despite significant differences in vendor and amount.
INFO:services.ai_matcher:Processing receipt 6/13: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Found 62 candidates for receipt: PAYPAL *BZA BAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 1.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: After analyzing the receipt against all the candidate transactions, I found the best match to be:
Candidate 1: 0.09|Vendor name similarity, but significant amount difference and large date gap
This candidate has the highest match score despite significant differences in amount and date. The vendor name similarity is the primary reason for this match, but the large date gap and significant amount difference reduce the overall confidence score.
WARNING:services.ai_matcher:Failed to parse AI response for receipt: PAYPAL *BZA BAWSKYJ
WARNING:services.ai_matcher:No match found for receipt: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Processing receipt 7/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 8: Unknown (score: 0.290)
INFO:services.ai_matcher:Found match: 0.290 - Closest amount match, minor difference in vendor name, and some relevance in the notes (Bought lunch for crew, which might be related to office expenses)
Note: Although the amount difference is significant (29.7%), it's the closest match in terms of amount, and the notes provide some relevance to the office category.
INFO:services.ai_matcher:Processing receipt 8/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 90 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 10.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.900)
INFO:services.ai_matcher:Found match: 0.900 - Same amount, minor date difference, unknown vendor matches with the receipt's unknown vendor
Explanation:
- Vendor similarity: The receipt's vendor is unknown, and Candidate 1's vendor is also unknown, so this is a perfect match in terms of vendor similarity.
- Amount accuracy: The amount on the receipt ($111.87) is very close to the amount in Candidate 1 ($112.0), with a difference of only $0.12999999999999545 (0.1%).
- Date proximity: The date on the receipt (2025-06-10) is 87 days apart from the date in Candidate 1 (2025-09-05), which is a relatively minor difference.
- Description/notes relevance: While the description in Candidate 1 does not match the description on the receipt, the notes mention "Bank Equipment rental
INFO:services.ai_matcher:Processing receipt 9/13: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Found 2 candidates for receipt: Twitter, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 7.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: Based on the provided receipt and candidate transactions, I will analyze each candidate and return the best match.
Candidate 1:
- Vendor: Unknown (0.0 similarity)
- Amount: $3.86 (3.5% difference from $4.0)
- Date: 2025-09-03 (65 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
- Amount difference: $0.14000000000000012 (3.5%)
Score: 0.6 (Medium confidence due to minor amount difference and lack of vendor and date match)
Candidate 2:
- Vendor: Unknown (0.0 similarity)
- Amount: $5.66 (41.5% difference from $4.0)
- Date: 2025-08-29 (60 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
- Amount difference: $1.660000000000000
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Twitter, Inc.
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Processing receipt 10/13: PAYPAL *BZABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 62 candidates for receipt: PAYPAL *BZABAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 10.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.190)
INFO:services.ai_matcher:Found match: 0.190 - Vendor name similarity, amount difference of 9.5%
This is because the vendor name is similar (PAYPAL *BZABAWSKYJ vs Unknown), but the amount is off by 9.5%. The date difference is significant (864 days), and the description/notes do not match. However, this is the best available option given the significant differences in the other candidates.
INFO:services.ai_matcher:Processing receipt 11/13: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 44 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 10.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.600)
INFO:services.ai_matcher:Found match: 0.600 - Vendor name similarity (Figma, Inc. is similar to Unknown), moderate amount difference ($2.64), and date proximity (62 days apart)
Note: Although the amount difference is significant, the vendor name similarity and date proximity contribute to a moderate confidence score.
INFO:services.ai_matcher:Processing receipt 12/13: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 90 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.900)
INFO:services.ai_matcher:Found match: 0.900 - Same vendor name similarity (Eleven Labs Inc. and Unknown), minor amount difference (0.1%), and relatively close date (87 days apart)
Note that while the vendor name is not an exact match, it is the closest match available, and the amount difference is minor. The date difference is also relatively close, considering the time frame.
INFO:services.ai_matcher:Processing receipt 13/13: Twitter, Inc. - $4.0
INFO:services.ai_matcher:Found 2 candidates for receipt: Twitter, Inc.
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 6.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.ai_matcher:Could not parse single match response: Based on the provided receipt and candidate transactions, I will analyze each candidate and return the best match.
Candidate 1:
- Vendor: Unknown (0.0 similarity to Twitter, Inc.)
- Amount: $3.86 (3.5% difference from $4.0)
- Date: 2025-09-03 (65 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
- Amount difference: $0.14000000000000012 (3.5%)
Score: 0.15 (Minimal similarity due to significant vendor name difference and moderate amount difference)
Candidate 2:
- Vendor: Unknown (0.0 similarity to Twitter, Inc.)
- Amount: $5.66 (41.5% difference from $4.0)
- Date: 2025-08-29 (60 days difference)
- Notes: Bank No Description (no relevance to "X Premium Basic")
- Amount difference: $1
WARNING:services.ai_matcher:Failed to parse AI response for receipt: Twitter, Inc.
WARNING:services.ai_matcher:No match found for receipt: Twitter, Inc. - $4.0
INFO:services.ai_matcher:AI matching completed. Found 10 matches
INFO:__main__:Matching completed, got 10 results
INFO:__main__:Generated stats: {'total': 10, 'high_confidence': 5, 'low_confidence': 4, 'avg_score': 0.61}
INFO:__main__:Match-specific completed successfully with 10 matches
INFO: 102.89.45.216:29795 - "POST /match-specific HTTP/1.1" 200 OK
INFO: 102.89.45.216:22092 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:22092 - "POST /process/82e672e4-a1a1-4df2-9b7d-f0cfa3307ed9 HTTP/1.1" 200 OK
INFO: 102.89.45.216:22092 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:22092 - "POST /process/c4a7f61d-9d2a-4e6a-b86d-bb958a06d5f3 HTTP/1.1" 200 OK
INFO: 102.89.45.216:22092 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.document_processor:Initial JSON parsing failed: Extra data: line 10 column 4 (char 246)
INFO: 102.89.45.216:22092 - "POST /process/1281627c-59fc-4efa-beae-a8a69f3dd508 HTTP/1.1" 200 OK
INFO: 102.89.45.216:22092 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:22092 - "POST /process/ee93fc23-e6f6-47ee-81da-c5b41319d1bc HTTP/1.1" 200 OK
INFO: 102.89.45.216:22092 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 102.89.45.216:22092 - "POST /process/058a0bcf-d25e-49b3-903c-45559de871ad HTTP/1.1" 200 OK
INFO: 199.241.139.243:49820 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:49836 - "POST /process/2d005728-3cce-4456-be4a-952188203772 HTTP/1.1" 200 OK
INFO: 199.241.139.243:49850 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:49866 - "POST /process/de39fc65-0565-4c45-a559-bcda66af9c4a HTTP/1.1" 200 OK
INFO: 199.241.139.243:17706 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:17710 - "POST /process/0f9b5c0f-ab7f-47f6-8edf-f5dab0badd64 HTTP/1.1" 200 OK
INFO: 199.241.139.243:17714 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.document_processor:Initial JSON parsing failed: Extra data: line 10 column 4 (char 246)
INFO: 199.241.139.243:17730 - "POST /process/cd679479-376d-42f0-ad9e-0743c89cd9fe HTTP/1.1" 200 OK
INFO: 199.241.139.243:17740 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:17754 - "POST /process/0046dcd7-86a7-4153-be65-cddd3774a232 HTTP/1.1" 200 OK
INFO: 199.241.139.243:39628 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:39644 - "POST /process/d0fe3ebb-094b-4191-9202-9ab216811ec9 HTTP/1.1" 200 OK
INFO: 199.241.139.243:39652 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:39656 - "POST /process/1a23de15-07a5-4998-9d3f-6a6345aba237 HTTP/1.1" 200 OK
INFO: 199.241.139.243:39658 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:39674 - "POST /process/cd3cc6e2-100e-462a-ba4a-3d03ee2da57f HTTP/1.1" 200 OK
INFO: 199.241.139.243:26574 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
WARNING:services.document_processor:Initial JSON parsing failed: Extra data: line 10 column 4 (char 246)
INFO: 199.241.139.243:26586 - "POST /process/ffb999aa-bfd1-4a8a-a7e6-4700b284c30a HTTP/1.1" 200 OK
INFO: 199.241.139.243:26596 - "POST /upload-multiple HTTP/1.1" 200 OK
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO: 199.241.139.243:26602 - "POST /process/a1a16ce3-ef6d-466c-8606-4ba9501f86a7 HTTP/1.1" 200 OK
INFO: 199.241.139.243:46078 - "POST /transactions/import/csv HTTP/1.1" 200 OK
INFO:__main__:Starting match-specific for file IDs: ['a1a16ce3-ef6d-466c-8606-4ba9501f86a7', 'ffb999aa-bfd1-4a8a-a7e6-4700b284c30a', 'cd3cc6e2-100e-462a-ba4a-3d03ee2da57f', '1a23de15-07a5-4998-9d3f-6a6345aba237', 'd0fe3ebb-094b-4191-9202-9ab216811ec9', '0046dcd7-86a7-4153-be65-cddd3774a232', 'cd679479-376d-42f0-ad9e-0743c89cd9fe', '0f9b5c0f-ab7f-47f6-8edf-f5dab0badd64', 'de39fc65-0565-4c45-a559-bcda66af9c4a', '2d005728-3cce-4456-be4a-952188203772'], categorization_id: cat_mgcvsk8r_6upxfy
INFO:__main__:Found 123 transactions in database
INFO:__main__:Converted 123 transactions
INFO:__main__:Successfully loaded receipt for file_id: a1a16ce3-ef6d-466c-8606-4ba9501f86a7
INFO:__main__:Successfully loaded receipt for file_id: ffb999aa-bfd1-4a8a-a7e6-4700b284c30a
INFO:__main__:Successfully loaded receipt for file_id: cd3cc6e2-100e-462a-ba4a-3d03ee2da57f
INFO:__main__:Successfully loaded receipt for file_id: 1a23de15-07a5-4998-9d3f-6a6345aba237
INFO:__main__:Successfully loaded receipt for file_id: d0fe3ebb-094b-4191-9202-9ab216811ec9
INFO:__main__:Successfully loaded receipt for file_id: 0046dcd7-86a7-4153-be65-cddd3774a232
INFO:__main__:Successfully loaded receipt for file_id: cd679479-376d-42f0-ad9e-0743c89cd9fe
INFO:__main__:Successfully loaded receipt for file_id: 0f9b5c0f-ab7f-47f6-8edf-f5dab0badd64
INFO:__main__:Successfully loaded receipt for file_id: de39fc65-0565-4c45-a559-bcda66af9c4a
INFO:__main__:Successfully loaded receipt for file_id: 2d005728-3cce-4456-be4a-952188203772
INFO:__main__:Found 10 receipts, 0 missing
INFO:__main__:Starting matching with 10 receipts and 123 transactions
INFO:services.ai_matcher:Starting AI matching for 10 receipts against 123 transactions
INFO:services.ai_matcher:Processing receipt 1/10: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 94 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.870)
INFO:services.ai_matcher:Found match: 0.870 - Same vendor name, exact amount match, 87 days apart
Reasoning:
- Vendor name similarity: 0.95 (perfect match)
- Amount accuracy: 0.95 (exact match)
- Date proximity: 0.8 (87 days apart, which is a relatively minor difference)
- Description/notes relevance: 0.8 (no direct relevance, but the vendor name is the same)
The candidate with the highest match score is Candidate 1, with a confidence score of 0.87.
INFO:services.ai_matcher:Processing receipt 2/10: PAYPAL *BZAABAWSKYJ - $37.55
INFO:services.ai_matcher:Found 66 candidates for receipt: PAYPAL *BZAABAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Perfect match in vendor name, exact amount match, and exact date match.
This is because Candidate 1 has a perfect match in vendor name, amount, and date, which is the highest scoring criteria.
INFO:services.ai_matcher:Processing receipt 3/10: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 48 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Same vendor name, exact amount match, exact date match
This is because Candidate 1 has the exact same vendor name, amount, and date as the receipt, resulting in a perfect match score of 0.95.
INFO:services.ai_matcher:Processing receipt 4/10: Google LLC - $21.15
INFO:services.ai_matcher:Found 29 candidates for receipt: Google LLC
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Perfect match in vendor name, exact amount match, and exact date match
INFO:services.ai_matcher:Processing receipt 5/10: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 48 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Perfect match in vendor name, exact amount match, and exact date match
INFO:services.ai_matcher:Processing receipt 6/10: Eleven Labs Inc. - $111.87
INFO:services.ai_matcher:Found 94 candidates for receipt: Eleven Labs Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Unknown (score: 0.870)
INFO:services.ai_matcher:Found match: 0.870 - Same vendor name, exact amount match, 87 days apart
Reasoning:
- Vendor name similarity: 0.95 (same vendor name, Eleven Labs Inc.)
- Amount accuracy: 0.95 (exact amount match, $111.87)
- Date proximity: 0.85 (87 days apart, which is a relatively small difference)
- Description/notes relevance: 0.80 (no direct match, but the transaction is related to a bank equipment rental)
The candidate with the highest match score is Candidate 1, with a confidence score of 0.87.
INFO:services.ai_matcher:Processing receipt 7/10: PAYPAL *BZA BAWSKYJ - $37.55
INFO:services.ai_matcher:Found 66 candidates for receipt: PAYPAL *BZA BAWSKYJ
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Perfect match in vendor name, exact amount match, and exact date match
This is because Candidate 1 has a perfect match in vendor name ("PAYPAL *BZA BAWSKYJ" vs "PAYPAL *BZABAWSKYJ"), exact amount match ($37.55), and exact date match (2023-05-22).
INFO:services.ai_matcher:Processing receipt 8/10: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 48 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Perfect match in vendor name, exact amount match, and exact date match
INFO:services.ai_matcher:Processing receipt 9/10: Google LLC - $21.15
INFO:services.ai_matcher:Found 29 candidates for receipt: Google LLC
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 11.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Perfect match: same vendor, amount, and date
This candidate has a perfect match score of 0.95 due to the exact match in vendor name, amount, and date.
INFO:services.ai_matcher:Processing receipt 10/10: Figma, Inc. - $27.0
INFO:services.ai_matcher:Found 48 candidates for receipt: Figma, Inc.
INFO:services.ai_matcher:Limited candidates to top 10 by amount similarity
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 429 Too Many Requests"
INFO:groq._base_client:Retrying request to /openai/v1/chat/completions in 10.000000 seconds
INFO:httpx:HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
INFO:services.ai_matcher:AI selected candidate 1: Books by Bessie (score: 0.950)
INFO:services.ai_matcher:Found match: 0.950 - Same vendor name, exact amount match, exact date match
This is because Candidate 1 has an exact match in vendor name, amount, and date, which meets the scoring criteria for a perfect match.
INFO:services.ai_matcher:AI matching completed. Found 10 matches
INFO:__main__:Matching completed, got 10 results
INFO:__main__:Generated stats: {'total': 10, 'high_confidence': 10, 'low_confidence': 0, 'avg_score': 0.97}
INFO:__main__:Match-specific completed successfully with 10 matches
INFO: 199.241.139.243:50450 - "POST /match-specific HTTP/1.1" 200 OK
Reference in New Issue View Git Blame Copy Permalink