The Review Responder

SAMPLE RUN ON MADE-UP DATA

> python run.py --input my_input --output my_output --provider openai
Provider and model: openai gpt-6-luna
Jobs ok: 25
Jobs failed: 0
Files written: 24
Files refused: 0
Run folder: my_output\20261016T083105Z-263aa0

> first 25 lines of labeled_reviews.csv

DRAFT run=20261016T083105Z-263aa0 template=review-responder version=1.0.0 provider=openai model=gpt-6-luna input_sha256=d17e5d34f7d98536f703e6d43d4a6b86cffbfa6882126e822e79a707d3ba351a
review_number,source,rating,label,reason,handle_yourself,handle_reason,reply_file
1,reviews_main.csv row 3,5,positive,"""Best blueberry pancakes in town. Friendly staff and fast service.""",no,,reply_001.txt
2,reviews_main.csv row 4,5,positive,"""Loved the cinnamon rolls. The server was kind and the coffee was great.""",no,,reply_002.txt
3,reviews_main.csv row 5,4,positive,"""Great breakfast, wonderful atmosphere.""",no,,reply_003.txt
4,reviews_main.csv row 6,3,mixed,"""The eggs were delicious but we had a long wait for a table.""",no,,reply_004.txt
5,reviews_main.csv row 7,3,mixed,"""Food was fine. Nothing special""",no,,reply_005.txt
6,reviews_main.csv row 8,2,negative,"""The pancakes were cold and the waiter was rude.""",no,,reply_006.txt
7,reviews_main.csv row 9,1,negative,"""waited forty minutes and the coffee was stale.""",no,,reply_007.txt
8,reviews_main.csv row 10,2,negative,"""Overpriced and slow. The bacon was burnt.""",no,,reply_008.txt
9,reviews_main.csv row 11,5,positive,"""Amazing waffles and excellent coffee.""",no,,reply_009.txt
10,reviews_main.csv row 12,4,mixed,"""Delicious food, friendly team. The parking lot is small""",no,,reply_010.txt
11,reviews_main.csv row 13,1,negative,"""Worst service ever. Rude staff and dirty tables.""",no,,reply_011.txt
12,reviews_main.csv row 14,3,mixed,"""Great hash browns but the toast was stale.""",no,,reply_012.txt
13,reviews_main.csv row 15,5,positive,"""Fantastic pancakes and a friendly welcome.""",no,,reply_013.txt
14,reviews_main.csv row 16,2,mixed,"""Slow kitchen and the order was wrong. The manager was nice about it.""",no,,reply_014.txt
15,reviews_main.csv row 17,5,positive,"""I love this place. Best coffee and the nicest people.""",no,,reply_015.txt
16,reviews_main.csv row 18,3,mixed,"""Good omelet, bad coffee. Average visit.""",no,,reply_016.txt
17,reviews_main.csv row 19,1,negative,"""My kids got sick after eating here.""",yes,word list (legal): lawyer; word list (health): sick; the AI saw a legal concern,none
18,reviews_main.csv row 20,2,negative,"""There was a wet floor with no sign and I slipped near the door. Dangerous.""",yes,word list (safety): dangerous; the AI saw a safety concern,none
19,reviews_main.csv row 21,4,mixed,"""Good pancakes, friendly staff. A little slow on a busy Saturday.""",no,,reply_019.txt
20,reviews_main.csv row 22,1,negative,"""the server did not know what gluten was. Poor.""",yes,your word list: gluten; the AI saw a health concern,none
21,reviews_main.csv row 23,5,positive,"""we felt so welcome""",no,,reply_021.txt
22,reviews_main.csv row 24,2,negative,"""Cold food, long wait, and a rude cashier.""",no,,reply_022.txt
23,reviews_main.csv row 25,4,positive,"""Tasty pancakes, great value.""",no,,reply_023.txt