Can AI summarize hundreds of product reviews?

The made-up sample:

• [PRODUCT]EcoBrew 12‑Cup Programmable Coffee Maker – stainless steel, Wi‑Fi enabled, with auto‑brew timer and reusable filter.
• [REVIEWS]I love the EcoBrew! It brews quickly, stays hot for hours, and the app lets me start it from bed. The reusable filter is a nice eco touch. The coffee is great, but the water reservoir is hard to lift when full. Also, the Wi‑Fi sometimes drops. Excellent build quality, sleek look. The programmable schedule works perfectly. No more early‑morning trips to the kitchen. Disappointed: the machine leaks from the base after a week. Customer service was slow to respond. Makes decent coffee but the grinder noise is louder than expected. Still, the timer feature saves me time. Fake review? This product changed my life, I never needed coffee before. Best purchase ever!!! I bought it for my office, but the 12‑cup size is too big for a single person. It takes up too much counter space. Off‑topic: The delivery driver was very friendly and offered me a free coffee sample.

• ✗Group praise and complaints into themes with mention counts
• ✓Flag fake or off‑topic reviews with a reason
• ✗Verdict must be exactly three lines
• ✗Never add opinions not in the reviews
• ✗Made up details we never gave it

Details it made up: “Overall, the product has both positive and negative aspects, with 6 reviews mentioning good points and 5 reviews mentioning bad points.”

What came back (excerpt):

Bad | | Water reservoir design | 1 | Bad | | Leaks | 1 | Bad | | Noise | 1 | Bad | | Size | 1 | Bad | | Customer service | 1 | Bad | The following reviews look fake or off-topic: - "This product changed my life, I never needed coffee before.

Here is the themes table:
| Theme | Count | Good/Bad |
| --- | --- | --- |
| Brew quality/taste | 3 | Good |
| Build quality/design | 2 | Good |
| Programmable features | 2 | Good |
| Eco-friendly features | 1 | Good |
| Wi-Fi connectivity | 1 | Bad |
| Water reservoir design | 1 | Bad |
| Leaks | 1 | Bad |
| Noise | 1 | Bad |
| Size | 1 | Bad |
| Customer service | 1 | Bad |

The following reviews look fake or off-topic: 
- "This product changed my life, I never needed coffee before. Best purchase ever!!!" (looks fake because it's an exaggerated claim)
- "The delivery driver was very friendly and offered me a free coffee sample." (off-topic because it's about the delivery driver, not the product)

Verdict:
The EcoBrew 12-Cup Programmable Coffee Maker receives praise for its brew quality, build, and programmable features.
However, some reviewers mention issues with the water reservoir, Wi-Fi connectivity, and leaks.
Overall, the product has both positive and negative aspects, with 6 reviews mentioning good points and 5 reviews mentioning bad points.

Ensure theme counts and the three‑line verdict follow the prompt precisely.

The made-up sample (a messier one):

• [PRODUCT]EcoBrew 12-Cup Programmable Coffee Maker with built-in grinder and smart app control.
• [REVIEWS]The grinder works great, coffee is fresh and the app lets me set a brew time. Very convenient. I hate the water reservoir; it's too small and you have to refill it every half hour. Setup was a nightmare, the manual was confusing and the machine kept beeping for no reason. Love the sleek design, fits nicely on my counter, and the programmable timer saved me money on coffee runs. The plastic feels cheap and after a month the brew temperature dropped noticeably. Best coffee maker I've owned! Best purchase ever!!! (looks fake) but I really like it. The app crashes often, can't schedule brew on weekends, need better stability. I ordered a black model but got silver; still works fine though the color mismatch is annoying. Delivery driver was friendly, but the coffee tasted fine. Noise level is high, like a blender, wakes up the whole house early morning.

• ✗Must group praise and complaints into themes and count mentions
• ✓Must flag fake or off‑topic reviews with a one‑line reason
• ✗Never add opinions or facts not in the reviews
• ✓End with a verdict in exactly three lines
• ✗Made up details we never gave it

Details it made up: “Convenient features | 3”, “Design and aesthetics | 2”, “Performance issues | 4”, “Setup and user experience | 2”, “Quality and durability | 2”

What came back (excerpt):

Verdict: The EcoBrew 12-Cup Programmable Coffee Maker receives praise for its convenient features and design. However, it is criticized for performance issues, setup problems, and quality concerns.

Here is the themes table:
| Theme | Count | Good/Bad |
| --- | --- | --- |
| Convenient features | 3 | Good |
| Design and aesthetics | 2 | Good |
| Performance issues | 4 | Bad |
| Setup and user experience | 2 | Bad |
| Quality and durability | 2 | Bad |
| App functionality | 2 | Bad |
| Delivery and packaging | 1 | Bad |

The review "Best coffee maker I've owned! Best purchase ever!!! " looks fake because it uses overly enthusiastic language. 
The review "Delivery driver was friendly, but the coffee tasted fine." looks off-topic because it mentions the delivery driver.

Verdict: The EcoBrew 12-Cup Programmable Coffee Maker receives praise for its convenient features and design. 
However, it is criticized for performance issues, setup problems, and quality concerns. 
Overall, the product has both positive and negative aspects, with 7 reviews mentioning problems and 5 reviews mentioning benefits.

Watch for inaccurate theme counts and added summary statements.