Vendor Intelligence Report

4 vendors

Vendor: losf (FP_SG)

2026-05-07  ·  Cell: sparse_cold_start  ·  Type: demo  ·  Model: ugc_vendor_summary_v1.0
✦ AI OutputRaw SignalsAspect BreakdownAll Reviews (7)

AI-Generated Output

AI Generated — GPT-5.5 (summary)
Decision: SOFTENconflict=0.04   logistics=5%   confidence=0.78

Vendor Summary

Some reviewers praise pisang keju and banana fritters, but feedback is uneven: others mention small portions and quality issues like burnt pancake, undercooked/weird-tasting takoyaki, tasteless cendol, or kunafa without cream.

Customer Snippet

“Delicious pisang keju.”
Supporting Evidence Bullets (4)
Positive dish mentions are sparse: one reviewer called pisang keju delicious, and one praised banana fritters. conf:0.92
“Delicious pisang keju.” “Banana fritters and apam balek taste awesome.”
Apam feedback is cautious across spellings: one review praised apam balek, while another said Apam balik was palm-sized and wished it was nicer. conf:0.81
“Banana fritters and apam balek taste awesome.” “Apam balik was a size as my palm” “wish it was nice”
Negative quality drivers are concrete, including burnt pancake, undercooked and weird-tasting takoyaki, tasteless cendol, and kunafa without cream. conf:0.91
“Pancake came burnt n black” “not even fully cooked” “weird taste” “Cendol, tastless” “no cream js sugar syrup”
A few reviews raise portion or value concerns, including small portions and feeling it was too pricey for what was delivered. conf:0.86
“portion is quite small” “Portion can be bigger maybe.” “too pricey for what was delivered”

Guardrail Flags

⚑ sparse evidence ⚑ conflicting opinions ✓ logistics contamination ✓ low specificity ✓ snippet suppressed
Diagnostic: Sparse 7-review sample with polarized ratings; customer copy is softened and balances limited positive dish mentions against concrete negative food-quality drivers. Logistics-related signals were not used in the summary.
Algorithmic — snippet scoring

Snippet Candidates (30)

✓ Selected#1   Score: 0.959negativeAspect: texture · dish led
“kunafa had no cream js sugar syrup , js wasn’t up to expectations and too pricey for what was delivered…”
✓ Selected#2   Score: 0.959negativeAspect: texture · dish led
“takoyaki was not even fully cooked and had a weird taste :(”
✓ Selected#3   Score: 0.959negativeAspect: food taste flavor · dish led
“Pancake came burnt n black . Photo is been taken for reference . Don’t order from here . They will send you burnt food”
✓ Selected#4   Score: 0.959negativeAspect: food taste flavor · dish led
“Pancake came burnt n black .”
✓ Selected#5   Score: 0.955positiveAspect: food taste flavor · dish led
“Banana fritters and apam balek taste awesome. Portion can be bigger maybe.”
✓ Selected#6   Score: 0.951positiveAspect: food taste flavor · dish led
“Banana fritters and apam balek taste awesome.”
✓ Selected#7   Score: 0.951negativeAspect: food taste flavor · dish led
“Cendol, tastless and smashed beans inside.”
✗ Not selected#8   Score: 0.943negativeAspect: texture · dish led
“not even fully cooked”
✓ Selected#9   Score: 0.941neutralAspect: portion size · dish led
“Apam balik was a size as my palm.”
✗ Not selected#10   Score: 0.938positiveAspect: food taste flavor · dish led
“Delicious pisang keju.”
✗ Not selected#11   Score: 0.915negativeAspect: food taste flavor · dish led
“Cendol, tastless”
✗ Not selected#12   Score: 0.915negativeAspect: texture · dish led
“smashed beans inside”
✓ Selected#13   Score: 0.908negativeAspect: portion size · caution led
“The portion is quite small, does not expect it.”
✓ Selected#14   Score: 0.904negativeAspect: food taste flavor · dish led
“Thats fine but wish it was nice.”
✗ Not selected#15   Score: 0.896negativeAspect: portion size · caution led
“portion is quite small”
✗ Not selected#16   Score: 0.889negativeAspect: food taste flavor · dish led
“Lekor was really bad.”
✗ Not selected#17   Score: 0.880negativeAspect: food taste flavor · dish led
“weird taste”
✓ Selected#18   Score: 0.878negativeAspect: portion size · caution led
“Portion can be bigger maybe.”
✓ Selected#19   Score: 0.870positiveAspect: food taste flavor · aspect led
“Nice taste. Reminds me of the old kampung days taste.”
✗ Not selected#20   Score: 0.868negativeAspect: food taste flavor · dish led
“wish it was nice”
✗ Not selected#21   Score: 0.842negativeAspect: ingredient quality · dish led
“no cream js sugar syrup”
✗ Not selected#22   Score: 0.815positiveAspect: food taste flavor · aspect led
“Nice taste.”
✗ Not selected#23   Score: 0.793negativeAspect: recommendation intent · caution led
“Don’t order from here .”
✓ Selected#24   Score: 0.776negativeAspect: value for money · caution led
“too pricey for what was delivered”
✓ Selected#25   Score: 0.732positiveAspect: authenticity · aspect led
“Reminds me of the old kampung days taste.”
✓ Selected#26   Score: 0.732negativeAspect: trustworthiness signal · caution led
“They will send you burnt food”
✓ Selected#27   Score: 0.673negativeAspect: complaint severity · caution led
“wasn’t up to expectations”
✓ Selected#28   Score: 0.673positiveAspect: price perception · value led
“Delicious pisang keju. Willing to pay delivery charges because my area doesn't have one.”
✓ Selected#29   Score: 0.673positiveAspect: price perception · value led
“Willing to pay delivery charges because my area doesn't have one.”
✓ Selected#30   Score: 0.673positiveAspect: price perception · value led
“Willing to pay delivery charges”

Raw Signals

7
Reviews
3.1
Avg Rating
22
Aspect Events
0.04
Conflict
0.78
Confidence

Rating Distribution

5★
3 (43%)
4★
0 (0%)
3★
1 (14%)
2★
1 (14%)
1★
2 (29%)

Top Aspects (Positive vs Negative)

Aspect+−Net
food taste flavor45-1
authenticity1—+1
price perception1—+1
texture—3-3
recommendation intent—1-1
portion size—2-2
ingredient quality—1-1

🍜 Most Mentioned Dishes

Apam balik ×3 takoyaki ×2 Cendol ×2 Pancake ×1 pisang keju ×1 Banana fritters ×1 apam balek ×1 kunafa ×1

Full Aspect Breakdown

AI Generated — GPT-5.5 (extraction)
AspectPositiveNegativeMixed/NeutralNet
food taste flavor45—-1
texture—3—-3
portion size—21-2
authenticity1——+1
complaint severity—1—-1
ingredient quality—1—-1
price perception1——+1
recommendation intent—1—-1
trustworthiness signal—1—-1
value for money—1—-1

All Reviews (7) — purple border = used in AI summary

★☆☆☆☆ (1/5) ✦ used in summary  22bf12ee-1c88-416b-b4fc-ce4328c90d9d
Pancake came burnt n black . Photo is been taken for reference . Don’t order from here . They will send you burnt food
✦ AI Extracted Aspects
recommendation intent negative “Don’t order from here” conf:0.97
food taste flavor negative “Pancake came burnt n black” → Pancake conf:0.95
trustworthiness signal negative “They will send you burnt food” conf:0.86
★★★★★ (5/5) ✦ used in summary  d59000db-e318-417f-b1ad-83e88765f332
Delicious pisang keju. Willing to pay delivery charges because my area doesn't have one.
✦ AI Extracted Aspects
food taste flavor positive “Delicious pisang keju.” → pisang keju conf:0.93
price perception positive “Willing to pay delivery charges” conf:0.74
★★★☆☆ (3/5) ✦ used in summary  ff3fff8a-d758-47c4-a464-06a53c4ec4a5
The portion is quite small, does not expect it.
✦ AI Extracted Aspects
portion size negative “portion is quite small” conf:0.90
★★★★★ (5/5) ✦ used in summary  f6f4b692-64bd-4974-a280-9f85780347f2
Banana fritters and apam balek taste awesome. Portion can be bigger maybe.
✦ AI Extracted Aspects
food taste flavor positive “Banana fritters and apam balek taste awesome.” → Banana fritters conf:0.90
food taste flavor positive “Banana fritters and apam balek taste awesome.” → apam balek conf:0.90
portion size negative “Portion can be bigger maybe.” conf:0.78
★★☆☆☆ (2/5) ✦ used in summary  2033f893-9813-4e79-9c2e-cf0cf43c3f8b
kunafa had no cream js sugar syrup , js wasn’t up to expectations and too pricey for what was delivered. takoyaki was not even fully cooked and had a weird taste :(
✦ AI Extracted Aspects
texture negative “not even fully cooked” → takoyaki conf:0.95
value for money negative “too pricey for what was delivered” conf:0.91
food taste flavor negative “weird taste” → takoyaki conf:0.90
ingredient quality negative “no cream js sugar syrup” → kunafa conf:0.86
complaint severity negative “wasn’t up to expectations” conf:0.70
★★★★★ (5/5)  b9c995cc-9dcd-40c7-9c84-b56ab7af1c46
Nice taste. Reminds me of the old kampung days taste.
✦ AI Extracted Aspects
food taste flavor positive “Nice taste.” conf:0.90
authenticity positive “Reminds me of the old kampung days taste.” conf:0.82
★☆☆☆☆ (1/5) ✦ used in summary  facb9edf-199c-4bfa-86e1-a4666e6d3cf5
Im so sorry but it wasnt as expected. Apam balik was a size as my palm. Thats fine but wish it was nice. I receive a butn apam balik. Cendol, tastless and smashed beans inside. Lekor was really bad.
✦ AI Extracted Aspects
food taste flavor negative “Cendol, tastless” → Cendol conf:0.88
portion size neutral “Apam balik was a size as my palm” → Apam balik conf:0.82
texture negative “smashed beans inside” → Cendol conf:0.80
food taste flavor negative “Lekor was really bad” → Lekor conf:0.76
food taste flavor negative “wish it was nice” → Apam balik conf:0.72
texture negative “butn apam balik” → Apam balik conf:0.56 [analytics_only]

Vendor: q9xh (FP_SG)

2026-05-07  ·  Cell: conflicting_opinions  ·  Type: backup  ·  Model: ugc_vendor_summary_v1.0
✦ AI OutputRaw SignalsAspect BreakdownAll Reviews (38)

AI-Generated Output

AI Generated — GPT-5.5 (summary)
Decision: SURFACEconflict=0.03   logistics=5%   confidence=0.88

Vendor Summary

Some reviewers still find it consistent, but feedback is largely driven by order accuracy problems: missing fries, drinks and sauces, incorrect drinks, plus reports of Oreo McFlurry not arriving and McNuggets coming without curry sauce.

Customer Snippet

“Wrong drink given and also missing honey mustard sauce for the nuggets.”
Supporting Evidence Bullets (5)
A small positive signal mentions consistency or reliability, including comments that it is “always” reliable or the same. conf:0.76
“always a+ ooooold reliable” “Mac is always the same”
Order accuracy is the dominant negative theme, with reports of missing fries, drinks, sauces, Oreo McFlurry, and mcpops. conf:0.96
“order missing 2 fries” “Missing 1 drink for this order.” “I did not receive my oreo mc.flurry” “I ordered 12 pcs but only came 2pcs of the mcpops and i paid for 12pcs” “missing honey mustard sauce for the nuggets”
Several reviews describe incorrect items being packed instead, especially drinks. conf:0.95
“I ordered iced latte and tea black but give me coke and lychee drink” “I ordered coffee but they packed milo” “Wrong drink given”
Taste and food-quality complaints are specific rather than generic, including fries described as too salty and overfried, sausage as salty, and iced milo as tasting like plain water. conf:0.91
“One packet of fries was too salty and overfried” “salty like they accidentally spilled salt on the sausage” “my iced milo which I paid extra for a medium and turns out it tastes like plain water”
Portion and value complaints mainly focus on fries or upsizing, with reviewers saying large or upsized fries looked like regular portions. conf:0.85
“less fries for an upsized... not even filled” “Upsize fries is same portion as midsize” “supposed large French fries seems like regular fries”

Guardrail Flags

✓ sparse evidence ⚑ conflicting opinions ✓ logistics contamination ✓ low specificity ✓ snippet suppressed
Diagnostic: Evidence is not sparse and logistics contamination is low. The customer-facing summary emphasizes the dominant order-accuracy pattern while acknowledging limited positive consistency feedback; food-taste issues are secondary and specific.
Algorithmic — snippet scoring

Snippet Candidates (66)

✓ Selected#1   Score: 0.961negativeAspect: order accuracy · dish led
“I did not receive my oreo mc.flurry”
✓ Selected#2   Score: 0.960negativeAspect: order accuracy · caution led
“Wrong drink given and also missing honey mustard sauce for the nuggets.”
✓ Selected#3   Score: 0.960negativeAspect: order accuracy · caution led
“missing honey mustard sauce for the nuggets”
✓ Selected#4   Score: 0.960negativeAspect: order accuracy · caution led
“I order McNuggets + curry sauce they just give McNuggets no curry sauce.”
✓ Selected#5   Score: 0.960negativeAspect: order accuracy · caution led
“Always ! I paid for the food it not free i should have what i paid for…”
✓ Selected#6   Score: 0.960negativeAspect: order accuracy · caution led
“ordered and paid for 2 extra chilli crab sauce but did not receive any.”
✓ Selected#7   Score: 0.958negativeAspect: order accuracy · caution led
“no curry sauce given after i paid for it”
✓ Selected#8   Score: 0.955negativeAspect: order accuracy · caution led
“no drinks with meal purchase”
✓ Selected#9   Score: 0.953negativeAspect: order accuracy · caution led
“order curry sauce and no have”
✓ Selected#10   Score: 0.952negativeAspect: order accuracy · caution led
“Ordered curry sauce mushroom cream cheese burger corn but received bbq saucemc spicy burger and fries instead”
✗ Not selected#11   Score: 0.941negativeAspect: order accuracy · dish led
“order missing 2 fries”
✓ Selected#12   Score: 0.938negativeAspect: order accuracy · caution led
“there no toys and chili sauce given from the store 😔”
✓ Selected#13   Score: 0.938negativeAspect: order accuracy · caution led
“no toys and chili sauce given from the store”
✓ Selected#14   Score: 0.938negativeAspect: order accuracy · caution led
“tick the order but never check AGAIN”
✓ Selected#15   Score: 0.935negativeAspect: order accuracy · dish led
“Always didn't provide salt and pepper for big breakfast set!!! 😒”
✓ Selected#16   Score: 0.935negativeAspect: order accuracy · caution led
“missing 2 fries but refund 1”
✓ Selected#17   Score: 0.932negativeAspect: order accuracy · caution led
“Missing 1 drink for this order.”
✓ Selected#18   Score: 0.929negativeAspect: order accuracy · caution led
“only 1 chilli. please at least give 2 or 3 for a meal”
✗ Not selected#19   Score: 0.924negativeAspect: order accuracy · caution led
“Wrong drink given”
✓ Selected#20   Score: 0.921negativeAspect: order accuracy · caution led
“waited more den 60min for food to be ready..always order have missing item..”
✓ Selected#21   Score: 0.921negativeAspect: order accuracy · caution led
“always order have missing item..”
✓ Selected#22   Score: 0.919negativeAspect: order accuracy · caution led
“I ordered iced latte and tea black but give me coke and lychee drink”
✗ Not selected#23   Score: 0.918negativeAspect: order accuracy · dish led
“Missing one burger”
✓ Selected#24   Score: 0.910negativeAspect: order accuracy · caution led
“I ordered coffee but they packed milo”
✗ Not selected#25   Score: 0.886negativeAspect: order accuracy · dish led
“missing fries”
✗ Not selected#26   Score: 0.879negativeAspect: order accuracy · caution led
“gave wrong order but nvm”
✗ Not selected#27   Score: 0.865negativeAspect: order accuracy · dish led
“No hasbrown”
✗ Not selected#28   Score: 0.863negativeAspect: order accuracy · caution led
“No chili sauce, nothing.”
✓ Selected#29   Score: 0.856negativeAspect: food taste flavor · dish led
“One packet of fries was too salty and overfried”
✓ Selected#30   Score: 0.855negativeAspect: food taste flavor · dish led
“it's salty like they accidentally spilled salt on the sausage”
✓ Selected#31   Score: 0.855negativeAspect: food taste flavor · dish led
“salty like they accidentally spilled salt on the sausage”
✗ Not selected#32   Score: 0.847negativeAspect: order accuracy · caution led
“gave wrong order”
✓ Selected#33   Score: 0.846negativeAspect: food taste flavor · dish led
“All else is alright except my iced milo which I paid extra for a medium and turns out it tastes like plain water.”
✓ Selected#34   Score: 0.846negativeAspect: food taste flavor · dish led
“my iced milo which I paid extra for a medium and turns out it tastes like plain water”
✓ Selected#35   Score: 0.837negativeAspect: portion size · dish led
“so less fries for an upsized... not even filled, order curry sauce and no have...”
✓ Selected#36   Score: 0.837negativeAspect: portion size · dish led
“less fries for an upsized... not even filled”
✓ Selected#37   Score: 0.832negativeAspect: portion size · dish led
“The chicken fried is so black and so small unlike normal ms crispy burger …very very unhappy”
✓ Selected#38   Score: 0.832negativeAspect: portion size · dish led
“so small unlike normal ms crispy burger”
✓ Selected#39   Score: 0.832positiveAspect: food taste flavor · dish led
“Ordered curry sauce mushroom cream cheese burger corn but received bbq saucemc spicy burger and fries instead but okie…”
✓ Selected#40   Score: 0.825negativeAspect: portion size · dish led
“Upsize fries is same portion as midsize”
✓ Selected#41   Score: 0.822negativeAspect: portion size · dish led
“so far ok but the supposed large French fries seems like regular fries.”
✓ Selected#42   Score: 0.822negativeAspect: portion size · dish led
“supposed large French fries seems like regular fries”
✓ Selected#43   Score: 0.821negativeAspect: packaging · caution led
“McDonald Eastpoint Mall did not cover my drink cap properly and it spilled”
✓ Selected#44   Score: 0.821negativeAspect: packaging · caution led
“did not cover my drink cap properly and it spilled”
✓ Selected#45   Score: 0.817negativeAspect: order accuracy · dish led
“I ordered 12 pcs but only came 2pcs of the mcpops and i paid for 12pcs”
✗ Not selected#46   Score: 0.809negativeAspect: order accuracy · caution led
“Every time!”
✓ Selected#47   Score: 0.806negativeAspect: packaging · dish led
“Double cheeseburger was not packed properly.”
✓ Selected#48   Score: 0.805negativeAspect: value for money · dish led
“paid extra for a medium and turns out it tastes like plain water”
✓ Selected#49   Score: 0.803negativeAspect: value for money · dish led
“so far ok but the supposed large French fries seems like regular fries. not sure why I'm paying for the upsize”
✓ Selected#50   Score: 0.803negativeAspect: value for money · dish led
“not sure why I'm paying for the upsize”
✗ Not selected#51   Score: 0.801negativeAspect: food taste flavor · dish led
“too salty”
✗ Not selected#52   Score: 0.796positiveAspect: food taste flavor · dish led
“I like mc spicy.”
✓ Selected#53   Score: 0.795negativeAspect: presentation · dish led
“the burger looks so horrible”
✗ Not selected#54   Score: 0.782negativeAspect: packaging · dish led
“not packed properly”
✓ Selected#55   Score: 0.767negativeAspect: packaging · caution led
“delivered both but forgot to pack a spoon.”
✗ Not selected#56   Score: 0.764positiveAspect: consistency · aspect led
“Mac is always the same.”
✗ Not selected#57   Score: 0.755negativeAspect: packaging · caution led
“forgot to pack a spoon”
✓ Selected#58   Score: 0.753negativeAspect: ingredient quality · dish led
“Time but the burger looks so horrible…the quality is bad.”
✓ Selected#59   Score: 0.747negativeAspect: packaging · caution led
“delivered both but forgot to pack a spoon. how to eat????”
✓ Selected#60   Score: 0.741positiveAspect: consistency · aspect led
“always 5 stars. Singapore's only consistent 5 star champion. even the very best have good days and bad days…”
✓ Selected#61   Score: 0.741positiveAspect: consistency · aspect led
“Singapore's only consistent 5 star champion.”
✗ Not selected#62   Score: 0.729negativeAspect: texture · dish led
“overfried”
✓ Selected#63   Score: 0.721negativeAspect: special requests handling · caution led
“gave only 2 chilli sauce. how to eat my meal with just 2 packet”
✓ Selected#64   Score: 0.721negativeAspect: special requests handling · caution led
“gave only 2 chilli sauce.”
✗ Not selected#65   Score: 0.709negativeAspect: ingredient quality · dish led
“quality is bad”
✗ Not selected#66   Score: 0.654positiveAspect: food taste flavor · aspect led
“delicious”

Raw Signals

38
Reviews
2.5
Avg Rating
62
Aspect Events
0.03
Conflict
0.88
Confidence

Rating Distribution

5★
7 (18%)
4★
7 (18%)
3★
3 (8%)
2★
3 (8%)
1★
18 (47%)

Top Aspects (Positive vs Negative)

Aspect+−Net
consistency2—+2
delivery logistics2—+2
food taste flavor23-1
trustworthiness signal2—+2
order accuracy228-26
portion size—4-4
complaint severity—4-4
packaging—3-3

🍜 Most Mentioned Dishes

fries ×6 burger ×3 iced milo ×2 oreo mc.flurry ×1 mcpops ×1 sausage ×1 Double cheeseburger ×1 big breakfast set ×1

Full Aspect Breakdown

AI Generated — GPT-5.5 (extraction)
AspectPositiveNegativeMixed/NeutralNet
order accuracy228—-26
food taste flavor23—-1
complaint severity—4—-4
portion size—4—-4
packaging—3—-3
value for money—3—-3
consistency2——+2
delivery logistics2——+2
preparation speed—2—-2
presentation—2—-2
trustworthiness signal2——+2
ingredient quality—1—-1
special requests handling—1—-1
texture—1—-1

All Reviews (38) — purple border = used in AI summary

★★★★★ (5/5)  ca9d9224-81de-48f7-9a47-2e889d90a569
always a+ ooooold reliable
✦ AI Extracted Aspects
trustworthiness signal positive “always a+ ooooold reliable” conf:0.76
★★★★☆ (4/5)  e18b9a32-8f81-4dcd-851a-af4318c71ff1
Missing 1 drink for this order.
✦ AI Extracted Aspects
order accuracy negative “Missing 1 drink for this order.” conf:0.94
★☆☆☆☆ (1/5) ✦ used in summary  cdc8d50d-ac68-4e22-973f-b90593fbb9bf
Always ! I paid for the food it not free i should have what i paid for.I order McNuggets + curry sauce they just give McNuggets no curry sauce. Why!? Every time! 🙂‍↔️
✦ AI Extracted Aspects
order accuracy negative “I order McNuggets + curry sauce they just give McNuggets no curry sauce” → McNuggets + curry sauce conf:0.96
order accuracy negative “Every time!” conf:0.78
value for money negative “I paid for the food it not free i should have what i paid for” conf:0.74
★★☆☆☆ (2/5)  53d67e7f-5515-4880-bbd2-fb195b849f21
McDonald Eastpoint Mall did not cover my drink cap properly and it spilled
✦ AI Extracted Aspects
packaging negative “did not cover my drink cap properly and it spilled” → drink conf:0.91
★★★★☆ (4/5)  8b5cdfdd-b04d-4738-ac37-89f6e95ddcc7
delivered both but forgot to pack a spoon. how to eat????
✦ AI Extracted Aspects
packaging negative “forgot to pack a spoon” conf:0.92
complaint severity negative “how to eat????” conf:0.80
order accuracy positive “delivered both” conf:0.72
★☆☆☆☆ (1/5)  2d3bd415-d359-47da-a7a6-0964ae137265
Missing one burger
✦ AI Extracted Aspects
order accuracy negative “Missing one burger” → burger conf:0.94
★☆☆☆☆ (1/5)  01859daa-0e1b-49ca-8d88-bf8750c5bcbb
only 1 chilli. please at least give 2 or 3 for a meal
✦ AI Extracted Aspects
order accuracy negative “only 1 chilli. please at least give 2 or 3 for a meal” → chilli conf:0.78
★★☆☆☆ (2/5)  8abdd8de-c9e9-439b-ab23-8fca728e11d6
missing fries
✦ AI Extracted Aspects
order accuracy negative “missing fries” → fries conf:0.87
★☆☆☆☆ (1/5) ✦ used in summary  286a00d1-6707-43b8-b4d6-3209aa3a6992
Wrong drink given and also missing honey mustard sauce for the nuggets.
✦ AI Extracted Aspects
order accuracy negative “missing honey mustard sauce for the nuggets” → honey mustard sauce for the nuggets conf:0.96
order accuracy negative “Wrong drink given” → drink conf:0.95
★☆☆☆☆ (1/5)  7fbfbb74-95de-4cd2-9f53-081ebe08f124
no curry sauce given after i paid for it
✦ AI Extracted Aspects
order accuracy negative “no curry sauce given after i paid for it” → curry sauce conf:0.93
★★☆☆☆ (2/5)  c462fb53-0c1d-4e32-8e1d-d3fa500729d4
Double cheeseburger was not packed properly.
✦ AI Extracted Aspects
packaging negative “not packed properly” → Double cheeseburger conf:0.90
★★★★★ (5/5)  96882c7a-dbb8-40c7-ae0e-4d9c894a1093
All in orders & fast delivery.
✦ AI Extracted Aspects
delivery logistics positive “fast delivery” conf:0.88
order accuracy positive “All in orders” conf:0.56 [analytics_only]
★☆☆☆☆ (1/5)  ca02ea0b-87c5-4ac1-be32-d7d8228d15c1
I understand it was buka puasa time and they were busy... but it took 1 hour to get my order ready... its a fast food restaurant so thats not acceptable.
✦ AI Extracted Aspects
preparation speed negative “it took 1 hour to get my order ready” conf:0.96
complaint severity negative “its a fast food restaurant so thats not acceptable” conf:0.88
★☆☆☆☆ (1/5)  0d593da6-7ba2-482e-9d8c-947db80e39d6
waited more den 60min for food to be ready..always order have missing item..
✦ AI Extracted Aspects
preparation speed negative “waited more den 60min for food to be ready” conf:0.88
order accuracy negative “always order have missing item” conf:0.86
★☆☆☆☆ (1/5) ✦ used in summary  e51b4851-fde0-4cd3-bc14-51e5ae05f45b
I ordered 12 pcs but only came 2pcs of the mcpops and i paid for 12pcs
✦ AI Extracted Aspects
order accuracy negative “I ordered 12 pcs but only came 2pcs of the mcpops and i paid for 12pcs” → mcpops conf:0.96
★★★★★ (5/5)  96348be0-5448-4c4d-a57e-1c4026d714e1
ordered 2 meals and gave us 2 packets of chilli only
✦ AI Extracted Aspects
order accuracy negative “ordered 2 meals and gave us 2 packets of chilli only” conf:0.68
★★★★★ (5/5)  f52a5cb1-1208-4259-85f9-93d338fbbc54
Ordered curry sauce mushroom cream cheese burger corn but received bbq saucemc spicy burger and fries instead but okie. I like mc spicy.
✦ AI Extracted Aspects
order accuracy negative “Ordered curry sauce mushroom cream cheese burger corn but received bbq saucemc spicy burger and fries instead” conf:0.91
food taste flavor positive “I like mc spicy.” → mc spicy conf:0.79
★☆☆☆☆ (1/5) ✦ used in summary  69d9afeb-2ebe-489c-bde2-64d6cf94e66b
I did not receive my oreo mc.flurry
✦ AI Extracted Aspects
order accuracy negative “I did not receive my oreo mc.flurry” → oreo mc.flurry conf:0.97
★☆☆☆☆ (1/5)  ede06ec1-c433-4321-8f26-29f2c87c519b
No hasbrown
✦ AI Extracted Aspects
order accuracy negative “No hasbrown” → hasbrown conf:0.76
★★★★☆ (4/5)  3e0aa649-faea-4797-a17e-67a1c0b223be
Always didn't provide salt and pepper for big breakfast set!!! 😒
✦ AI Extracted Aspects
order accuracy negative “Always didn't provide salt and pepper for big breakfast set!!! 😒” → big breakfast set conf:0.90
★☆☆☆☆ (1/5)  9e9ef4c2-b174-4944-ab14-95c744b968d7
I ordered Mc Donald today n recd the delivery on. Time but the burger looks so horrible…the quality is bad. The chicken fried is so black and so small unlike normal ms crispy burger …very very unhappy
✦ AI Extracted Aspects
complaint severity negative “very very unhappy” conf:0.92
presentation negative “the burger looks so horrible” → burger conf:0.90
portion size negative “so small unlike normal ms crispy burger” → ms crispy burger conf:0.90
presentation negative “The chicken fried is so black” → chicken fried conf:0.84
ingredient quality negative “quality is bad” → burger conf:0.82
delivery logistics positive “delivery on. Time” → delivery conf:0.76
★★★★☆ (4/5)  2b0b9a6a-b687-474f-b79a-0256639d1a9e
It’s mcs. What more to say? Hahahaha
No aspects extracted yet
★★★★★ (5/5)  52da07b4-7852-43fb-813d-299b12d2eb09
thank you 😊 no comment
No aspects extracted yet
★☆☆☆☆ (1/5)  178ceab8-11d6-42a0-b145-79d6c9ad1bb1
gave only 2 chilli sauce. how to eat my meal with just 2 packet
✦ AI Extracted Aspects
special requests handling negative “gave only 2 chilli sauce” conf:0.80
complaint severity negative “how to eat my meal with just 2 packet” conf:0.76
★☆☆☆☆ (1/5)  b7d37e78-8959-445a-a1c3-5ac5c14062f2
No chili sauce, nothing.
✦ AI Extracted Aspects
order accuracy negative “No chili sauce, nothing.” conf:0.78
★★★★☆ (4/5)  b14f2424-1de1-4711-9c29-eff69eae94d5
there no toys and chili sauce given from the store 😔
✦ AI Extracted Aspects
order accuracy negative “no toys and chili sauce given from the store” → chili sauce conf:0.84
order accuracy negative “no toys and chili sauce given from the store” → toys conf:0.82
★★★★☆ (4/5) ✦ used in summary  5636ca76-ed64-49e8-b154-24d32b9896f4
I ordered coffee but they packed milo
✦ AI Extracted Aspects
order accuracy negative “I ordered coffee but they packed milo” conf:0.95
★☆☆☆☆ (1/5)  82b4b81e-1713-49ac-88e6-2d745690cbf2
it's salty like they accidentally spilled salt on the sausage
✦ AI Extracted Aspects
food taste flavor negative “salty like they accidentally spilled salt on the sausage” → sausage conf:0.91
★★★★☆ (4/5)  bc54365a-b036-490f-b50e-3e30895721b4
so far ok but the supposed large French fries seems like regular fries. not sure why I'm paying for the upsize
✦ AI Extracted Aspects
value for money negative “not sure why I'm paying for the upsize” → French fries upsize conf:0.84
portion size negative “supposed large French fries seems like regular fries” → French fries conf:0.82
★☆☆☆☆ (1/5) ✦ used in summary  eea96a74-ac12-4b38-b81d-6800cabd6401
All else is alright except my iced milo which I paid extra for a medium and turns out it tastes like plain water.
✦ AI Extracted Aspects
food taste flavor negative “my iced milo which I paid extra for a medium and turns out it tastes like plain water” → iced milo conf:0.91
value for money negative “paid extra for a medium and turns out it tastes like plain water” → iced milo conf:0.84
★★★★★ (5/5)  0a066601-7d6b-4ad1-9a7d-9f6f239ed261
gave wrong order but nvm
✦ AI Extracted Aspects
order accuracy negative “gave wrong order” conf:0.86
★☆☆☆☆ (1/5) ✦ used in summary  cb362f72-1e3c-45d4-b243-3b6f1f31f3e7
I ordered iced latte and tea black but give me coke and lychee drink
✦ AI Extracted Aspects
order accuracy negative “I ordered iced latte and tea black but give me coke and lychee drink” conf:0.95
★★★★★ (5/5) ✦ used in summary  57022e31-4637-43c2-80e3-f4ecf24713e2
always 5 stars. Singapore's only consistent 5 star champion. even the very best have good days and bad days. Mac is always the same. delicious.
✦ AI Extracted Aspects
consistency positive “Singapore's only consistent 5 star champion” conf:0.88
trustworthiness signal positive “even the very best have good days and bad days. Mac is always the same” conf:0.84
consistency positive “Mac is always the same” → Mac conf:0.83
food taste flavor positive “delicious” conf:0.82
★☆☆☆☆ (1/5) ✦ used in summary  26c390f0-f6e1-4db7-bf87-577a7da890f3
Come on Eastpoint branch , wake up please ! Last week order missing 2 fries but refund 1 , today , no drinks with meal purchase ?!? You guys tick the order but never check AGAIN ! ! !
✦ AI Extracted Aspects
order accuracy negative “order missing 2 fries” → fries conf:0.96
order accuracy negative “no drinks with meal purchase” → drinks with meal purchase conf:0.94
order accuracy negative “missing 2 fries but refund 1” conf:0.89
order accuracy negative “tick the order but never check AGAIN” → Eastpoint branch conf:0.87
★☆☆☆☆ (1/5)  8e419126-83dd-406d-93ac-52c610a3a3c3
so less fries for an upsized... not even filled, order curry sauce and no have...
✦ AI Extracted Aspects
order accuracy negative “order curry sauce and no have” → curry sauce conf:0.90
portion size negative “less fries for an upsized... not even filled” → fries conf:0.88
★★★☆☆ (3/5)  7834fb34-ecdb-42c0-8a5a-45b7a85b263d
Upsize fries is same portion as midsize
✦ AI Extracted Aspects
portion size negative “Upsize fries is same portion as midsize” → fries conf:0.84
★★★☆☆ (3/5) ✦ used in summary  0d18c4db-4643-4790-9865-adb24939bfb4
One packet of fries was too salty and overfried
✦ AI Extracted Aspects
food taste flavor negative “too salty” → fries conf:0.92
texture negative “overfried” → fries conf:0.90
★★★☆☆ (3/5)  b8c70c7c-c5fd-4ffb-8ab3-8f27c56f46e9
ordered and paid for 2 extra chilli crab sauce but did not receive any.
✦ AI Extracted Aspects
order accuracy negative “ordered and paid for 2 extra chilli crab sauce but did not receive any.” → 2 extra chilli crab sauce conf:0.96

Vendor: tguh (FP_SG)

2026-05-07  ·  Cell: food_quality_showcase  ·  Type: backup  ·  Model: vendor_summary_demo_v1
✦ AI OutputRaw SignalsAspect BreakdownAll Reviews (36)

AI-Generated Output

AI Generated — GPT-5.5 (summary)
Decision: SOFTENconflict=0.12   logistics=1%   confidence=0.86

Vendor Summary

Customers often praise the generous portions and value for money, and several say they would order again; feedback is mixed because some orders are described as oily, salty or sour, not fresh, or missing items.

Customer Snippet

“Generous amount and value for money!”
Supporting Evidence Bullets (5)
Portion size and value are recurring positives, with reviewers mentioning generous portions, generous amounts, huge portions, value for money, good portions of meat and rice, and generous ingredients. conf:0.91
“generous portions” “Generous amount” “huge portion” “value for money” “good portions of meat and rice” “very generous with the ingredients”
Repeat-order intent appears in multiple positive reviews. conf:0.91
“Will order again!” “repeatedly order” “我经常买”
Taste feedback is mixed: some reviewers call the food delicious or like specific dishes such as cold tofu w century egg and 韭菜炒鸡蛋, while others describe saltiness, oiliness, or sourness. conf:0.87
“Really delicious!” “the cold tofu w century egg is so good!” “like the 韭菜炒鸡蛋 very much” “very salty” “mostly filled with oil” “too oily compared to AMK’s outlet” “came super sour”
Some negative reviews point to freshness or ingredient-quality concerns, especially around meat or seafood items. conf:0.92
“Crabstick & pork meat tasted awful” “had a weird smell” “chicken taste like already put few days not fresh” “pork slices are mostly all fats”
Order accuracy is a recurring negative driver in the evidence, including missed items. conf:0.94
“我点了金针菇都没给我” “they missed out my noodles”

Guardrail Flags

✓ sparse evidence ⚑ conflicting opinions ✓ logistics contamination ✓ low specificity ✓ snippet suppressed
Diagnostic: Summary softened because strong portion/value positives coexist with concrete negative taste, freshness, and order-accuracy signals; logistics contamination is low and not emphasized.
Algorithmic — snippet scoring

Snippet Candidates (53)

✓ Selected#1   Score: 0.969positiveAspect: portion size · value led
“Delicious food with good portions of meat and rice. Pls keep up the good food! Thanks Seller!”
✓ Selected#2   Score: 0.969positiveAspect: portion size · value led
“Delicious food with good portions of meat and rice.”
✓ Selected#3   Score: 0.969positiveAspect: portion size · value led
“good portions of meat and rice”
✓ Selected#4   Score: 0.963positiveAspect: portion size · value led
“It's cheap and very generous with the ingredients. Only issue it was very salty even I requested for less salt.”
✓ Selected#5   Score: 0.963positiveAspect: portion size · value led
“It's cheap and very generous with the ingredients.”
✓ Selected#6   Score: 0.963positiveAspect: portion size · value led
“very generous with the ingredients”
✓ Selected#7   Score: 0.954negativeAspect: food taste flavor · dish led
“ordered malatang but was mostly filled with oil. too oily compared to AMK’s outlet…”
✓ Selected#8   Score: 0.954negativeAspect: food taste flavor · dish led
“Crabstick & pork meat tasted awful n had a weird smell and sourish after taste.”
✓ Selected#9   Score: 0.954negativeAspect: food taste flavor · dish led
“Crabstick & pork meat tasted awful”
✓ Selected#10   Score: 0.954positiveAspect: food taste flavor · dish led
“always nice. the cold tofu w century egg is so good!”
✓ Selected#11   Score: 0.954positiveAspect: food taste flavor · dish led
“the cold tofu w century egg is so good!”
✓ Selected#12   Score: 0.953negativeAspect: food taste flavor · dish led
“土豆丝太难吃了 细长丝像勾芡了 还很酸 真的很难吃 只吃了两口 就只能浪费丢掉了”
✓ Selected#13   Score: 0.953positiveAspect: portion size · value led
“Food was delicious and generous portions!”
✓ Selected#14   Score: 0.953positiveAspect: portion size · value led
“Food was good! The containers are always filled to the brim though the mapo tofu sauce leaked into the plastic bag…”
✓ Selected#15   Score: 0.953positiveAspect: portion size · value led
“The containers are always filled to the brim though the mapo tofu sauce leaked into the plastic bag.”
✓ Selected#16   Score: 0.953positiveAspect: portion size · value led
“containers are always filled to the brim”
✓ Selected#17   Score: 0.952negativeAspect: food taste flavor · dish led
“Only some spicy dishes are marked as spicy. The potato beef is very spicy, but nowhere in the menu mentions it.”
✓ Selected#18   Score: 0.952negativeAspect: food taste flavor · dish led
“The potato beef is very spicy, but nowhere in the menu mentions it.”
✓ Selected#19   Score: 0.952negativeAspect: food taste flavor · dish led
“The potato beef is very spicy”
✓ Selected#20   Score: 0.950positiveAspect: food taste flavor · dish led
“like the 韭菜炒鸡蛋 very much。 can't find this dish in local Chinese rice stall”
✓ Selected#21   Score: 0.950positiveAspect: food taste flavor · dish led
“like the 韭菜炒鸡蛋 very much。”
✓ Selected#22   Score: 0.949negativeAspect: food taste flavor · dish led
“Chilli oil chk had a weird aftertaste. Seems not fresh.”
✓ Selected#23   Score: 0.949negativeAspect: food taste flavor · dish led
“Chilli oil chk had a weird aftertaste.”
✗ Not selected#24   Score: 0.946positiveAspect: food taste flavor · dish led
“like the 韭菜炒鸡蛋 very much”
✓ Selected#25   Score: 0.945negativeAspect: food taste flavor · caution led
“Only issue it was very salty even I requested for less salt.”
✗ Not selected#26   Score: 0.928negativeAspect: food taste flavor · dish led
“sourish after taste”
✗ Not selected#27   Score: 0.921positiveAspect: portion size · value led
“generous portions”
✗ Not selected#28   Score: 0.911negativeAspect: food taste flavor · dish led
“came super sour”
✗ Not selected#29   Score: 0.908positiveAspect: portion size · value led
“Generous amount”
✗ Not selected#30   Score: 0.890negativeAspect: food taste flavor · caution led
“very salty”
✗ Not selected#31   Score: 0.885positiveAspect: portion size · value led
“huge portion”
✓ Selected#32   Score: 0.872positiveAspect: value for money · value led
“Generous amount and value for money! Really delicious! repeatedly order 🙂”
✓ Selected#33   Score: 0.872positiveAspect: value for money · value led
“Generous amount and value for money!”
✓ Selected#34   Score: 0.858negativeAspect: order accuracy · dish led
“我点了金针菇都没给我…已经是第二次这样了.有点失望…”
✓ Selected#35   Score: 0.858positiveAspect: value for money · value led
“Great taste , huge portion , value for money”
✓ Selected#36   Score: 0.858negativeAspect: packaging · dish led
“food is good but the soup leaked out of the container and out of the plastic bag this time.”
✓ Selected#37   Score: 0.858negativeAspect: packaging · dish led
“soup leaked out of the container and out of the plastic bag this time”
✓ Selected#38   Score: 0.856negativeAspect: order accuracy · dish led
“they missed out my noodles”
✓ Selected#39   Score: 0.850negativeAspect: consistency · dish led
“too oily compared to AMK’s outlet.”
✓ Selected#40   Score: 0.840negativeAspect: freshness · dish led
“Fish meat very little, very oily, blind box get chicken but the chicken taste like already put few days not fresh and got bad…”
✓ Selected#41   Score: 0.840negativeAspect: freshness · dish led
“chicken taste like already put few days not fresh”
✓ Selected#42   Score: 0.839positiveAspect: repeat purchase intent · aspect led
“我觉得这是Foodpanda 比较有厨艺的厨房。有些餐点贵了一点但有不同价位的餐点。我经常买。偶尔不好但大致上ok.尤其是如动手术后或累时可以点。还算能付得起. Thank you.”
✗ Not selected#43   Score: 0.832positiveAspect: value for money · value led
“value for money”
✗ Not selected#44   Score: 0.808positiveAspect: repeat purchase intent · aspect led
“Will order again!”
✓ Selected#45   Score: 0.806negativeAspect: ingredient quality · dish led
“Today’s order is not so spicy but the pork slices are mostly all fats, too oily.”
✓ Selected#46   Score: 0.804negativeAspect: ingredient quality · dish led
“pork slices are mostly all fats”
✗ Not selected#47   Score: 0.803negativeAspect: order accuracy · dish led
“我点了金针菇都没给我”
✗ Not selected#48   Score: 0.802negativeAspect: freshness · dish led
“had a weird smell”
✗ Not selected#49   Score: 0.799positiveAspect: repeat purchase intent · aspect led
“repeatedly order 🙂”
✗ Not selected#50   Score: 0.791positiveAspect: repeat purchase intent · aspect led
“repeatedly order”
✗ Not selected#51   Score: 0.777negativeAspect: freshness · dish led
“Seems not fresh”
✗ Not selected#52   Score: 0.757negativeAspect: ingredient quality · dish led
“got bad smell”
✗ Not selected#53   Score: 0.750negativeAspect: texture · dish led
“very oily”

Raw Signals

36
Reviews
3.9
Avg Rating
100
Aspect Events
0.12
Conflict
0.86
Confidence

Rating Distribution

5★
21 (58%)
4★
3 (8%)
3★
4 (11%)
2★
3 (8%)
1★
5 (14%)

Top Aspects (Positive vs Negative)

Aspect+−Net
portion size111+10
food taste flavor1813+5
value for money6—+6
repeat purchase intent5—+5
packaging32+1
order accuracy—5-5
complaint severity—5-5
freshness13-2

🍜 Most Mentioned Dishes

土豆丝 ×4 Crabstick & pork meat ×3 blind box ×3 chicken ×2 shredded potato ×2 potato beef ×2 malatang ×2 Fish ×2

Full Aspect Breakdown

AI Generated — GPT-5.5 (extraction)
AspectPositiveNegativeMixed/NeutralNet
food taste flavor1813—+5
portion size111—+10
value for money6——+6
complaint severity—5—-5
consistency23—-1
order accuracy—5—-5
packaging32—+1
repeat purchase intent5——+5
freshness13—-2
dish specific mention3——+3
texture—3—-3
customization accuracy—2—-2
ingredient quality—2—-2
price perception11—0
recommendation intent2——+2
special requests handling11—0
daypart or occasion fit1——+1
delivery logistics1——+1
family or group suitability—1—-1
preparation speed—1—-1
temperature1——+1
trustworthiness signal1——+1

All Reviews (36) — purple border = used in AI summary

★★★☆☆ (3/5)  7ff2db74-b339-4621-9c3f-dfecaddb9cb3
土豆丝太难吃了 细长丝像勾芡了 还很酸 真的很难吃 只吃了两口 就只能浪费丢掉了
✦ AI Extracted Aspects
food taste flavor negative “土豆丝太难吃了” → 土豆丝 conf:0.96
complaint severity negative “只吃了两口 就只能浪费丢掉了” → 土豆丝 conf:0.93
food taste flavor negative “还很酸” → 土豆丝 conf:0.90
texture negative “细长丝像勾芡了” → 土豆丝 conf:0.84
★★★★☆ (4/5)  37033b3a-91fb-4a72-9aec-7513e332383a
Value for money
✦ AI Extracted Aspects
value for money positive “Value for money” conf:0.78
★★★★★ (5/5)  8517a5c2-16c3-495f-af6a-b84c6d620a11
Very nice… love it thanks
✦ AI Extracted Aspects
trustworthiness signal positive “Very nice… love it thanks” conf:0.60 [analytics_only]
★★★★★ (5/5)  8828789d-aed8-4919-a21c-4796b1b6a8e3
very generous
✦ AI Extracted Aspects
portion size positive “very generous” conf:0.72
★★★★★ (5/5) ✦ used in summary  b438aa43-9e9c-478f-9340-ccf7c439a720
It's cheap and very generous with the ingredients. Only issue it was very salty even I requested for less salt.
✦ AI Extracted Aspects
food taste flavor negative “very salty” conf:0.92
value for money positive “cheap” conf:0.90
portion size positive “very generous with the ingredients” conf:0.90
customization accuracy negative “even I requested for less salt” conf:0.86
★★★★★ (5/5) ✦ used in summary  327c9284-d047-4ba1-94fd-8578442a817e
Food was delicious and generous portions!
✦ AI Extracted Aspects
portion size positive “generous portions” conf:0.93
food taste flavor positive “delicious” conf:0.92
★☆☆☆☆ (1/5)  35d10c7f-02f8-4568-b0d7-6b413da6d91b
they missed out my noodles
✦ AI Extracted Aspects
order accuracy negative “they missed out my noodles” → noodles conf:0.92
★★★★★ (5/5)  b7c4e7b9-dd0b-48c1-af98-cb6dcff0afc4
always nice. the cold tofu w century egg is so good!
✦ AI Extracted Aspects
food taste flavor positive “the cold tofu w century egg is so good!” → cold tofu w century egg conf:0.94
consistency positive “always nice” conf:0.74
★★★☆☆ (3/5)  1f774a3b-9e04-4584-8be0-7e603b640635
Chilli oil chk had a weird aftertaste. Seems not fresh.
✦ AI Extracted Aspects
food taste flavor negative “Chilli oil chk had a weird aftertaste” → Chilli oil chk conf:0.88
freshness negative “Seems not fresh” → Chilli oil chk conf:0.76
★★★★★ (5/5)  2787a11a-86c6-4045-84f2-437e4a2bee2c
good taste, big portions.
✦ AI Extracted Aspects
portion size positive “big portions” conf:0.86
food taste flavor positive “good taste” conf:0.84
★☆☆☆☆ (1/5) ✦ used in summary  44368adb-1d09-4389-8f6a-f3115898a183
Fish meat very little, very oily, blind box get chicken but the chicken taste like already put few days not fresh and got bad smell, bad review !
✦ AI Extracted Aspects
freshness negative “chicken taste like already put few days not fresh” → chicken conf:0.93
ingredient quality negative “got bad smell” → chicken conf:0.91
portion size negative “Fish meat very little” → Fish conf:0.88
complaint severity negative “bad review” conf:0.86
texture negative “very oily” → Fish conf:0.82
★★☆☆☆ (2/5)  5579671b-932d-4505-90fd-6b56cb1acdfe
我点了金针菇都没给我…已经是第二次这样了.有点失望…
✦ AI Extracted Aspects
order accuracy negative “我点了金针菇都没给我” → 金针菇 conf:0.95
order accuracy negative “已经是第二次这样了” conf:0.88
complaint severity negative “有点失望” conf:0.82
★★★★★ (5/5)  ef383641-a43f-4662-9124-87591734d7c4
like the 韭菜炒鸡蛋 very much。 can't find this dish in local Chinese rice stall
✦ AI Extracted Aspects
food taste flavor positive “like the 韭菜炒鸡蛋 very much” → 韭菜炒鸡蛋 conf:0.92
dish specific mention positive “can't find this dish in local Chinese rice stall” → 韭菜炒鸡蛋 conf:0.75
★★★★★ (5/5)  985aaae9-992b-4e0f-8a4a-04f7427f2733
good taste for mala xiang guo
✦ AI Extracted Aspects
food taste flavor positive “good taste for mala xiang guo” → mala xiang guo conf:0.84
★★★★★ (5/5)  a71565c3-e1ef-4887-b115-6b683d4c9c7a
Generous amount and value for money! Really delicious! repeatedly order 🙂
✦ AI Extracted Aspects
value for money positive “value for money” conf:0.90
food taste flavor positive “Really delicious!” conf:0.90
portion size positive “Generous amount” conf:0.88
repeat purchase intent positive “repeatedly order” conf:0.82
★★★★★ (5/5)  318afd1a-184c-4b14-aceb-17caaa54a962
mostly ordered from this stall, simply one of the best in yishun
✦ AI Extracted Aspects
recommendation intent positive “one of the best in yishun” conf:0.84
repeat purchase intent positive “mostly ordered from this stall” conf:0.76
★★★★★ (5/5)  fdeb406c-c069-421f-ab4b-b00872153c42
Great taste , huge portion , value for money
✦ AI Extracted Aspects
value for money positive “value for money” conf:0.92
portion size positive “huge portion” conf:0.91
food taste flavor positive “Great taste” conf:0.90
★★☆☆☆ (2/5) ✦ used in summary  0971ac43-ff8c-43d9-81f8-0db2eb976c23
ordered malatang but was mostly filled with oil. too oily compared to AMK’s outlet. Crabstick & pork meat tasted awful n had a weird smell and sourish after taste.
✦ AI Extracted Aspects
food taste flavor negative “Crabstick & pork meat tasted awful” → Crabstick & pork meat conf:0.94
food taste flavor negative “sourish after taste” → Crabstick & pork meat conf:0.91
food taste flavor negative “mostly filled with oil” → malatang conf:0.90
freshness negative “had a weird smell” → Crabstick & pork meat conf:0.86
consistency negative “too oily compared to AMK’s outlet” → malatang conf:0.84
★★★★★ (5/5)  13697ef4-fe40-440d-98c3-877a53c2ebce
Satisfied with the yummy food quality and portion. Thanks Chef!
✦ AI Extracted Aspects
food taste flavor positive “yummy food quality” conf:0.86
portion size positive “portion” conf:0.82
★☆☆☆☆ (1/5)  fc2c5262-5c88-4b4b-8b88-dd8eea4e7e87
the store is too slow
✦ AI Extracted Aspects
preparation speed negative “too slow” conf:0.82
★☆☆☆☆ (1/5)  4dd5482f-d8d0-4425-8f30-704bd8a7b590
回锅肉盖饭越来越失水准。。。
✦ AI Extracted Aspects
consistency negative “回锅肉盖饭越来越失水准。。。” → 回锅肉盖饭 conf:0.84
★★☆☆☆ (2/5)  b5778312-42fd-4cec-9e21-f23e37cedc41
Only some spicy dishes are marked as spicy. The potato beef is very spicy, but nowhere in the menu mentions it.
✦ AI Extracted Aspects
food taste flavor negative “The potato beef is very spicy” → potato beef conf:0.91
order accuracy negative “nowhere in the menu mentions it” → potato beef conf:0.87
order accuracy negative “Only some spicy dishes are marked as spicy.” conf:0.82
★★★★★ (5/5)  db2fa8d2-22d8-4f19-9542-11a5cced01cf
Delicious food with good portions of meat and rice. Pls keep up the good food! Thanks Seller!
✦ AI Extracted Aspects
food taste flavor positive “Delicious food” conf:0.92
portion size positive “good portions of meat and rice” → meat and rice conf:0.90
recommendation intent positive “Pls keep up the good food!” conf:0.74
★☆☆☆☆ (1/5) ✦ used in summary  32530897-4e94-4079-a334-ac5211c4320d
Good food but refuse to look at special instructions, I wanted shredded potato without vinger cause I'm allergic to it and yet came super sour, luckily i smelled before eating or I'll be gone😂
✦ AI Extracted Aspects
food taste flavor negative “came super sour” → shredded potato conf:0.90
customization accuracy negative “I wanted shredded potato without vinger cause I'm allergic to it and yet came super sour” → shredded potato conf:0.88 [analytics_only]
special requests handling negative “refuse to look at special instructions” conf:0.82
complaint severity negative “luckily i smelled before eating or I'll be gone😂” conf:0.79 [analytics_only]
food taste flavor positive “Good food” conf:0.76
★★★★★ (5/5)  2764d248-2db2-4a00-9ddc-898544e84ece
Nice and delicious! Thank you for noticing the remarks and followed to not put what was mentioned! Warming meal, emm but the blind box really was fun except we dont eat that 🤣
✦ AI Extracted Aspects
special requests handling positive “Thank you for noticing the remarks and followed to not put what was mentioned!” conf:0.91
food taste flavor positive “Nice and delicious!” conf:0.88
dish specific mention positive “blind box really was fun” → blind box conf:0.82
family or group suitability negative “except we dont eat that 🤣” → blind box conf:0.74
temperature positive “Warming meal” conf:0.66
★★★★★ (5/5) ✦ used in summary  c95b3b8f-0c65-44fc-b737-7d61ca8c8247
Food was good! The containers are always filled to the brim though the mapo tofu sauce leaked into the plastic bag. Will order again!
✦ AI Extracted Aspects
repeat purchase intent positive “Will order again!” conf:0.95
portion size positive “containers are always filled to the brim” conf:0.90
packaging negative “mapo tofu sauce leaked into the plastic bag” → mapo tofu conf:0.90
food taste flavor positive “Food was good!” conf:0.82
★★★★★ (5/5) ✦ used in summary  30287d7c-4fd2-4aa9-b4f3-7a6defbe1832
Generous amount and value for money! Really delicious! repeatedly order 🙂
✦ AI Extracted Aspects
food taste flavor positive “Really delicious!” conf:0.94
value for money positive “value for money” conf:0.92
portion size positive “Generous amount” conf:0.90
repeat purchase intent positive “repeatedly order” conf:0.88
★★★★★ (5/5)  21e4b041-82ac-4ace-a16a-98bf29b45896
Nice grilled fish and dishes, but watch out for salt and oil
✦ AI Extracted Aspects
food taste flavor positive “Nice grilled fish and dishes” → grilled fish and dishes conf:0.82
food taste flavor negative “watch out for salt” conf:0.77
texture negative “watch out for salt and oil” conf:0.75
★★★★☆ (4/5)  db68274f-1f0f-4720-b905-b5023b69362e
well packed, fast delivery.
✦ AI Extracted Aspects
delivery logistics positive “fast delivery” conf:0.88
packaging positive “well packed” conf:0.86
★★★☆☆ (3/5)  76ec307b-20a7-4367-89e3-b3bfe56541ab
Today’s order is not so spicy but the pork slices are mostly all fats, too oily.
✦ AI Extracted Aspects
ingredient quality negative “pork slices are mostly all fats” → pork slices conf:0.92
food taste flavor negative “too oily” conf:0.90
food taste flavor negative “not so spicy” conf:0.78
★★★★★ (5/5)  bef9c2a5-48be-4add-be0d-63675ed64b19
Really tasty!
✦ AI Extracted Aspects
food taste flavor positive “Really tasty!” conf:0.78
★★★☆☆ (3/5)  1ec14447-8716-4b3c-91bc-9b1f6ca2872a
today mixed green tender totally no taste ,worse experience
✦ AI Extracted Aspects
food taste flavor negative “totally no taste” conf:0.86
complaint severity negative “worse experience” conf:0.80
★★★★★ (5/5)  d07a92e3-03cd-47ae-989a-f85c942d7a1d
我觉得这是Foodpanda 比较有厨艺的厨房。有些餐点贵了一点但有不同价位的餐点。我经常买。偶尔不好但大致上ok.尤其是如动手术后或累时可以点。还算能付得起. Thank you.
✦ AI Extracted Aspects
repeat purchase intent positive “我经常买” conf:0.91
price perception negative “有些餐点贵了一点” → 有些餐点 conf:0.86
value for money positive “还算能付得起” conf:0.86
price perception positive “有不同价位的餐点” conf:0.84
food taste flavor positive “比较有厨艺的厨房” conf:0.82
daypart or occasion fit positive “如动手术后或累时可以点” → 动手术后或累时 conf:0.78 [analytics_only]
consistency negative “偶尔不好” conf:0.72
consistency positive “大致上ok” conf:0.70
★★★★★ (5/5)  bdc1205d-5e32-48f5-aabc-f2fec319b31e
Big portion pot and items are fresh!
✦ AI Extracted Aspects
freshness positive “items are fresh” conf:0.92
portion size positive “Big portion” conf:0.78
★★★★★ (5/5)  d4f878e2-b1ed-4a26-9bce-6eb7bef798b5
Always surprisedby the blind box! food are nice and well packed!
✦ AI Extracted Aspects
packaging positive “well packed” conf:0.90
food taste flavor positive “food are nice” conf:0.84
dish specific mention positive “Always surprisedby the blind box!” → blind box conf:0.72
★★★★☆ (4/5)  07e972bb-bde4-43f9-bf59-428cf14a6a35
food is good but the soup leaked out of the container and out of the plastic bag this time. no problem with packaging in previous orders from this shop.
✦ AI Extracted Aspects
packaging negative “soup leaked out of the container and out of the plastic bag this time” → soup conf:0.94
packaging positive “no problem with packaging in previous orders from this shop” conf:0.88
food taste flavor positive “food is good” conf:0.72

Vendor: ylue (FP_SG)

2026-05-07  ·  Cell: food_quality_showcase  ·  Type: demo  ·  Model: ugc_vendor_summary_v1
✦ AI OutputRaw SignalsAspect BreakdownAll Reviews (37)

AI-Generated Output

AI Generated — GPT-5.5 (summary)
Decision: SURFACEconflict=0.10   logistics=1%   confidence=0.87

Vendor Summary

Customers often praise the flavorful food, with repeat-order love and mentions of hummus, lamb shank and kebab; feedback is mixed around chicken being dry/bland, hummus packaging spills, and some smaller portions.

Customer Snippet

“Lamb shank melts in your mouth.”
Supporting Evidence Bullets (3)
Positive taste is the dominant signal, including repeat-order intent and direct praise for hummus, lamb shank, kebab, and overall food. conf:0.93
“Their hummus is a must try!” “Ordered countless time already and still my fav!” “Lamb shank melts in your mouth” “kebab is delicious” “def ordering at least once a week” “Food is always delicious”
Dish-level guidance is strongest for lamb shank, kebab, hummus, salad, and beef, with reviewers describing tender textures, freshness, and good seasoning. conf:0.92
“Lamb shank melts in your mouth” “kebab is delicious” “Their hummus is a must try!” “fresh” “the beef is very tender.” “Beef is good, well seasoned”
Negative feedback is concrete rather than generic: dry/bland chicken, spilled hummus packaging, missed kunafa, and smaller portions for items such as rice, maqluba rice, or burrito. conf:0.91
“Chicken is too dry & bland” “one of the hummus we ordered ended up spilling out into the plastic bag because it wasn't closed properly” “I order to item but only receive one item. I didn’t receive my kunafa” “Rice portion was little” “the portion for maqluba rice was little” “portions were disappointingly small, especially the burrito”

Guardrail Flags

✓ sparse evidence ⚑ conflicting opinions ✓ logistics contamination ✓ low specificity ✓ snippet suppressed
Diagnostic: Eligible sample is reasonably sized with strong positive taste consensus and low logistics contamination; summary surfaces food guidance while noting concrete negative drivers without over-weighting delivery or operational issues.
Algorithmic — snippet scoring

Snippet Candidates (58)

✓ Selected#1   Score: 0.953negativeAspect: food taste flavor · dish led
“quesadilla was nice, however lamb shank lacked flavor. burrito was mid with limited ingredients. not worth the high price”
✓ Selected#2   Score: 0.953negativeAspect: food taste flavor · dish led
“quesadilla was nice, however lamb shank lacked flavor.”
✓ Selected#3   Score: 0.951positiveAspect: food taste flavor · dish led
“Beef is good, well seasoned.”
✓ Selected#4   Score: 0.950positiveAspect: food taste flavor · dish led
“Lamb shank non spicy suitable for kids.”
✓ Selected#5   Score: 0.950positiveAspect: food taste flavor · dish led
“the mandy is not as nice as what other reviewers describe. maybe it’s just my order. the quesadilla is very good though…”
✓ Selected#6   Score: 0.950positiveAspect: food taste flavor · dish led
“the quesadilla is very good though, just that too much oil was dripping.”
✓ Selected#7   Score: 0.950positiveAspect: food taste flavor · dish led
“the quesadilla is very good”
✗ Not selected#8   Score: 0.949negativeAspect: food taste flavor · dish led
“lamb shank lacked flavor”
✓ Selected#9   Score: 0.948positiveAspect: food taste flavor · dish led
“1st time ordered. Very tasty - the burrito chicken , quesadillas beef and kunafe…”
✓ Selected#10   Score: 0.948positiveAspect: food taste flavor · dish led
“Very tasty - the burrito chicken , quesadillas beef and kunafe.”
✓ Selected#11   Score: 0.947positiveAspect: food taste flavor · dish led
“Rice was really smooth and fragrant.”
✓ Selected#12   Score: 0.945positiveAspect: food taste flavor · dish led
“Chicken kebab was on point.”
✓ Selected#13   Score: 0.928positiveAspect: food taste flavor · aspect led
“i thoroughly enjoyed this meal.”
✓ Selected#14   Score: 0.925positiveAspect: food taste flavor · dish led
“All the food is good. Especially the sauce which help my appetite on a hot day.”
✓ Selected#15   Score: 0.925positiveAspect: food taste flavor · dish led
“Especially the sauce which help my appetite on a hot day.”
✓ Selected#16   Score: 0.925positiveAspect: food taste flavor · dish led
“Especially the sauce which help my appetite”
✗ Not selected#17   Score: 0.921positiveAspect: food taste flavor · dish led
“kebab is delicious”
✓ Selected#18   Score: 0.920positiveAspect: portion size · value led
“Very generous with the hummus dip and the kebab is delicious as well 😋”
✓ Selected#19   Score: 0.920positiveAspect: portion size · value led
“Very generous with the hummus dip”
✗ Not selected#20   Score: 0.919positiveAspect: food taste flavor · dish led
“quesadilla was nice”
✓ Selected#21   Score: 0.912positiveAspect: portion size · value led
“the portion is large. the beef is very tender.”
✓ Selected#22   Score: 0.901negativeAspect: portion size · dish led
“Rice portion was little, although ask to give a little more. Should put option for paying extra rice! Quite disappointed”
✓ Selected#23   Score: 0.901negativeAspect: portion size · dish led
“Rice portion was little, although ask to give a little more.”
✓ Selected#24   Score: 0.901negativeAspect: portion size · dish led
“portions were disappointingly small, especially the burrito for the price”
✓ Selected#25   Score: 0.901negativeAspect: portion size · dish led
“Food taste good but the portion for maqluba rice was little.”
✓ Selected#26   Score: 0.901negativeAspect: portion size · dish led
“portions were disappointingly small, especially the burrito”
✓ Selected#27   Score: 0.901negativeAspect: portion size · dish led
“the portion for maqluba rice was little”
✗ Not selected#28   Score: 0.896positiveAspect: portion size · value led
“the portion is large.”
✗ Not selected#29   Score: 0.895positiveAspect: food taste flavor · dish led
“non spicy”
✗ Not selected#30   Score: 0.893negativeAspect: portion size · dish led
“Rice portion was little”
✗ Not selected#31   Score: 0.893positiveAspect: food taste flavor · dish led
“Love the salad”
✓ Selected#32   Score: 0.893negativeAspect: portion size · dish led
“Kebeb chicken salad (chicken less quantity ) salad less cucumber and tomato, only lettuce 75% in the package.”
✓ Selected#33   Score: 0.893negativeAspect: portion size · dish led
“Kebeb chicken salad (chicken less quantity )”
✗ Not selected#34   Score: 0.892positiveAspect: food taste flavor · dish led
“fragrant”
✓ Selected#35   Score: 0.889negativeAspect: portion size · dish led
“salad less cucumber and tomato”
✗ Not selected#36   Score: 0.881positiveAspect: food taste flavor · dish led
“humus is 5 ⭐️”
✓ Selected#37   Score: 0.871positiveAspect: texture · dish led
“Rice was really smooth and fragrant. Lamb shank melts in your mouth. Chicken kebab was on point. Excellent!”
✓ Selected#38   Score: 0.871positiveAspect: texture · dish led
“Lamb shank melts in your mouth.”
✓ Selected#39   Score: 0.871negativeAspect: texture · dish led
“Beef is good, well seasoned. Chicken is too dry & bland. Nice fries. Love the salad.”
✓ Selected#40   Score: 0.871negativeAspect: texture · dish led
“Chicken is too dry & bland.”
✓ Selected#41   Score: 0.867negativeAspect: texture · dish led
“too much oil was dripping”
✗ Not selected#42   Score: 0.867positiveAspect: texture · dish led
“the beef is very tender.”
✓ Selected#43   Score: 0.857positiveAspect: texture · dish led
“All are so yummy beef & chicken are tender humus is 5 ⭐️”
✓ Selected#44   Score: 0.857positiveAspect: texture · dish led
“beef & chicken are tender”
✓ Selected#45   Score: 0.849negativeAspect: packaging · dish led
“Taste is consistently good however, one of the hummus we ordered ended up spilling out into the plastic bag because it wasn't…”
✓ Selected#46   Score: 0.849negativeAspect: packaging · dish led
“one of the hummus we ordered ended up spilling out into the plastic bag because it wasn't closed properly”
✓ Selected#47   Score: 0.842positiveAspect: repeat purchase intent · aspect led
“proper food. not those frozen mamak anyhow one. i thoroughly enjoyed this meal. def ordering at least once a week”
✓ Selected#48   Score: 0.842positiveAspect: repeat purchase intent · aspect led
“def ordering at least once a week”
✓ Selected#49   Score: 0.840positiveAspect: value for money · value led
“Price for the kebab is worth it. Salad is simple, fresh and yummy”
✓ Selected#50   Score: 0.836positiveAspect: value for money · value led
“Price for the kebab is worth it.”
✓ Selected#51   Score: 0.830positiveAspect: repeat purchase intent · aspect led
“Ordered countless time already and still my fav!”
✓ Selected#52   Score: 0.816positiveAspect: repeat purchase intent · aspect led
“good kebabs and hummus. Repeat buyer”
✓ Selected#53   Score: 0.807negativeAspect: order accuracy · dish led
“I order to item but only receive one item. I didn’t receive my kunafa”
✓ Selected#54   Score: 0.805negativeAspect: value for money · dish led
“especially the burrito for the price”
✓ Selected#55   Score: 0.805positiveAspect: dish specific mention · signature item led
“Their hummus is a must try! Ordered countless time already and still my fav!”
✓ Selected#56   Score: 0.805positiveAspect: dish specific mention · signature item led
“Their hummus is a must try!”
✓ Selected#57   Score: 0.790positiveAspect: freshness · dish led
“Salad is simple, fresh and yummy”
✗ Not selected#58   Score: 0.764positiveAspect: repeat purchase intent · aspect led
“Repeat buyer”

Raw Signals

37
Reviews
4.2
Avg Rating
85
Aspect Events
0.10
Conflict
0.87
Confidence

Rating Distribution

5★
25 (68%)
4★
3 (8%)
3★
3 (8%)
2★
3 (8%)
1★
3 (8%)

Top Aspects (Positive vs Negative)

Aspect+−Net
food taste flavor346+28
texture42+2
repeat purchase intent4—+4
portion size26-4
dish specific mention2—+2
packaging—3-3
order accuracy—2-2

🍜 Most Mentioned Dishes

burrito ×4 Lamb shank ×3 quesadilla ×3 Rice ×3 Kebeb chicken salad ×3 hummus ×2 Chicken ×2 kebab ×2

Full Aspect Breakdown

AI Generated — GPT-5.5 (extraction)
AspectPositiveNegativeMixed/NeutralNet
food taste flavor346—+28
portion size26—-4
texture42—+2
consistency31—+2
repeat purchase intent4——+4
packaging—32-3
value for money12—-1
dish specific mention2——+2
ingredient quality11—0
order accuracy—2—-2
complaint severity—1—-1
customization accuracy—11-1
daypart or occasion fit1——+1
family or group suitability1——+1
freshness1——+1
presentation—1—-1
special requests handling—1—-1
variety—1—-1

All Reviews (37) — purple border = used in AI summary

★★★★★ (5/5)  8b37331f-aa1b-4463-af57-556b8339c636
Delicious!!🤤
✦ AI Extracted Aspects
food taste flavor positive “Delicious!!🤤” conf:0.78
★★★★☆ (4/5) ✦ used in summary  a8c2c70a-06df-4824-9517-7866ef40c8eb
Beef is good, well seasoned. Chicken is too dry & bland. Nice fries. Love the salad.
✦ AI Extracted Aspects
texture negative “Chicken is too dry & bland” → Chicken conf:0.93
food taste flavor negative “Chicken is too dry & bland” → Chicken conf:0.93
food taste flavor positive “Beef is good, well seasoned” → Beef conf:0.92
food taste flavor positive “Love the salad” → salad conf:0.90
food taste flavor positive “Nice fries” → fries conf:0.86
★★★★★ (5/5)  d52ee37d-4c05-4461-a707-0b387328dcd4
Price for the kebab is worth it. Salad is simple, fresh and yummy
✦ AI Extracted Aspects
freshness positive “fresh” → Salad conf:0.93
value for money positive “Price for the kebab is worth it” → kebab conf:0.92
food taste flavor positive “yummy” → Salad conf:0.91
★★★★★ (5/5)  b3137a0e-44ec-4c2b-858f-d40e2f87ea5d
proper food. not those frozen mamak anyhow one. i thoroughly enjoyed this meal. def ordering at least once a week
✦ AI Extracted Aspects
repeat purchase intent positive “def ordering at least once a week” conf:0.93
food taste flavor positive “i thoroughly enjoyed this meal” → meal conf:0.90
ingredient quality positive “proper food. not those frozen mamak anyhow one” conf:0.78
★★★★★ (5/5)  7703bfea-3a7d-4524-ab98-3021834ccb2f
Lamb shank non spicy suitable for kids.
✦ AI Extracted Aspects
family or group suitability positive “suitable for kids” → Lamb shank conf:0.90
food taste flavor positive “non spicy” → Lamb shank conf:0.88
★★★★★ (5/5)  12dccf0e-16b0-491b-9563-381f9f0db37b
Food taste good but the portion for maqluba rice was little.
✦ AI Extracted Aspects
portion size negative “the portion for maqluba rice was little” → maqluba rice conf:0.90
food taste flavor positive “Food taste good” conf:0.85
★★★☆☆ (3/5)  3ca533db-a631-4e06-bb7c-5b911af10770
Hummus and chicken were decent. Kunafe was meh
✦ AI Extracted Aspects
food taste flavor positive “Hummus and chicken were decent” → Hummus conf:0.84
food taste flavor positive “Hummus and chicken were decent” → chicken conf:0.84
food taste flavor negative “Kunafe was meh” → Kunafe conf:0.82
★★★★★ (5/5)  4e4efbf9-a1ac-4bba-b0be-73f34f3ae875
Yummy as always👍👍👍😊
✦ AI Extracted Aspects
food taste flavor positive “Yummy” conf:0.82
consistency positive “as always” conf:0.72
★☆☆☆☆ (1/5)  d7f25c53-c1e7-4153-9885-74ed68c73452
Rice portion was little, although ask to give a little more. Should put option for paying extra rice! Quite disappointed
✦ AI Extracted Aspects
portion size negative “Rice portion was little” → Rice conf:0.90
complaint severity negative “Quite disappointed” conf:0.86
customization accuracy negative “Should put option for paying extra rice!” conf:0.82
special requests handling negative “although ask to give a little more” conf:0.76
★★★★★ (5/5)  146e11d1-851c-4405-b8f0-cc2d62da2d2b
Just tasty food as always 👍
✦ AI Extracted Aspects
food taste flavor positive “tasty food” conf:0.90
consistency positive “as always” conf:0.76
★☆☆☆☆ (1/5)  b37bba62-09f7-448f-82ce-c449889a14cc
the mandy is not as nice as what other reviewers describe. maybe it’s just my order. the quesadilla is very good though, just that too much oil was dripping.
✦ AI Extracted Aspects
food taste flavor positive “the quesadilla is very good” → quesadilla conf:0.92
texture negative “too much oil was dripping” → quesadilla conf:0.90
food taste flavor negative “the mandy is not as nice as what other reviewers describe” → mandy conf:0.78
★★★☆☆ (3/5)  50293c91-6006-4b08-bcf2-84997ef9d2e0
Kebeb chicken salad (chicken less quantity ) salad less cucumber and tomato, only lettuce 75% in the package.
✦ AI Extracted Aspects
portion size negative “Kebeb chicken salad (chicken less quantity )” → Kebeb chicken salad conf:0.88
portion size negative “salad less cucumber and tomato” → Kebeb chicken salad conf:0.86
ingredient quality negative “only lettuce 75% in the package” → Kebeb chicken salad conf:0.84
★★☆☆☆ (2/5) ✦ used in summary  42b2a14c-de4c-405d-b303-0e35824cb491
Taste is consistently good however, one of the hummus we ordered ended up spilling out into the plastic bag because it wasn't closed properly.
✦ AI Extracted Aspects
packaging negative “one of the hummus we ordered ended up spilling out into the plastic bag because it wasn't closed properly” → hummus conf:0.94
food taste flavor positive “Taste is consistently good” conf:0.90
★★★★★ (5/5)  cf53ecfa-9dcb-4e48-8a6a-deae277020a7
1st time ordered. Very tasty - the burrito chicken , quesadillas beef and kunafe. The order came with a milky sauce & a sweet syrup, are they for the kunafe?
✦ AI Extracted Aspects
food taste flavor positive “Very tasty - the burrito chicken , quesadillas beef and kunafe.” → burrito chicken conf:0.90
food taste flavor positive “Very tasty - the burrito chicken , quesadillas beef and kunafe.” → quesadillas beef conf:0.90
food taste flavor positive “Very tasty - the burrito chicken , quesadillas beef and kunafe.” → kunafe conf:0.90
packaging neutral “The order came with a milky sauce & a sweet syrup, are they for the kunafe?” conf:0.74
★★★★★ (5/5)  02754aa9-994c-4166-a294-3a8148bba1a2
delicious. keep up the good work!
✦ AI Extracted Aspects
food taste flavor positive “delicious” conf:0.86
★★★★★ (5/5)  f9fed7b7-e86e-4d37-8d80-7e1a72436f50
super food
✦ AI Extracted Aspects
food taste flavor positive “super food” conf:0.60 [analytics_only]
★★★★★ (5/5)  d8b21557-86b3-40e1-9bad-5c06666d635f
Superb lambshank.
✦ AI Extracted Aspects
food taste flavor positive “Superb lambshank” → lambshank conf:0.86
★★★★★ (5/5)  f6a8bdf9-8769-48d2-83be-117c3a537e5e
All are so yummy beef & chicken are tender humus is 5 ⭐️
✦ AI Extracted Aspects
texture positive “beef & chicken are tender” → beef & chicken conf:0.90
food taste flavor positive “humus is 5 ⭐️” → humus conf:0.86
food taste flavor positive “All are so yummy” conf:0.82
★★★★★ (5/5)  7737d008-7e20-448b-af05-67209f8dcc14
Great taste👍🏻👍🏻👍🏻
✦ AI Extracted Aspects
food taste flavor positive “Great taste” conf:0.84
★★★★☆ (4/5)  bf16baa1-cdd7-40fa-88c6-b80b4990cfeb
portions were disappointingly small, especially the burrito for the price
✦ AI Extracted Aspects
portion size negative “portions were disappointingly small, especially the burrito” → burrito conf:0.90
value for money negative “especially the burrito for the price” → burrito conf:0.86
★★★★★ (5/5)  330a9b88-e78d-4866-b683-34d00222c56d
All the food is good. Especially the sauce which help my appetite on a hot day.
✦ AI Extracted Aspects
food taste flavor positive “Especially the sauce which help my appetite” → sauce conf:0.87
food taste flavor positive “All the food is good.” conf:0.84
daypart or occasion fit positive “help my appetite on a hot day” → sauce conf:0.80
★★★★★ (5/5)  641c13ac-7207-416b-8c39-b2edcb3a1982
Go to for Mandi rice fix.
✦ AI Extracted Aspects
repeat purchase intent positive “Go to for Mandi rice fix.” conf:0.78
dish specific mention positive “Mandi rice” → Mandi rice conf:0.76
★★★★★ (5/5) ✦ used in summary  8f598629-e93e-4cd1-be82-96908e1f4be2
Very generous with the hummus dip and the kebab is delicious as well 😋
✦ AI Extracted Aspects
food taste flavor positive “kebab is delicious” → kebab conf:0.93
portion size positive “Very generous with the hummus dip” → hummus dip conf:0.91
★★★☆☆ (3/5)  5c2a875e-4da9-47db-973c-913cfa7dbd34
Taste so so
✦ AI Extracted Aspects
food taste flavor negative “Taste so so” conf:0.78
★★☆☆☆ (2/5)  b7887025-1ef8-44a5-b77a-1cbebc192ff2
quesadilla was nice, however lamb shank lacked flavor. burrito was mid with limited ingredients. not worth the high price
✦ AI Extracted Aspects
food taste flavor negative “lamb shank lacked flavor” → lamb shank conf:0.92
value for money negative “not worth the high price” conf:0.90
food taste flavor positive “quesadilla was nice” → quesadilla conf:0.88
variety negative “limited ingredients” → burrito conf:0.86
food taste flavor negative “burrito was mid” → burrito conf:0.84
★★☆☆☆ (2/5)  c0db1520-676b-467c-bbc9-43a272833f07
used to have alot of meat but now not so much:(
✦ AI Extracted Aspects
portion size negative “used to have alot of meat but now not so much:(” conf:0.88
consistency negative “used to have alot of meat but now not so much:(” conf:0.82
★★★★★ (5/5)  e315e617-ae84-4cf1-a10a-c4e08a1d5ae4
Food was GOOD & tasty 🤤👍🏼
✦ AI Extracted Aspects
food taste flavor positive “GOOD & tasty” conf:0.88
★★★★★ (5/5)  9daeb16f-e7b3-462b-8257-2dbf58dc146d
All items tasted good. Wanted to try pistachio kunafe but not available in panda menu. For the roll, quesadillas and burritos, is it possible to request for non spicy version? Thanks
✦ AI Extracted Aspects
food taste flavor positive “All items tasted good” conf:0.91
order accuracy negative “pistachio kunafe but not available in panda menu” → pistachio kunafe conf:0.82
customization accuracy neutral “For the roll, quesadillas and burritos, is it possible to request for non spicy version?” → roll, quesadillas and burritos conf:0.70
★★★★★ (5/5)  375a7ca4-2a1c-4740-b745-c3bd4848e280
the portion is large. the beef is very tender.
✦ AI Extracted Aspects
texture positive “the beef is very tender.” → beef conf:0.95
portion size positive “the portion is large.” conf:0.92
★★★★★ (5/5) ✦ used in summary  75ad0679-1e2a-45d2-847f-22fad9f55976
Rice was really smooth and fragrant. Lamb shank melts in your mouth. Chicken kebab was on point. Excellent!
✦ AI Extracted Aspects
texture positive “Lamb shank melts in your mouth” → Lamb shank conf:0.93
food taste flavor positive “fragrant” → Rice conf:0.90
texture positive “smooth” → Rice conf:0.88
food taste flavor positive “Chicken kebab was on point” → Chicken kebab conf:0.88
★★★★★ (5/5)  458fcea8-10e3-48b9-8e2b-33cafc0c7724
Yummy as usual!! Food is always delicious:)
✦ AI Extracted Aspects
food taste flavor positive “Food is always delicious” conf:0.93
consistency positive “as usual” conf:0.86
★★★★★ (5/5)  fadee6b3-c905-41ec-babe-88fb312f92db
very 👍 nice
No aspects extracted yet
★★★★★ (5/5) ✦ used in summary  24e02981-ff9c-4e46-bf45-4fc35b1a1a89
Their hummus is a must try! Ordered countless time already and still my fav!
✦ AI Extracted Aspects
dish specific mention positive “Their hummus is a must try!” → hummus conf:0.94
repeat purchase intent positive “Ordered countless time already and still my fav!” conf:0.93
★★★★★ (5/5)  b457b5c1-ab62-4e5e-8ba1-5e8dfb5bb08b
good kebabs and hummus. Repeat buyer
✦ AI Extracted Aspects
repeat purchase intent positive “Repeat buyer” conf:0.90
food taste flavor positive “good kebabs and hummus” → kebabs and hummus conf:0.82
★★★★★ (5/5)  79d4410d-e194-474f-b752-f4f39232a7ad
delicious!
✦ AI Extracted Aspects
food taste flavor positive “delicious!” conf:0.74
★★★★☆ (4/5)  a92b3396-c857-49e5-9dc2-7879067d453e
The plastic was too small & the styrofoam containing the food was tilted & the food becomes squash together, not appetizing at all. Mayb the shop can use bento style whr there's individual compartment
✦ AI Extracted Aspects
packaging negative “The plastic was too small” conf:0.90
presentation negative “the food becomes squash together, not appetizing at all” conf:0.88
packaging negative “the styrofoam containing the food was tilted” conf:0.86
packaging neutral “Mayb the shop can use bento style whr there's individual compartment” conf:0.84
★☆☆☆☆ (1/5)  1dce8738-2176-41e8-957e-1bed78d0cfcf
I order to item but only receive one item. I didn’t receive my kunafa
✦ AI Extracted Aspects
order accuracy negative “I order to item but only receive one item. I didn’t receive my kunafa” → kunafa conf:0.93