Bibble & Sip
Bakery · 253 W 51st St, New York, NY 10019, United States · United States
★ 4.5 on Google · 3,689 reviews · View on Google Maps
Manipulation score
CleanCompleted Jul 19, 2026 · 73 reviews flagged
How this score works
The score estimates how strongly this place's review record matches known manipulation patterns, from 0 (no signs) to 100. Verdicts: Clean below 40, Suspicious from 40, Likely Manipulated from 70. It rises with the share of reviews flagged and how suspicious each one is.
- Burst
- — an abnormal spike of five-star reviews in a single day compared to the place's usual pace.
- Low activity account
- — the reviewer has almost no other reviews, photos, or Local Guide history; throwaway accounts look like this.
- Duplicate text
- — the wording is nearly identical to another review of the same place.
Verdicts are statistical estimates based on public review patterns, not accusations.
Review anatomy
Reviews examined
999
Flagged
73
7% of examined
Flagged avg rating
4.6★
place average 4.5★
Reviews per month
| Month | Reviews | Flagged |
|---|---|---|
| Jan ’23 | 23 | 4 |
| Feb ’23 | 31 | 1 |
| Mar ’23 | 36 | 3 |
| Apr ’23 | 27 | 0 |
| May ’23 | 24 | 1 |
| Jun ’23 | 32 | 0 |
| Jul ’23 | 43 | 1 |
| Aug ’23 | 25 | 2 |
| Sep ’23 | 32 | 6 |
| Oct ’23 | 31 | 1 |
| Nov ’23 | 27 | 3 |
| Dec ’23 | 14 | 1 |
| Jan ’24 | 25 | 4 |
| Feb ’24 | 18 | 2 |
| Mar ’24 | 13 | 0 |
| Apr ’24 | 2 | 0 |
| May ’24 | 15 | 1 |
| Jun ’24 | 27 | 4 |
| Jul ’24 | 26 | 1 |
| Aug ’24 | 17 | 1 |
| Sep ’24 | 24 | 2 |
| Oct ’24 | 13 | 0 |
| Nov ’24 | 18 | 1 |
| Dec ’24 | 22 | 6 |
| Jan ’25 | 29 | 0 |
| Feb ’25 | 21 | 1 |
| Mar ’25 | 27 | 5 |
| Apr ’25 | 26 | 0 |
| May ’25 | 19 | 3 |
| Jun ’25 | 27 | 2 |
| Jul ’25 | 28 | 3 |
| Aug ’25 | 26 | 1 |
| Sep ’25 | 19 | 0 |
| Oct ’25 | 27 | 2 |
| Nov ’25 | 17 | 1 |
| Dec ’25 | 22 | 0 |
| Jan ’26 | 23 | 2 |
| Feb ’26 | 21 | 0 |
| Mar ’26 | 21 | 2 |
| Apr ’26 | 30 | 3 |
| May ’26 | 25 | 2 |
| Jun ’26 | 17 | 1 |
| Jul ’26 | 9 | 0 |
Rating distribution
Evidence
-
burst
5 occurrences — worst: 5 five-star reviews on 2023-09-05 vs avg 0.7/day
weight 1
Show all 5
- 3 five-star reviews on 2023-01-16 vs avg 0.2/day
- 5 five-star reviews on 2023-09-05 vs avg 0.7/day
- 3 five-star reviews on 2024-06-21 vs avg 0.6/day
- 3 five-star reviews on 2024-12-23 vs avg 0.4/day
- 4 five-star reviews on 2025-03-07 vs avg 0.8/day
- low activity account 44 reviews flagged weight 0.8
- duplicate text 12 reviews flagged weight 0.9
Flagged reviews
Exhibit — 4 reviews, near-identical wording
I ordered the black sesame walnut and matcha cream puffs and they are delicious!
- Renee-Elise Piana ★★★★★ 2023-08-29 suspicion 54
- PinQi Liu ★★★★★ 2025-05-11 suspicion 58
- Jiang Ren ★★★★ 2026-01-15 suspicion 55
- A T ★★★★★ 2026-03-01 suspicion 58
Exhibit — 2 reviews, near-identical wording
Matcha Cream puff was amazing
- Raghu Varma Gadiraju ★★★★★ 2024-12-09 suspicion 57
- Amanda Chong ★★★★★ 2026-04-25 suspicion 57
Exhibit — 2 reviews, near-identical wording
Amazing pastries and coffee
- Corey Hirsch ★★★★★ 2024-09-22 suspicion 55
- Chris Marsh ★★★★★ 2026-03-19 suspicion 55
Exhibit — 2 reviews, near-identical wording
I loved the Earl Grey creme puff!
- Chris Tempro ★★★★ 2023-11-15 suspicion 54
- Helen C ★★★★ 2025-10-01 suspicion 54
Exhibit — 2 reviews, near-identical wording
The best cream puffs!
- Fred Lu ★★★★★ 2024-02-19 suspicion 90
- Ann Huynh ★★★★★ 2025-06-06 suspicion 90
Showing the 10 most suspicious of 61 remaining flagged reviews.
Rafael Bascuñana
activity unknown
★★★★★
2023-09-05
Chelin Chin
120 reviews · Local Guide
★★★★★
2025-03-07
The cream puffs were delicious; the outer layer was crispy, and the green tea filling inside was smooth and creamy. Even after eating a lot, they weren't too sweet or cloying. The green tea milk foam was also delicious and not too sweet. Earl Grey cream puffs were also good, but the green tea ones w...
Jasper Z
3 reviews
★★★★★
2025-03-07
G Woo Hoff (Peachynorth)
558 reviews · Local Guide
★★★★★
2025-03-07
Great drinks and pastry treats. I was surprised to see regular local customers and one time foodies coming in for breakfast but I can see why. This was my 2nd visit and there are many items that are probably 1 time orders like their decorative llama tarts but their drinks are so tasty and creative,...
Joan Ta
59 reviews · Local Guide
★★★★★
2025-03-07
This has to be the cutest cafe with delicious desserts/bakery items that has East Asian flavour options. I forgot the name of the ones I ordered but it was tough because I just wanted to order everything!
Aurélie Borgagni
200 reviews · Local Guide
★★★★★
2024-12-23
Breakfast here, very very good 🩷 Delicious and pretty cakes 🤩😍
James Wang
23 reviews · Local Guide
★★★★★
2024-12-23
Cute pastries. Items are definitely on the pricier side, but reasonable for its location. Not a lot of seating, don’t expect to find an open seat here to do work.
Olga Putnam
51 reviews · Local Guide
★★★★★
2024-12-23
Love their cream puffs !
Livia Tiriplica
141 reviews · Local Guide
★★★★★
2024-06-21
We had the black sesame puff pastry and the monkey bread. Both of them very good, not too sweet. Would totally recommend them. Tables were dirty though. 😅 and there were at least 3 people there from the staff.
Joshua P Jacks
118 reviews · Local Guide
★★★★★
2024-06-21
Excellent place to stop for coffee before a Broadway show.
Report generated Jul 19, 2026. Reviews change — you can request a fresh investigation.
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