Review Retrievability Report

Business: Dessert shop specializing in innovative ice cream and baked goods Reviews analyzed: 100 Generated: 2026-04-28

Headline

98.0%
Combined LLM-retrievability
96 service/attribute-matchable
2 trust/quality-matchable
2 low-retrievability

The corpus is currently positioned to surface this business for specific-service and trust-quality LLM queries on roughly 98.0% of its reviews. The remaining 2 reviews do not carry sufficient semantic content for LLM retrieval, though they continue to function for star ratings and social proof.

v1 prompt — known calibration limitations: outcome dimension over-scores on consumption businesses (96% on this corpus vs ~16% expected). See docs/PROMPT_ITERATION.md for prompt-iteration plan.

Bucket Distribution

96 SAM
Service/attribute-matchable (96)
Trust/quality-matchable (2)
Low-retrievability (2)

Dimension Coverage

Percent of reviews mentioning each dimension at least generically. Weakest: occasion

Service99.0%Attributes97.0%Outcome92.0%Occasion ◄69.0%Depth97.0%

Business Profile

Type: Dessert shop specializing in innovative ice cream and baked goods — Profile confidence: high

Services

Attributes

Customer contexts

Examples

Service/attribute-matchable
[r_001] · confidence: high
“After watching David Chang on Munchies and Buzzfeed's Worth It series, I've been hyped to try Momofuku and Milk Bar ever...”
service=2attributes=1outcome=2occasion=2descriptive_depth=2
service: Multiple specific items named: birthday cake soft serve, crack pie soft serve, cereal milk with Frosted Flakes, cookies, crack pie
attributes: Generic praise ('worth the visit') but no operational specifics like pricing, hours, seating, or service speed
outcome: Clear taste outcomes: overbearingly sweet on birthday cake/crack pie soft serve; positive nostalgia on cereal milk; cookies 'aren't bad'; decision to skip crack pie based on sweetness concern
occasion: Vacation context ('in Vegas for vacation') plus nostalgic childhood memory trigger (cereal bowl cartoons)
descriptive_depth: Sensory detail (overbearingly sweet), specific comparison (Frosted Flakes cereal bowl memory), narrative incident (scarfing down cereal), reasoning for purchase decisions (sweetness level)
[r_002] · confidence: high
“I've been to this location twice- once in March and once in July and both times I've had a 5 star experience. Location b...”
service=2attributes=2outcome=2occasion=2descriptive_depth=2
service: Multiple specific items named: cereal milk ice cream, 6 cookie deal, Elvis cake (peanut butter, chocolate, peanut brittle, banana)
attributes: Late weekend hours, efficient staff despite lines, $6 pricing for cereal milk, $22 for 6 cookies, cookies travel well, cake keeps well in refrigerator, cookie tins available
outcome: Positive repeat visits (twice), willingness to pay premium prices, successful sharing with family/friends, cake storage success
occasion: Working tradeshows late, client dinners, vacation treat, bringing to hotel, sharing with family/friends
descriptive_depth: Multiple concrete details: March and July visits, specific cake flavor with ingredients, price comparisons to NYC, cookie packaging quality, cake texture ('super rich'), staff efficiency observation, refrigeration performance
[r_004] · confidence: high
“Crack pie was amazing and everyone working there was very happy and engaged I definitely will be returning”
service=2attributes=1outcome=1occasion=0descriptive_depth=0
service: Crack pie — specific named signature item
attributes: 'Very happy and engaged' staff are generic positive adjectives, not operational specifics
outcome: 'Amazing' and 'will be returning' are generic satisfaction statements without concrete resolution
occasion: No visit context provided
descriptive_depth: Pure praise with no sensory detail, comparison, or concrete reasoning
Trust/quality-matchable
[r_003] · confidence: medium
“I had no idea Milk Bar had a Las Vegas location. I was so excited to come here and it didn't disappoint at all. What an ...”
service=1attributes=1outcome=1occasion=1descriptive_depth=1
service: Mentions 'soft serve and cookies' generically, plus 'popular items' — no specific named products
attributes: 'Awesome' customer service is generic praise; no operational specifics mentioned
outcome: 'Didn't disappoint' and 'can't go wrong' are generic satisfaction statements without concrete resolution
occasion: First visit to Las Vegas location implied ('had no idea Milk Bar had a Las Vegas location'), but not explicitly framed as a specific occasion
descriptive_depth: Sensory metaphor ('8-year old dreams of sugar and desserts') adds some color, but mostly generic praise without concrete reasoning
[r_065] · confidence: medium
“What a sweet surprise, found a Milk Bar in Vegas :D It was nice to get a taste of this NY treat in NV. They have creativ...”
service=1attributes=1outcome=1occasion=1descriptive_depth=1
service: Generic categories (cookies, truffles, desserts) without specific named items like 'compost cookie' or 'crack pie'
attributes: 'Pricier side', 'friendly', 'good sense of humor', 'quality ingredients' are all generic praise or vague descriptors without operational specifics
outcome: 'Got a taste' is a generic consumption outcome with no problem-resolution arc
occasion: 'Found a Milk Bar in Vegas' + 'NY treat in NV' suggests vacation context but remains generic
descriptive_depth: Multiple positive claims but no concrete reasoning — no sensory detail, no comparisons, no quantities, no specific incidents
Low-retrievability
[r_007] · confidence: high
“Milk Bar is what dreams are made of. Their cakes and shakes are unbeatable and the perfect way to end a great day in Veg...”
service=1attributes=0outcome=1occasion=1descriptive_depth=0
service: Generic categories ('cakes', 'shakes') without specific item names
attributes: No concrete operational or sensory attributes mentioned
outcome: 'Perfect way to end a great day' is generic satisfaction, not a specific outcome
occasion: 'End a great day in Vegas' indicates vacation context but remains generic
descriptive_depth: Pure praise ('dreams are made of', 'unbeatable') with no concrete reasoning or detail
[r_031] · confidence: high
“Nice treat. They are doing something no one else is doing. Worth a visit or two. Usually a line due to popularity.”
service=0attributes=1outcome=0occasion=0descriptive_depth=0
service: No specific item named — 'treat' is generic category
attributes: 'Usually a line due to popularity' is a concrete operational attribute; 'nice' is generic filler
outcome: No outcome described
occasion: No occasion indicated
descriptive_depth: Generic praise ('nice', 'doing something no one else is doing') without concrete reasoning or sensory detail

Labeling Confidence

The labeler self-reported confidence on each review:

Low-confidence assignments are reviews where the rubric is genuinely ambiguous. They are flagged in the JSON output for optional human review.