Independent Restaurants Experiencing a 30%+ Crash in Foot Traffic & Sentiment This Quarter in Montana

--Distressed Venues with Verified Decline-- Established, well-reviewed restaurants, bars, and cafes now experiencing a sharp and confirmed drop in Transaction Velocity & Customer Sentiment. These are previously high-performing venues where the 360-day sentiment was strong, but 90-day sentiment has crashed by 30%+. That's a leading indicator of operational trouble, ownership fatigue, or market-ready distress. Every listing is an independent hospitality and food & beverage location (no nation-wide chains), confirmed active with 100+ total reviews and an "Active Heartbeat" signal within the last 90 days.

Total Records: 95
Location Type: State
Last Updated (weekly): 4/30/2026
Format:
CSV JSON Parquet
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95

Total Businesses

Within this dataset

4.4

Experience Level

100.0% with experience data

57.1K

Satisfaction Sentiments

601 avg per business

100.0%

Data Freshness

Updated in last 30 days

Geographic Intelligence

Explore the geographic distribution. Understand neighborhood density and business concentration to identify prime locations and underserved areas.

City Overview

Regional location of dataset

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Neighborhood Density

Business distribution by area

H3 Competition Map

Interactive hex-level density and beam score view

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Market Landscape

Understand the competitive structure scene. Explore category distribution, pricing strategies, and market composition to identify opportunities and gaps.

Market Composition

Category market share

Top Categories

By venue count

Price Distribution

By price tier

Experience Level & Sentiment

Gauge customer satisfaction through ratings, reviews, and sentiment analysis. Track how experiences are trending over time to benchmark performance against market standards.

Rating Distribution

Star ratings breakdown

4.41 ★

Reviews Overview

Customer review metrics

57K

Satisfaction Sentiments

Across all businesses

601

Avg per Business

Median: 647

100%

Has Rating

95 businesses

95%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 60.4%

Review Activity

Reviews received by period

173/30d

Digital & Social Presence

Analyze the digital footprint across social platforms. Understand follower reach, engagement patterns, content volume, and influencer concentration.

Social Reach

Platform comparison

936.4K

Total Followers

Instagram
Followers471.4K
Accounts68
Posts55.6K
Eng. Rate3.1%
TikTok
Followers465.0K
Accounts41
Hearts10.7M
Eng. Rate4.5%

Engagement Rate Trends

Platform engagement over time

Top Influencer Tiers

Follower concentration by tier

Top 10768.3K
IG: 338.4K
TT: 429.9K
Instagram
TikTok

Social Presence

Platform penetration %

Facebook
85%
Instagram
72%
Twitter
46%
LinkedIn
48%
TikTok
43%
YouTube
25%

Content Volume

Total content created

Instagram Posts

55.6K

AVG

829

TikTok Videos

7.1K

AVG

198

TikTok Hearts

10.7M

AVG

296.5K

Total Content62.7K

Contact Availability

Business contact data coverage

98%

Website

100%

Social

44%

Email

96%

Phone

Beam Competitive Analysis

Analyze competitive density and market positioning. Understand how businesses rank against competitors and identify market opportunities.

Competitor Density

Avg competitors within 2km

Popularity Index

Market position percentile

37percentile
050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality
88%
Rating HealthRating trend stability
85%
Social PresenceSocial media activity
64%
Data CompletenessProfile data coverage
76%
Review ConfidenceReview authenticity
89%

Data Quality & Coverage

Ensure data reliability with comprehensive quality metrics. Track data freshness, address verification rates, and completeness scores to maintain confidence in your insights.

Location Data

Geographic data completeness

City100.0%
State100.0%
Borough28.4%
Street Address100.0%
Postal Code100.0%
City Boundary94.7%
Neighborhood39.0%

Contact Coverage

Business contact availability

Website
97.9%
Social Media
100.0%
Email
44.2%
Phone
95.8%
Has Sentiment Data
100.0%
Location Verified
100.0%

Social Platform Coverage

Facebook85.3%
Instagram71.6%
LinkedIn48.4%
Twitter/X46.3%
TikTok43.2%
YouTube25.3%

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