Octabiz Research · Full report
The state of local service businesses in Kentucky, California, New York, 2026
What 3,099 Google reviews say about how small businesses win and lose customers, and what owners can do about it in the next 90 days.
Key findings
Customers rate the core work highly in both industries, and most complaints come from slow replies, missed bookings and weak handoffs between staff and vendors.
Cleaning and restoration starts from a strong base: 138 businesses and 2,995 reviews average a 4.9 rating, with 97% of reviews positive and 3% negative, so a high score alone does little to set a firm apart.
Slow replies to messages are now the top cleaning complaint at 7% of negative and mixed reviews, up 6 points, followed by booking and scheduling problems at 5%, up 4 points. A shared inbox with auto replies and online booking with reminders target both.
Price clarity complaints in cleaning fell 8 points to 4%, a sign that written quotes and clear price lists work and should be kept in place.
The cleaning negative share held at 2% from 2025-Q4 through 2026-Q2, then rose to 3% in 2026-Q3. It is a small move, but the first in the wrong direction in the period.
Antiques and consignment is a small sample of 4 businesses and 104 reviews with a 4.6 average. A clerk refusing to contact the vendor makes up 14% of complaints, unchanged, and the negative share reached 14% in 2026-Q2 before easing to 9% in 2026-Q3. Instant staff to vendor messaging is the practical fix.
Exhibit 1
Businesses studied, by industry
Number of businesses with Google reviews analyzed
Source: Octabiz analysis of public Google reviews, Oct 2024 to Sep 2026
One of the exhibits in the full report.
Inside the report
6 chapters, each with its own exhibit, across 10 pages.
Chapter 1
Who we studied: a sample led by cleaning and restoration
Chapter 2
Cleaning & restoration: slow replies are now the top complaint
Chapter 3
Antiques & consignment: when the clerk cannot reach the vendor
Chapter 4
Are things getting worse? A small uptick, driven by service basics
Chapter 5
Different industries, the same weak spot: getting back to the customer
Chapter 6
What owners should do in the next 90 days
Get the full report
Every chapter and exhibit, with the methodology, as a letter-size PDF. Fill in the form and the download starts right here.
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How this research was done
Public Google reviews published Oct 2024 to Sep 2026 for 142 businesses found on Google Maps in Kentucky, California, New York, in 2 industries (cleaning & restoration, antiques & consignment). Reviews were sorted by AI into sentiment and problem categories. Shares are of negative and mixed reviews. Chains and duplicates were removed when the businesses were found. Quotes are from public Google reviews.