Customereye

How Customereye measures companies

Every number on this page is measured from the catalogue when the page is built, not written by hand.

What the catalogue is

  • 53,293 visible companies
  • 49,525 ranked companies
  • 12,555,127 reviews analysed
  • 71 industries
  • 286 companies with an AI report

As of 6 Oct 2026.

What a company needs to be listed and to be ranked

A company is listed once it carries an industry and an analysis row. It is ranked only with at least 50 reviews, reviews inside the last 12 months, and enough reviews in a supported language.

Visible companies currently excluded from ranking:

  • 610 — fewer than 50 reviews
  • 2,655 — no reviews in the last 12 months
  • 59 — too few reviews in a supported language
  • 0 — industry not yet classified
  • 0 — no score yet

The review window

Reviews are captured newest first up to a cap, so the captured set spans a period that depends on how fast a company collects reviews. A full window is marked ok, a window under six months is short and no trend is claimed for it, and a company with no review in the last 12 months is dormant.

  • 34,596 full window
  • 7,156 under six months
  • 2,655 no reviews in 12 months
  • 8,442 not yet assessed

A null status means the row predates the assessment; it is shown without a badge rather than treated as a failure.

Languages

English reviews are scored with VADER. German, French, Spanish, Italian and Dutch are scored with a multilingual model validated on this catalogue's own reviews. Every other language is left unscored on purpose, and sentiment figures are computed over scored reviews only — the scored share says how much of a company that is.

Language coverage is ok at 80% scored or more, partial at 50% or more, and insufficient below that.

  • 44,201 ok
  • 139 partial
  • 67 insufficient
  • 8,442 not yet assessed

Confidence bands

  • Under the 50-review floor — fewer than 50 reviews: 610 visible companies
  • Limited confidence — 50 to 99 reviews: 5,865 visible companies
  • Moderate confidence — 100 to 299 reviews: 36,178 visible companies
  • High confidence — 300 reviews or more: 10,196 visible companies

The score

A single number from 0 to 100 that sums up how happy this company's customers are. We combine two things: the star ratings customers gave, and an AI reading of the actual words in their reviews (since sometimes what people write tells a different story than their star rating alone). Higher is better — think of it like a report card grade for customer satisfaction.

Review counts

A company's review count is the number captured under the capture policy in force when it was scraped, not the company's lifetime total. Counts are comparable within a period of the catalogue and not across it, and they are not a measure of market size.

Industry benchmarks

One row per industry, computed over that industry's ranked companies only and refreshed with the catalogue · benchmark 6 Oct 2026.

IndustryRankedAvg scoreP25 / P50 / P75Avg ratingAvg reply rate
Home & Living3,50965.956 / 67 / 764.4447.6%
Healthcare & Medical2,75263.553 / 64 / 754.3244.6%
General Retail & Marketplaces2,32861.552 / 62 / 724.1735.6%
Beauty & Wellness2,08962.553 / 63 / 744.1639.0%
Food & Beverage2,05661.853 / 61 / 734.2934.3%
Hobbies & Arts2,03163.555 / 64 / 734.4431.0%
Software & Web Services2,02659.550 / 59 / 714.0636.1%
Finance & Insurance2,00162.954 / 65 / 734.2749.3%
Construction & Industrial1,62065.054 / 65 / 754.5345.8%
Apparel & Fashion1,58062.753 / 62 / 734.2440.1%
Automotive & Mobility1,57362.052 / 62 / 744.2641.3%
Legal & Compliance1,46067.758 / 71 / 774.4447.0%
Home Services1,41269.660 / 72 / 794.6047.3%
Sports & Fitness1,34362.954 / 63 / 734.3331.3%
Flight & Hotel Booking1,25666.757 / 69 / 784.3344.9%
Schools & Academic Education1,24167.759 / 67 / 774.5238.4%
Professional Services1,16261.852 / 61 / 734.3144.2%
Pet Products & Supplies1,15762.854 / 64 / 744.2535.6%
Lending & Consumer Finance1,14265.555 / 66 / 754.4349.6%
Professional Certification & Skills1,13368.558 / 70 / 784.6242.7%
Media & Content1,06960.851 / 61 / 744.0832.6%
Entertainment & Events99159.748 / 60 / 734.0634.9%
Appliances & Home Electronics80657.948 / 58 / 704.0734.9%
Printing & Signage77165.757 / 65 / 744.6238.2%
Tech & Electronics76460.051 / 60 / 704.2429.6%
Gaming & Esports74556.749 / 56 / 674.1428.9%
Pharmacy & Online Medicine72757.248 / 57 / 674.1535.8%
Supplements & Nutrition71863.053 / 63 / 714.4444.9%
Auto Parts & Accessories68260.851 / 60 / 704.3835.7%
Travel & Hospitality67261.750 / 63 / 754.0142.5%
Energy & Utilities66964.254 / 67 / 764.1846.0%
Real Estate & Property63766.857 / 69 / 784.2155.5%
Vaping & Smoking Alternatives52459.551 / 57 / 684.3931.0%
Food & Dining50751.140 / 51 / 613.3117.8%
Gifts & Party Supplies41664.856 / 64 / 744.4337.3%
Shipping & Delivery40153.742 / 55 / 693.7636.3%
Mobile & Telecom38253.541 / 54 / 663.6535.9%
Cosmetics & Fragrance38060.652 / 59 / 704.3037.0%
Gambling & Betting37557.147 / 57 / 713.4742.0%
Jobs & Recruitment36866.556 / 67 / 774.3744.9%
Veterinary & Pet Services26866.357 / 68 / 774.4236.3%
Computers & Hardware24757.250 / 56 / 674.2830.4%
Paid Surveys & Rewards20155.747 / 56 / 643.8428.9%
Firearms & Tactical15659.152 / 58 / 694.4124.3%
Sporting Goods & Equipment14160.553 / 61 / 724.1625.4%
Sales & Marketing9767.958 / 69 / 774.2940.5%
Kids & Family9668.360 / 71 / 784.4248.0%
Funeral & Memorial9570.863 / 73 / 784.7150.8%
Waste Management9468.061 / 71 / 774.5148.2%
Airlines & Aviation9435.125 / 31 / 422.289.3%
Photography7572.464 / 73 / 804.6143.1%
Fraud & Illegal Services5742.227 / 41 / 532.7722.3%
Charity & Fundraising4860.350 / 63 / 753.8333.0%
Taxis & Public Transport4165.455 / 67 / 784.1541.4%
Pest Control & Disinfection3970.062 / 73 / 804.6844.5%
Government & Civic3729.217 / 29 / 351.674.2%
Accessories3665.553 / 69 / 764.3041.1%
Equipment & Tools3370.059 / 71 / 804.6549.6%
Fishing & Hunting2965.357 / 63 / 714.7128.2%
Health & Wellness2961.355 / 60 / 704.3537.8%
Jewelry & Watches2868.561 / 71 / 764.4132.1%
Furniture Stores2065.856 / 60 / 734.3540.3%
Professional Organizations1869.859 / 75 / 814.3251.8%
Tools & Equipment1461.354 / 62 / 734.4617.4%
Airport Services1332.426 / 29 / 402.41—
Immigration & Visa Services1174.874 / 77 / 794.8424.1%
Boats & Marine Equipment972.567 / 69 / 824.5167.7%
Chemicals & Plastic964.749 / 68 / 744.5235.0%
Airports734.130 / 38 / 411.878.3%
Sporting & Fitness570.061 / 62 / 794.7728.3%
Aquatic & Aquarium Supplies376.870 / 72 / 814.7247.4%

Recommendations

Two rules read the review text itself:

  • the weakest topic when it sits below neutral
  • a declining sentiment trend

Four rules compare the company against its industry benchmark:

  • position against the industry quartiles
  • reply rate against the industry average
  • the strongest praise theme
  • rating and sentiment against the industry average

Each card is written only when its signal qualifies. The AI report is separate: on demand and paid.

When we show nothing

  • A company with no rank shows why instead of a position.
  • No trend is claimed when the review window is under six months.
  • Sentiment is left out when too few reviews are in a supported language.
  • A missing recommendation card means no signal qualified, not that nothing is wrong.
  • No AI report means none has been requested for that company.