TrustScope Mission

TrustScope helps you see what’s really behind a Google rating. We analyse public reviews, so you can see the result before deciding where to eat, stay or shop.

June 2026

Launched

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Places analysed

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Reviews analysed

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Suspicious reviews detected

The gap

Two 5 venues. Two completely different stories.

An average star rating tells you very little. It doesn’t show what people actually loved or hated, how their experiences differ, or whether the reviews are genuine. Google treats the two places below the same.
TrustScope goes beyond the rating, so you can see what a place is really like - without digging through dozens of reviews.

Café Nordlicht
4.6(438)
Coffee shop
Trust score78 / 100
Rating distribution
5286
4108
328
29
17
Reviews per month

Nine years of reviews, most of them detailed, most from accounts with a long reviewing history. The complaints that exist are scattered, not repeated.

Bistro Kastanie
4.6(441)
Bistro
Trust score46 / 100
Rating distribution
5351
424
39
212
145
Reviews per month

More than sixty five-star reviews in one week, most of them a word or two long, from accounts with almost no history - next to a steady line of complaints about the same thing.

At a glance

A colour behind every rating

TrustScope adds a small coloured star beneath the Google rating. It is not another score - it is a quick read on how well the reviews behind that score hold up.

Green

The reviews look authentic and consistent. The rating is a reasonably reliable reflection of the place.

Light green

The reviews are mostly credible, with some inconsistencies.

Orange

Weaker signals - inconsistent feedback, thin content, or unusual timing. The rating may not tell the whole story.

Red

Something looks off. A high share of reviews show unusual patterns, or the rating is not clearly supported by the underlying feedback.

Grey

Not analysed yet. Click the TrustScope button under the rating to start the analysis.

Don't believe. Verify.

Every number has evidence

TrustScope doesn’t ask you to take its analysis on faith. Click any score, signal, pattern, or point on the timeline to see the reviews behind it.
See the actual reviews behind every insight - from recurring service problems to patterns in star ratings.

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Café NordlichtBased on the last 456 reviews
Trust score
78/ 100
Strong review signals
Statistical pattern only - not a judgment about individual reviews or their authors.
What people talk about
Review quality signals
DetailedReviews longer than 10 words. Longer reviews describe specifics rather than a bare rating, so they carry more weight in the aspect scores.61%
With photosReviews that include at least one image. Photos are difficult to fabricate and indicate the reviewer visited in person.39%
Real profile photoReviewers using a real profile picture instead of a default avatar. A soft signal, but throwaway accounts rarely bother.62%
Established reviewersReviews from accounts with a long history across many places, as opposed to accounts created to leave a single review.89%
Rating distribution
Reviews over time
Service141 of 143 shown - the rest fall outside of the 500 most recent reviews Google returns.
Mara Lindqvist8 Aug 2026
4 review(s)

Very good filter coffee, but the service was extremely slow - twenty minutes for two flat whites and nobody checked on us once.

Food 5/5Service 1/5Atmosphere 2/5
Tomasz Rejek4 Aug 2026
Local Guide · 78 review(s) · 83 photo(s)

Pleasant room, excellent espresso. The staff were not especially friendly, which is the only thing keeping this from perfect.

Food 5/5Service 3/5Atmosphere 5/5
Frank Möller27 Jul 2026
Local Guide · 281 review(s) · 119 photo(s)

The food was okay, but no more than that. Someone should take another look at what they are charging for it.

Food 3/5Service 2/5Atmosphere 4/5
Dorian Vlach15 Jul 2026
Local Guide · 24 review(s) · 9 photo(s)

Nice space, but the flat white arrived lukewarm twice and the second one was never replaced. Nobody cleared the tables the whole time we sat there.

Food 2/5Service 1/5Atmosphere 4/5
Priya Raman5 Jul 2026
Local Guide · 46 review(s) · 12 photo(s)

Queued fifteen minutes at ten in the morning with two people behind the counter, and the pastry was stale when it arrived.

Food 2/5Service 1/5Atmosphere 3/5
Facundo Romano2 Jul 2026
8 review(s)

The coffee was badly over-roasted, which for a place calling itself a roastery surprised me. The staff were friendly about replacing it, but the second cup was worse than the first.

Food 1/5Service 3/5Atmosphere 3/5

Check any insight

Every figure on the panel is a door. If service is scored low, read the reviews that scored it low.

No black box

Every conclusion traces back to real customer reviews you can open and read in full.

The original, not a summary

You read what people actually wrote, with their photos and their star ratings, not a paraphrase of it.

You decide what matters

A flagged issue that is a dealbreaker for one person is irrelevant to another. TrustScope does not make that call for you.

Inside the analysis

Five ways to look beyond one rating

TrustScope breaks Google rating down into five dimensions, helping you see the patterns behind a venue’s reputation.
Each analysis is based on the 500 most recent reviews - enough to spot meaningful patterns.

01
78/ 100

Trust score

A 0–100 read on how credible and consistent the reviews look, with anything unusual flagged separately rather than folded into the number.

02

What people talk about

A score per aspect that matters for that kind of venue - service, food, cleanliness, value, waiting time, staff - so you see where a place is strong and where it keeps falling short.

03
Detailed61%
With photos39%
Real profile photo62%
Established reviewers89%

Review quality signals

Whether reviews look like they came from real visitors: photos attached, real profile pictures, detailed text, and accounts with a history of reviewing rather than one made to leave a single review.

04
5352
476
314
23
111

Rating distribution

How the individual star ratings actually spread out - which is where a polarised venue hiding behind a smooth average gives itself away.

05

Reviews over time

How review volume moved month by month. A long, steady history reads very differently from a sudden spike around a promotion or a campaign.

Together these answer the question a single rating cannot: not just how good a place is, but why, how consistently, and how much of it you should believe.

How every number is calculated →
The method

Explaining the TrustScope analysis

The analysis is one published, repeatable method applied to a venue’s 500 most recent public reviews: what counts as a quality signal, how the trust score is weighted, which patterns are flagged as unusual, and where the analysis stops being reliable. Nothing hides behind a proprietary score - every threshold is written down.

Read more how TrustScope analyzes reviews →