Independent satisfaction research lab
The best feedback is hiding in your 5-star reviews.
Most reviews stop at “it was great.” We study the ones that explain why—and what a business can do next. Satifico mines constructive 4- and 5-star reviews, then scores and indexes the patterns inside them.
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01
Constructive reviewsFocused on substantive 4- and 5-star feedback.
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02
Industry benchmarksCategory context, not an isolated star average.
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03
Historical depthResearch snapshots reconstructed back to 2010.
01 — Method
Praise becomes useful when you know where to look.
We read past the star count to identify the reasons, requests, and comparisons that reveal how satisfaction is actually built.
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Isolate the useful reviews
Signal, not applause. We skip empty praise and surface constructive 4- and 5-star reviews that name a reason, preference, or unmet need.
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Classify the signal
Happy customers, sharp ideas. Each useful sentence is tagged as a satisfaction driver, a market gap, or an edge over competitors.
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Index the pattern
Ideas you can ship. Repeated signals are scored, tracked over time, and placed in industry context—turning praise into something actionable.
02 — Review anatomy
A five-star review isn’t a number. It’s a sentence.
Inside positive reviews are the signals that move a business. Satifico tags, scores, and tracks each one so the language of satisfaction becomes legible.
| Rating | Constructive excerpt | Signal taxonomy |
|---|---|---|
| ★★★★★ | Honestly loved it—I just wish you had weekend appointments. |
Gap · scheduling |
| ★★★★★ | The tech explained every charge before he started. No surprises. |
Driver · price transparency |
| ★★★★☆ | Way better than the company we used last year. |
Edge · vs. competitors |
| ★★★★★ | Showed up on time and left the place spotless. |
Driver · reliability & respect |
03 — Signal Index
Quality you can track, benchmark, and act on.
Every tagged comment rolls up into signals that can be measured over time and compared across an industry—not reduced to a single average star.
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01
Quality signal
Score the substance of a review, not the star count.
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02
Tracked over time
See where satisfaction is heading—momentum, not a snapshot.
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03
Industry benchmarks
Compare a business with its field, not only its own past.
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04
Gap map
Find what customers keep asking for that a category does not yet deliver.
04 — Historical depth
Trends since 2010—not just a snapshot.
Satisfaction is not static. Satifico reconstructs more than a decade of archived review pages and research snapshots so turning points can be studied in context.
- Historical baseline
Reconstruct how satisfaction moved across a category, not just where it sits today.
- Snapshots, not guesses
Dated archive captures and research snapshots sit behind each trend point.
- When “great” shifted
See when an expectation became table stakes—and which businesses moved first.
05 — Coverage
Built for service businesses.
Each industry gets its own satisfaction index and gap map. Research begins where word-of-mouth decides everything—home services—then expands across professional services.
Home Services
Live first- 01HVAC
- 02Plumbing
- 03Roofing
- 04Electrical
- 05Landscaping
- 06Cleaning
- 07Pest Control
- 08Garage Doors
- 09Water Damage
- 10Junk Removal
Professional Services
Rolling out next- 01Legal
- 02Accounting
- 03Dental
- 04Medical
- 05Real Estate
- 06Marketing
- 07Consulting
- 08Financial Advisors
An industry-by-industry map of what people want, where the gaps are, and why they love what they love—built from praise that already carries an idea.
Satifico / 2026