How does sentiment scoring work?

Our AI uses advanced natural language processing to analyze the tone, emotion, and intent of every review. Each review receives a granular sentiment score beyond simple positive/negative — including intensity, mixed-sentiment detection, and sarcasm awareness.

What topics does it detect?

ReputationSystems detects 15+ topic categories out of the box, including service quality, cleanliness, staff friendliness, wait times, pricing, food quality, ambiance, parking, and more. You can also create custom topic categories specific to your industry.

How early can it detect trends?

Our trend detection algorithm identifies emerging patterns approximately 2 weeks before they would noticeably impact your star rating. This gives you time to address issues proactively rather than reactively.

Can I customize topic categories?

Yes. While we provide 15+ default topic categories, you can create custom categories tailored to your industry and business. The AI will learn to classify reviews into your custom categories over time.

Does it work for all languages?

Currently, sentiment analysis supports English, Spanish, French, German, and Portuguese with full accuracy. Additional languages are being added regularly. Reviews in unsupported languages are flagged for manual review.

How often is sentiment data updated?

Sentiment data is updated in real-time as new reviews are detected. Trend analysis and operational insights are recalculated continuously, with weekly digest reports delivered automatically.

Can I export sentiment reports?

Yes. You can export sentiment reports as PDF or CSV, filtered by location, time period, topic, or platform. Enterprise plans also include API access for integrating sentiment data into your own dashboards.

AI-Powered Intelligence

Know What Customers Really Think.

Q: How are operational insights generated?

AI analyzes patterns across your reviews — topic frequency, sentiment trends, and cross-location comparisons — and generates specific, prioritized recommendations. For example: "Increase staffing on Friday evenings" or "Address HVAC complaints at your downtown location."

Stop guessing. AI-powered sentiment analysis reads between the lines of every review, surfaces hidden trends, and tells you exactly what to fix — and what to double down on.

Topic extraction. Trend detection. Operational insights. All powered by AI — all in one dashboard.

Real-time

Sentiment Scoring

15+

Topic Categories

2 weeks

Early Warning

Actionable Insights

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You Have the Reviews. You're Missing the Insights.

Hundreds of reviews hold the key to your next big improvement — if only you could read them all. Sound familiar?

Data Without Meaning

You have hundreds of reviews but no way to know what customers are really saying across all of them.

Invisible Trends

A recurring complaint about wait times or cleanliness is buried in individual reviews — you don't see the pattern.

Crisis Blindspots

A sentiment shift happens gradually. By the time you notice, your rating has already dropped 0.3 stars.

Guesswork Improvements

You're investing in improvements based on gut feeling, not data about what actually matters to customers.

Manual Analysis

Reading every review individually to try to spot patterns — if you have time at all.

No Actionable Insights

Even when you notice a pattern, you don't know what to prioritize or how big the impact would be.

ReputationSystems Sentiment Analysis Solves All of This

AI-powered sentiment scoring, topic extraction, trend detection, and operational insights — all working automatically to turn raw reviews into actionable intelligence.

Intelligent Analysis, Effortless Understanding

Our AI-powered analysis engine works 24/7 to ensure every review is understood — automatically.

AI Sentiment Scoring

Instant sentiment scores for each review and across your entire portfolio

Topic Extraction

Auto-categorize reviews by topic: service, cleanliness, staff, wait times, and more

Trend Detection

Spot emerging positive or negative trends 2 weeks before they impact your rating

Operational Insights

AI-generated actionable recommendations based on review patterns

Ticket Generation

Automatically create improvement tickets from recurring negative themes

Success Metrics

Track sentiment improvements over time and tie them to business outcomes

The Result? Every Review Understood, Every Insight Surfaced

Businesses using ReputationSystems Sentiment Analysis catch emerging trends 2 weeks early and reduce negative reviews by up to 30% — without reading every review manually.

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Powerful Features That Decode Your Reviews

Every feature designed to turn raw feedback into strategic intelligence — automatically and intelligently.

AI Sentiment Scoring

Beyond Star Ratings — True Emotional Intelligence

ReputationSystems assigns a granular sentiment score to every review — not just positive or negative, but the intensity of emotion, sarcasm detection, and mixed-sentiment handling. See your portfolio-wide sentiment at a glance.

Granular sentiment scoring for every review across all platforms
Mixed-sentiment detection for reviews with both praise and criticism
Portfolio-wide sentiment dashboard with location comparisons
Historical sentiment tracking with trend overlays
Sarcasm and nuance detection powered by advanced NLP

Topic Extraction & Clustering

Know Exactly What Customers Are Talking About

AI automatically reads every review and categorizes mentions into 15+ topics — service quality, cleanliness, wait times, staff friendliness, pricing, ambiance, and more. See which topics drive your best and worst reviews.

Auto-categorize reviews into 15+ topic categories
See which topics correlate with high and low ratings
Compare topic distribution across locations
Drill down into individual reviews by topic
Custom topic categories for your industry

Trend Detection & Early Warning

Catch Problems 2 Weeks Before They Hurt Your Rating

Our AI monitors sentiment and topic patterns continuously. When a negative trend begins forming — like a spike in complaints about cleanliness or a dip in service sentiment — you get alerted 2 weeks before it impacts your star rating.

2-week early warning on emerging negative trends
Positive trend detection to reinforce what's working
Anomaly alerts for sudden sentiment shifts
Trend comparison across locations and time periods
Automated weekly trend digests delivered to your inbox

Operational Insights Engine

From Data to Action — Automatically

ReputationSystems doesn't just show you data — it tells you what to do. AI analyzes your review patterns and generates specific, prioritized recommendations: "Train front-desk staff on greeting protocol" or "Investigate HVAC complaints at downtown location."

AI-generated actionable recommendations from review data
Prioritized by potential impact on customer satisfaction
Linked to specific reviews and topic clusters
Track implementation status and measure improvement
Exportable reports for team meetings and stakeholders

Real Results from Real Businesses

Sentiment Analysis caught a recurring complaint about wait times at our busiest location that we completely missed reading reviews one by one. We fixed it in a week and negative reviews dropped by 30%."

+30%

less negative reviews

David Kim

Owner, Kim's Kitchen (Restaurant)

The trend detection flagged a staff training gap two weeks before it showed up in our ratings. We retrained the team and avoided what could have been a major reputation hit."

2 weeks

early warning

Angela Torres

Operations Director, BrightSmile Dental

The operational insights told us exactly which amenities guests cared about most. We invested in those areas and our average rating went from 4.0 to 4.5 stars in three months."

+0.5★

rating increase

James Harrington

General Manager, Coastline Resort & Spa