REVIEW NLP ANALYSIS // 2026 ENGINE
"Called them for emergency trenchless sewer replacement in Mountain View. Fixed it same day!"
AI ENTITY EXTRACTION:
- Service:
- Trenchless Repair
- Speed:
- Same-Day Fix
- Sentiment:
- Highly Positive
- Intent:
- Emergency Ready
Online Reputation Management
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REVIEW NLP ANALYSIS // 2026 ENGINE
"Called them for emergency trenchless sewer replacement in Mountain View. Fixed it same day!"
AI ENTITY EXTRACTION:
Reputation Management
Scroll to explore ↘
02
Old vs. New Review Model
Keywords & aggregate counts
Deep NLP sentiment & entity extraction
The AI Reality: When a user asks “Find a plumber who does trenchless sewer repair,” AI scans reviews mentioning “trenchless” and evaluates sentiment. If you have those reviews, you get recommended. If not, you’re invisible.
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03
Automated Reputation Workflow
04
AI REVIEW SIGNALS
LOW VALUE - “Great service!”
HIGH VALUE - “Fixed our furnace same-day when it was 30 degrees outside.”
LOW VALUE - 6+ months old
HIGH VALUE - Within 30 days
LOW VALUE - One sentence
HIGH VALUE - 50–100 words with detail
LOW VALUE - Generic praise
HIGH VALUE - Names specific service, like “water heater installation.”
LOW VALUE - No business response
HIGH VALUE - Personalized response within 24 hours
OUR GOAL
Help you generate high-value reviews that serve as training data for AI recommendations.
05
Common Questions
Why do reviews matter for AI recommendations?
How do you automate review collection?
Do you write fake reviews?
06
Local SEO & GBP
AI-powered local SEO and Google Business Profile optimization to boost visibility and engagement.
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