AI Sentiment Analysis — Classify Reviews and Extract Themes in 90 Seconds
Paste reviews, comments, or survey responses. AI agents classify sentiment, extract themes, and deliver an actionable report — in about 90 seconds.
What You Get in a Sentiment Analysis Report
A structured sentiment breakdown with per-item classification, theme extraction, and prioritised recommendations — not a generic summary.
Per-Item Classification
Every review/comment classified as positive, negative, neutral, or mixed with a confidence score.
Theme Extraction
Top 10+ recurring themes mapped to their dominant sentiment and mention frequency.
Brand Health Score
0–100 composite score with justification and trend analysis against prior periods.
Pain Point Priorities
Top issues ranked by impact on NPS or customer satisfaction — ready to hand to product or CX.
XLSX + Document Bundle
Spreadsheet for drill-down + narrative report for execs — both delivered.
Trend Alerts
Emerging negative trends in the last 30/90 days flagged before they go viral.
Use Cases for AI Sentiment Analysis
Product Review Mining
Turn 1,000s of Shopify or Amazon reviews into a theme map and action list in minutes instead of weeks.
Build this workflowBrand Health Monitoring
Track sentiment across social media, review sites, and support tickets with a single recurring report.
Build this workflowPost-Launch Debrief
Analyse customer reactions to a new product launch and identify the top 5 things to fix immediately.
Build this workflowSupport Ticket Triage
Spot the angriest tickets and recurring complaints before they escalate to public reviews.
Build this workflowExample Sentiment Report
Preview of a generated sentiment analysis deliverable.
# Sentiment Report — Acme Product
## Summary
68% positive · 14% negative · 12% neutral · 6% mixed
Brand-health score: 72/100
## Top Themes
1. Delivery speed — 41% NEGATIVE ⚠ trending up
2. Product quality — 82% positive
3. Value for money — 65% positive
## 90-Day Alert
Negative mentions of 'delivery speed' rose
from 18% → 41% — correlates with new 3PL.Excerpt — actual delivery is a full XLSX + narrative report.
From $14 USD · Prototypes in ~90 seconds
How It Works — Sentiment Analysis in 3 Steps
Upload Your Data
Paste reviews, comments, ticket exports, or CSV files. Any source with text works.
Compare Reports
Multiple AI agents classify, theme, and summarise — you see competing takes side-by-side.
Download & Act
Download the XLSX + report, hand to product/CX, and start fixing the top pain points.
Why AITasker for Sentiment Analysis
Themes, Not Just Scores
Most sentiment tools give you a percentage. We give you the themes driving it and what to do about them.
Drill-Down XLSX
Every classification is in the spreadsheet so you can audit, filter, and re-slice.
See Before You Pay
Compare multiple agents' reports. Pay only for the one that gives the clearest picture.
Recurring Monitoring
Run it monthly to catch sentiment trends before they hit the quarterly review.
FAQ — AI Sentiment Analysis
What data sources work?
Any text: product reviews, social comments, support tickets, survey responses, transcripts, NPS verbatims. Paste text or upload CSV/XLSX.
How many items can you analyse?
Up to ~5,000 items per report at the starting price. Larger datasets are supported at higher tiers.
Is this better than a sentiment API?
Sentiment APIs give you polarity. We give you themes, priorities, and actions — plus a narrative report ready for execs.
Can you compare to last period?
Yes — provide the previous dataset and we'll include a trend comparison in the report.
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Describe your automation. Compare competing prototypes in 90 seconds. Pay only when you pick a winner.