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135,000 verified pet owner reviews across 30 top brands, enriched with AI-powered sentiment analysis, 20 thematic categories, and competitive benchmarking.
92.4%
NLP Model Accuracy
Sentiment classification
90.8%
Theme Precision
Category assignment
Weekly
Data Freshness
Update frequency
95%
Brand Coverage
Market share represented
Every review is processed through our proprietary NLP pipeline, extracting actionable insights for investment analysis.
Multi-dimensional sentiment scoring at product, ingredient, and brand levels with 92% accuracy.
Automatic categorization into 20 core themes across product, health, value, brand, and service categories.
Ingredient trend tracking (grain-free, novel proteins) with emerging preference signals.
Precise brand and SKU-level tagging with product line and formula identification across 30 brands.
Inferred pet profiles: breed size, age, dietary restrictions, and activity level from review context.
Cross-brand switching patterns and explicit competitor mentions for market dynamics.
Our AI identifies and categorizes pet owner feedback into 20 actionable theme categories across 5 main pillars.
8
Product
5
Health
2
Value
2
Brand
2
Service
"Real chicken as the first ingredient, no fillers. My dog's coat is shinier than ever."
"No more upset stomach or digestive issues. Firm stools and she seems much more comfortable."
"My picky eater actually finishes her bowl now! She gets excited at meal times."
"Good quality but the price keeps increasing. Now considering switching to a comparable brand."
"Resealable bag is convenient. I wish it came in smaller sizes for better freshness."
"No recalls in their history. Transparent about sourcing. I trust this brand."
"After 2 months, his coat is so shiny and soft. The itching has completely stopped."
"My senior dog has so much more energy now. It's like he's years younger."
"She's finally at a healthy weight after switching. The portion guidelines actually work."
"Limited ingredient formula solved his chicken allergy. No more ear infections."
"Always arrives fresh with a good expiration date. Smells like real food."
"Perfect size for my small breed. Not too big, not too small. Easy for her to chew."
Unlock all 20 theme categories with detailed sentiment analysis, sample quotes.
Track category trends and brand sentiment evolution across 30 top dry dog food brands.
Current Score
85%
3-Year Change
+19.7%
Peak (Q4 '24)
84%
Historical data
in full dataset
Performance rankings based on sentiment analysis across all major dry dog food brands.
| Rank | Brand | Tier | Sentiment | Trend | Reviews |
|---|---|---|---|---|---|
1 | Orijen Original | Premium | 91% | 8,900 | |
2 | Acana Singles | Premium | 89% | 7,200 | |
3 | Blue Buffalo Life Protection | Premium | 87% | 12,400 | |
4 | Taste of the Wild | Premium | 85% | 9,800 | |
5 | Wellness Core | Premium | 85% | 6,800 |
6 | Purina Pro Plan | Mid-Market | --- | ||
7 | Hill's Science Diet | Premium | --- | ||
8 | Royal Canin | Premium | --- | ||
9 | Merrick Classic | Premium | --- | ||
10 | Nutro Ultra | Mid-Market | --- |
Full rankings with detailed metrics in complete dataset
Benchmark dry dog food against other pet food categories with cross-referenced sentiment analysis.
Dry Dog Food
135K reviews
Wet Dog Food
Data available
Raw Dog Food
Data available
Dog Treats
Data available
Cat Food
Data available
Pet Supplements
Data available
Add category datasets to enable side-by-side benchmarking and market analysis
Query our dataset directly via REST API. Perfect for integrating review intelligence into your existing research workflows and dashboards.
/api/v1/reviews Parameters
Request
curl -X GET "https://api.reviews.ai/v1/reviews?brand=orijen&sentiment=positive&theme=ingredient_quality&limit=100" \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json"Response
{
"data": [
{
"id": "rev_8x7k2m",
"brand": "Orijen",
"product": "Original Dry Dog Food",
"rating": 5,
"sentiment_score": 0.94,
"themes": [
{
"name": "ingredient_quality",
"sentiment": 0.96,
"keywords": ["fresh meat", "whole ingredients"]
}
],
"text": "My picky eater finally loves his food...",
"date": "2024-11-15"
}
],
"meta": { "total": 4521, "page": 1, "limit": 100 }
}/api/v1/brands/{brand}/sentiment Parameters
Request
curl -X GET "https://api.reviews.ai/v1/brands/blue-buffalo/sentiment?period=12m&granularity=monthly" \
-H "Authorization: Bearer YOUR_API_KEY"Response
{
"brand": "Blue Buffalo",
"overall_sentiment": 0.82,
"trend": "+3.2%",
"monthly_data": [
{ "month": "2024-01", "sentiment": 0.79, "volume": 1234 },
{ "month": "2024-02", "sentiment": 0.81, "volume": 1456 }
],
"top_themes": [
{ "name": "palatability", "sentiment": 0.88 },
{ "name": "ingredient_quality", "sentiment": 0.85 }
]
}/api/v1/themes/compare Parameters
Request
curl -X GET "https://api.reviews.ai/v1/themes/compare?brands=orijen,acana,blue-buffalo&themes=ingredient_quality,palatability" \
-H "Authorization: Bearer YOUR_API_KEY"Response
{
"comparison": {
"ingredient_quality": {
"orijen": 0.96,
"acana": 0.94,
"blue-buffalo": 0.85
},
"palatability": {
"orijen": 0.91,
"acana": 0.89,
"blue-buffalo": 0.88
}
},
"benchmark": { "category_avg": 0.78 }
}Rate Limit
1000 req/min
Authentication
Bearer Token
Formats
JSON, CSV
Latency
<100ms avg
Try queries with sample data before purchasing
Get 500 fully enriched reviews to validate data quality before purchasing. Includes all themes, sentiment scores, and metadata.
Our data products power due diligence and market intelligence at leading firms.
"The pet food category data helped us identify underperforming brands ripe for turnaround investment."
Principal, Mid-Market PE
Consumer Products
"Granular ingredient and health theme data gave us edge in our pet industry thesis development."
Senior Analyst, Hedge Fund
Consumer Staples
"Brand sentiment benchmarking revealed acquisition targets we would have otherwise missed."
VP Strategy, CPG Conglomerate
M&A Pipeline
50+
Investment Firms
$2B+
Deals Informed
98%
Renewal Rate
24hr
Delivery Time
Flexible licensing options to match your investment research needs.
Complete historical snapshot
Continuous intelligence feed
Tailored data solutions
Join leading investment firms using our data to inform pet industry investment decisions.