Canadian Brand Equity & Sentiment Bias Audit (April - Oct 2026) | 500 Brands, Positive/Negative Friction & Trend Scores

Discover which brands command genuine consumer loyalty—and which ones face severe community pushback.

Provincial wholesale numbers only show what retailers restock, not how consumers feel after opening the package. Under Health Canada's strict marketing limitations, brand survival relies almost entirely on organic community discussions. A high-volume brand suffering from negative sentiment is often an early warning of slow-moving inventory, discounted fire sales, and customer churn.

This executive intelligence dataset tracks 500 Canadian brands across six active review communities over the 180-day window ending October 24, 2026. Discussions are categorized into Positive (+), Negative (-), and Neutral sentiment tiers and weighted by organic reach (Sum of Trend Score).

All duplicate brand variations, casing anomalies, and co-packer splits have been consolidated into 668 verified, standardized rows, giving brand managers, marketing directors, and retail category purchasers an unvarnished audit of consumer perception.

What's Included in the CSV:

- Cleaned & Unified Brand Names: Consolidated parent brands, eliminating casing splits (e.g., Frost, HighXotic, Unit 15, Four54, Cheers).

- Sentiment Bias Classification: Clear, unambiguous tiering across + (Positive), - (Negative), and Neutral rows.

- Weighted Trend Scores: Quantitative community attention metrics reflecting thread velocity, engagement depth, and post reach per sentiment tier.

- 500 Brands Covered: Comprehensive competitive benchmarking spanning premium craft micros, legacy flower favorites, and large-scale commercial value producers.

Strategic Value for LPs, Marketers & Retail Purchasers:

- Brand Health & Equity Auditing: Calculate exact positive-to-negative consumer ratios to see where your brand stands against provincial category competitors.

- Justifying Craft Price Premiums: See the hard data behind top-shelf leaders (like HighXotic, BLKMKT, and Unit 15) who command $40+ eighths by maintaining sub-5% negative sentiment.

- Early Churn & Risk Detection: Spot sudden spikes in negative community sentiment before declining reorders confirm a problem at retail.

- Competitive Intelligence: Audit competitor product lines to identify vulnerability areas where dissatisfied consumers are actively seeking alternatives.

Instant digital download (.CSV file compatible with Microsoft Excel, Google Sheets, Numbers, and Python/Pandas).