Sentiment Benchmarking: Know Where You Stand
Sentiment Benchmarking adds market context to your sentiment score so teams can see whether they are above, below, or near the benchmark.
Benchmark in one glance
The new comparison makes sentiment useful faster. Instead of asking whether 57% is good, average, or disappointing, you get the answer immediately against the tracked market baseline.
Your score
57%
positive sentiment for the current period
Industry average
43%
benchmark across tracked cannabis brands
Gap
+14pp
how far you sit above the benchmark line
Readout
Outperforming
context in plain language, not just a raw number
What the comparison actually shows
The feature is deliberately simple on the surface. Underneath that simplicity is a cleaner decision flow: your number, the market number, the gap, then the meaning.
Your score
The sentiment result for your brand over the selected window, shown with the same scoring logic you already use elsewhere in VueLeaf.
Benchmark line
The industry average for comparable tracked brands, so a strong or weak score no longer exists in isolation.
Point delta
A simple positive or negative percentage-point difference that tells you how far ahead or behind you are immediately.
Plain-language context
A sentence like “you are +14 points above the benchmark” removes interpretation work for busy teams and stakeholder readouts.
Why context changes the decision
Benchmarking matters because it separates market-wide sentiment drift from brand-specific performance. That is the difference between monitoring and knowing what to do next.
When you are above benchmark
When you are below benchmark
Under the hood improvements
The visual comparison is new, but we also tightened the infrastructure behind it so the benchmark view is fast, reliable, and easier to trust.
Performance
Faster analytics reads
The benchmark comparison runs on dedicated analytics data so the view stays quick even as tracked volume grows.
Model quality
Stronger sentiment confidence
Scoring improvements make the comparison more useful because the underlying sentiment signal is less noisy.
Accessibility
Clearer visual contrast
The ring display and delta states are easier to read with keyboard navigation and friendlier color usage.
Use it now
Sentiment Benchmarking is live in your analytics workflow. Open your sentiment view and switch the benchmark comparison on to see whether your current score is truly strong or just looks that way in isolation.