What inference gives you
Sentiment read off public posts, plus a quarterly tracker. Both are real, and both describe the group they can reach.
Social listening reads the people who post. Sena asks the people who buy, so you see what they think of you against competitors, and where that is moving.
Your perception data is inferred. The people who buy most of your product keep their opinions to themselves.
How consumers rank you against competitors, why they switch, and where perception is moving, segment by segment.
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Sena, the Decision AI from Rwazi.
Decision AI with access to real-world dataStart with one question about your own perception data. Who is actually in it?
Public posts come from a self-selected few, and they skew to the strong opinion. That is a real signal about a small group, read as a signal about everyone.
The read is only as representative as the group behind it, it arrives on a quarterly rhythm, and it carries the same names every cycle.
Most people buy, use, and form a view of a product, then say nothing publicly about any of it. Those are the buyers your positioning depends on, and they sit outside what inference can read.
Choose the dimensions that matter: awareness, the consideration set, why people choose, satisfaction, likelihood to switch, and where you sit against named competitors.
Sena Consumer Activity puts those dimensions to real people in the markets and demographics you pick. They answer directly, so the data is stated by the buyer and consented to.
Sena splits the result by market, age, channel, and category use, so a shift inside one segment stays visible where an average would flatten it.
Run the same dimensions on a repeating cycle. Perception moves before purchasing does, so a decline in one segment reaches you while it is still a marketing question.
Sena reads perception against your own sales and, where you add it, against store coverage. Strong perception with thin coverage is a coverage job. Weak perception with wide coverage is a messaging job.
Measure brand perception in the markets that decide your quarter
See how Sena reads a market →The same dimensions carry into high-consideration categories, where trust drives whether a product enters the set at all.
| Capability | Role in this use case |
|---|---|
| Sena Consumer Activity | Core. It collects stated brand perception directly from people in your target markets: awareness, preference, why they choose, likelihood to switch, and where you sit against competitors. Every answer is zero-party data. |
| Sena (Decision AI) | Core. It structures the answers at scale, trends them over time, segments by market and demographic, sets them against your own sales, and returns competitive benchmarking by country. |
| Sena Connect and Integrations | Core. Brings in your historical tracking, your marketing spend by market, your sales by territory, and your campaign calendar, by CSV or Excel upload. |
| Sena Computer Vision | Optional. Add a store read to test perception against real coverage. Consumers who rate a product highly and rarely find it on the shelf point at a coverage gap. |
The engine here is what people tell you. The optional store read tests that answer against what they can actually buy.
Sentiment read off public posts, plus a quarterly tracker. Both are real, and both describe the group they can reach.
The stated view of people who buy the category and post nothing, collected in the markets you name, on the cycle you set.
A store read alongside it, so a perception score sits next to whether the product was even findable.
Sena
Illustrative interface. Numbers are an example, not a Rwazi result.
The core user. Track perception over time, find the gaps against competitors, and take positioning decisions on stated data.
Design the dimensions, read the segments, and put a number on questions a quarterly tracker answers late.
Strategy solutions →Measure what a campaign did to perception, and see which message landed with which segment.
Hear what people value and what they still want, and feed that into the pipeline.
Use perception as a leading indicator of business health, reported at board level.
A demo takes about 20 minutes. For most use cases, the first decisions land days after kickoff.
Every data point is zero-party, shared by a real consumer who consented, and traceable back to a named source.
Sena refreshes on demand, so a campaign window and a perception read can share the same dates.
Track awareness and conversion funnels over time in one recurring view.
See the use case → UC · Consumer UnderstandingTest a new product with real shoppers in your target market first.
See the use case → UC · Shelf & AvailabilityKnow what sits beside your products in every store.
See the use case →Tell us the decision you are weighing, and we will bring the market read to the conversation.
Bring the decision in front of you and we will run the first read against it on the call.