What a small qualitative read gives you
Direction, language, and a sense of the objections. Useful early, and thin as a basis for committing a production line.
Show the concept to real people in the market you are launching into, and see it judged against the shelf it will land on, at the prices already there.
The capital goes out before a single consumer in the target market sees the product.
Which variant to launch, at what price, in which market first, and what it is up against on the shelf.
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Sena, the Decision AI from Rwazi.
Decision AI with access to real-world dataA launch has one gate. Almost all the money crosses it before a consumer in the target market has seen the product.
The formulation, the pack, the variant list, and the price point all get set internally and signed off. A small qualitative read supports the call, and the people in it are rarely the people who will buy.
The product reaches the shelf, lands beside whatever is already there at whatever that costs, and the market answers within a quarter.
The data that would have changed the decision arrives on the far side of the gate. Concept testing exists to move it across, and it earns its place to the degree that consumers judge the concept against what they can actually buy today.
Decide what has to be answered: concept appeal, pack preference, the variant list, the price range, purchase intent, and the competitive set you are entering.
Sena Consumer Activity puts the images, the descriptions, and the preference exercises in front of real consumers in the exact market, demographic, and channel you are targeting. They respond on their phones.
Sena returns a willingness-to-pay range for each variant, so you see the point where volume and margin both hold.
Sena Computer Vision reads the shelf your product is entering: who is on it, at what price, in what formats. The concept gets judged against the choice a shopper already has.
Sena names the variant with the strongest purchase intent, the price point that carries it, the market to open in, and the competitor it will take share from.
Validate the concept before the line is committed
See how Sena models a launch →The same structure carries flavour and format innovation, where the variant list is long and the manufacturing commitment starts early.
| Capability | Role in this use case |
|---|---|
| Sena Consumer Activity | Core. Real consumers in your target market evaluate the concept and return preference, willingness-to-pay, and purchase intent. Every answer is zero-party data. |
| Sena Computer Vision | Core, and the reason the answer holds. It reads the competitive shelf in the target market so the concept is judged against the products, prices, and formats a shopper can reach today. |
| Sena (Decision AI) | Core. It synthesises preference, price signal, and competitive context, models the launch, and returns a go decision with the evidence attached. |
| Sena Connect and Integrations | Core. Brings in your category sales, your past launch performance, your coverage plan, and your marketing investment, by CSV or Excel upload. |
Both reads are load-bearing here. Stated preference tells you what people want, and the shelf read tells you what they can already have.
Direction, language, and a sense of the objections. Useful early, and thin as a basis for committing a production line.
Preference and price from consumers in the market you are entering, at a scale you can act on, with the competitive shelf read alongside it.
The variant you build, the price you set, the market you open in, and the case you take to the investment committee.
The core user. Validate the concept, the flavour, the format, and the pack before the manufacturing commitment starts.
Take a go decision to leadership with consumer evidence behind it, and name the variant you are backing.
Innovation solutions →Check that the concept occupies the position you intended, against the alternatives a shopper already sees.
Open the trade conversation holding consumer demand for the product in that buyer’s own market.
Sales solutions →De-risk the capital call. A better pre-launch signal changes the size of the bet as well as the direction.
A demo takes about 20 minutes. For most use cases, the first decisions land days after kickoff.
Preference gets measured against the products, prices, and formats already available in that market, so the answer reflects a real choice.
Sena refreshes on demand, so a stage gate and a consumer read can share the same dates.
Hear what shoppers think about your brand in their own words.
See the use case → UC · Consumer UnderstandingUnderstand why shoppers pick one product over another at the point of purchase.
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.