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Product and innovation teams

Run concept testing with the consumers who will buy it

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.

Backed by NVIDIA Inception, Techstars, and Plug and Play. Every preference is zero-party data, shared directly by a consumer in your target market who consented to share it. A multi-step QA flow checks each signal before it becomes a decision.
The problem

The capital goes out before a single consumer in the target market sees the product.

What Sena decides

Which variant to launch, at what price, in which market first, and what it is up against on the shelf.

Industries

FMCGBeveragesSnack FoodsPersonal CareSpirits

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Sena, the Decision AI from Rwazi.

Decision AI with access to real-world data

The problem

A launch has one gate. Almost all the money crosses it before a consumer in the target market has seen the product.

Before the gate you hold an opinion

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.

After the gate you hold a result

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.

SET AND SIGNED OFF INSIDE FORMULATION PACK VARIANT LIST PRICE POINT A SMALL QUAL READ THE PEOPLE IN IT ARE RARELY THE BUYERS. THE SHELF ANSWERS WITHIN A QUARTER YOURS $2.79 $2.99 $3.49 $2.89 $3.19 THE DATA ARRIVES AFTER THE MONEY IS SPENT.
How it works

How Sena runs concept testing

01
VARIANT AVARIANT BVARIANT C APPEALPACK PRICE RANGEINTENT THE COMPETITIVE SET

Structure the validation

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.

02
CONCEPT IN THE TARGET MARKET

Show the concept

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.

03
DROP-OFF · $3.49 PRICE → VOLUME AND MARGIN BOTH HOLD

Size the price

Sena returns a willingness-to-pay range for each variant, so you see the point where volume and margin both hold.

04
$2.79$2.99 $3.49 $2.89$3.19 JUDGED AGAINST THE CHOICE ON THE SHELF

Place it against the real shelf

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.

05
LAUNCH VARIANT B$3.49MARKET 1 VS RIVAL C ONE CALL, WITH THE EVIDENCE ATTACHED

Recommend the launch

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 →
Industries served

Industries and Rwazi capabilities involved

FMCGBeveragesSnack FoodsPersonal Care & BeautyAlcohol / Spirits

The same structure carries flavour and format innovation, where the variant list is long and the manufacturing commitment starts early.

Check out Rwazi and Sena capabilities

CapabilityRole in this use case
Sena Consumer ActivityCore. 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 VisionCore, 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 IntegrationsCore. 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.

The gap

What you know before you commit

01

What a small qualitative read gives you

DIRECTION, NOT A BASIS

Direction, language, and a sense of the objections. Useful early, and thin as a basis for committing a production line.

02

What Sena adds

PREFERENCE AND PRICE, AT SCALE

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.

03

What that changes

VARIANTPRICE MARKETTHE CASE WHAT GOES TO COMMITTEE

The variant you build, the price you set, the market you open in, and the case you take to the investment committee.

Ask Sena

Illustrative interface. Numbers are an example, not a Rwazi result.

Who uses it

Roles and functions

Product development

The core user. Validate the concept, the flavour, the format, and the pack before the manufacturing commitment starts.

Innovation and new product teams

Take a go decision to leadership with consumer evidence behind it, and name the variant you are backing.

Innovation solutions →

Brand management

Check that the concept occupies the position you intended, against the alternatives a shopper already sees.

Commercial and sales

Open the trade conversation holding consumer demand for the product in that buyer’s own market.

Sales solutions →

Finance and FP&A

De-risk the capital call. A better pre-launch signal changes the size of the bet as well as the direction.

Why teams trust Sena

01

Get decision-ready answers fast

A demo takes about 20 minutes. For most use cases, the first decisions land days after kickoff.

02

The concept meets the shelf it will land on

Preference gets measured against the products, prices, and formats already available in that market, so the answer reflects a real choice.

03

A read lands in weeks, not quarters

Sena refreshes on demand, so a stage gate and a consumer read can share the same dates.

20-min live walkthrough

Talk to Sena about the launch you are about to commit to

Tell us the decision you are weighing, and we will bring the market read to the conversation.

Watch a live demo of Sena Decision AI
See this use case run on a market like yours
Get the questions from your own team answered

Start from your own question

Bring the decision in front of you and we will run the first read against it on the call.

Talk to the Rwazi team

FAQs

01 What is concept testing?
Concept testing puts a product idea in front of real consumers before it is built, then measures appeal, preference between variants, and intent to buy. The standard concept testing definition covers the idea, the pack, the price, and the positioning, tested as a package. Teams also ask what is a concept test, and it is one round of that work, run against one audience, with the results read against the decision it has to support.
02 What is concept testing in marketing?
Concept testing in marketing checks whether the idea and the way it is expressed both land, so it covers the claim, the name, the pack, and the message as well as the product. Concept testing marketing work sits earlier than campaign measurement: this decides what to say, and campaign measurement scores what saying it achieved. Sena runs the earlier half against consumers in the market you are entering.
03 What are concept testing methods?
The common methods for concept testing split three ways. Monadic concept testing shows each person a single concept, which keeps the score clean and needs more people. Comparative testing shows several at once, which surfaces preference and invites people to rationalise. Sequential testing works through them in order. Qualitative concept testing methods add the reasons behind a score, and quantitative concept testing gives you the number to decide on, so most teams run qualitative first to find the language and quantitative second to size it.
04 What are good concept testing questions?
Start with unaided reaction, then narrow. Ask what the product is for and who it is for, in the consumer’s own words, before showing any claim. Ask which variant they would pick and why. Ask what they would expect to pay, then ask at your intended price whether they would buy it. Ask what they buy today instead, which is the question most concept testing questions leave out and the one that anchors everything else. Close on what would stop them buying again.
05 How to run a concept test?
Define the decision the test has to support, then work backwards to the audience, the variants, and the questions. Recruit consumers who buy the category in the market you are entering. Show the concept as images and description, collect preference and price response, and read the results against the shelf those consumers actually shop. Teams asking how to do concept testing usually have the concept and want the audience, and teams asking how to run concept tests at scale want the same design repeated across markets.
06 What are concept testing examples?
Concept testing examples usually look like a variant decision: three flavours down to one, two pack sizes down to the one that holds margin, or a price ladder that finds where intent falls away. A useful concept testing example also captures what the consumer buys today, so the result reads as a switch away from something, which an abstract preference score leaves out.
07 What is concept testing in new product development?
Concept testing in new product development is the stage gate between an idea and a commitment, and product concept testing is the part of it that scores the product itself, where campaign testing scores the message. Concept testing for products covers appeal, variant preference, willingness to pay, and purchase intent. Sena runs it against real consumers in the launch market and reads the answer against the competitive shelf there.
08 Why is concept testing important?
Concept testing is important because it can move the expensive decisions earlier, while changing the formulation or the price still costs a meeting and leaves the production run untouched. It also names what the consumer buys today, which turns a preference score into a share question. The value sits in the order of events more than in the score itself.
09 What should I look for in a concept testing platform?
Sort candidates on who they can actually reach. The best concept testing platforms recruit consumers who buy the category in the market you are launching into, over whoever happens to be available. Ask any concept testing platform three things: which markets it reaches, how the people in it were recruited, and whether the result can be read against what is on the shelf in that market. Teams comparing the best platforms for concept testing, or the best platforms for digital concept testing specifically, tend to find the last question separates them. Sena answers it with a store read alongside the consumer read.
10 Can Sena run ad concept testing?
Yes, for the consumer half. Ad concept testing scores the idea and the message before production, and Sena collects that response from consumers in the target market. Online concept testing of creative works the same way, with the concept shown on the phone. Teams that shortlist advertising concept testing companies for creative execution often keep Sena for the market read underneath it, since the two answer different questions about the same campaign.