Rwazi vs Numerator

Need a alternative?

Numerator is a strong choice for household panel tracking in the markets it covers. Rwazi reads consumer activity across 190+ countries, and Sena hands back the decision with the evidence. See how the two compare for a global brand.

Backed by NVIDIA Inception, Techstars, and Plug and Play.

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What's the difference between Rwazi and Numerator?

Numerator delivers deep United States and North American purchase measurement from receipts, loyalty, and app activity. Rwazi reads consumer activity across 190+ countries, and Sena, its Decision AI, returns the decision with the evidence.

Numerator shows what shoppers bought in its core markets; Rwazi helps a global brand decide what to do next. Many teams keep both. Capabilities may vary by plan and use case.

Coverage across 190+ countries

Numerator is strongest in the United States and North America. Rwazi reads consumer activity across 190+ countries from one contributor network, so a global brand sees every market with the same quality of evidence.

Activity, not only receipts

Numerator's read is anchored to captured receipts and transactions. Rwazi reads what people do across the wider journey, so you can sense demand before it shows up in a receipt.

A decision, returned

Numerator delivers measurement for your team to interpret. Sena returns the decision with the evidence attached, so the answer and the reason arrive together.

Rwazi vs Numerator, side by side

Both are strong at what they were built for. If you are weighing a Numerator alternative for global decisions, here is where they differ, described plainly. Specifics depend on plan and use case.

Rwazi (Sena)
Data source

Reads consent-based consumer activity, shared directly by the people it comes from.

Geographic coverage

One read across 190+ countries.

Contributor scale

A 5M+ consumer contributor network.

What you get back

Sena returns a business decision with the evidence attached.

Refresh cadence

Reads activity live, as it happens.

Best fit

Global, cross-market, cross-category decisions.

Buyer

Global brand, strategy, and decision teams.

Numerator
Data source

Builds purchase measurement from consumer-submitted receipts, loyalty data, and app activity.

Geographic coverage

Strongest across the United States and North America.

Contributor scale

A large United States household group.

What you get back

Delivers measurement for your team to read and interpret.

Refresh cadence

Updates frequently on a fast purchase-to-publish cadence.

Best fit

United States CPG market-share and price-pack measurement.

Buyer

United States CPG brands, retailers, and agencies.

How Rwazi and Numerator differ.
Rwazi (Sena)Numerator
Data sourceReads consent-based consumer activity, shared directly by the people it comes from.Builds purchase measurement from consumer-submitted receipts, loyalty data, and app activity.
Geographic coverageOne read across 190+ countries.Strongest across the United States and North America.
Contributor scaleA 5M+ consumer contributor network.A large United States household group.
What you get backSena returns a business decision with the evidence attached.Delivers measurement for your team to read and interpret.
Refresh cadenceReads activity live, as it happens.Updates frequently on a fast purchase-to-publish cadence.
Best fitGlobal, cross-market, cross-category decisions.United States CPG market-share and price-pack measurement.
BuyerGlobal brand, strategy, and decision teams.United States CPG brands, retailers, and agencies.

Comparison accurate as of July 2026 and framed at a category level. Details vary by plan and use case.

See how Sena works

Where Numerator may not fit

Numerator is a strong choice for measuring the United States and North American CPG. Buyers look for a Numerator alternative when a few specific decisions sit outside what it was built for.

Global expansion and market entry

Global cross-market decisions.

Built around United States and North American measurement, so allocating across many countries at once needs coverage beyond its core.

Demand sensing

What happens before the purchase.

Built around captured receipts and transactions, so consideration, availability, and pre-purchase activity sit outside the receipt lens.

Custom decision support

Bespoke decision questions.

Built as a templated, self-serve environment, so deep custom cross-cuts can be constrained for analytically heavy teams.

Executive decision support

The decision, not just the numbers.

Built to deliver measurement, so drawing the decision and the reason together is left to your team.

Portfolio brands

Broad multi-category scope.

Built with category add-ons, so covering many categories at once can raise cost.

Services and durable goods

Beyond packaged goods.

Built for CPG, FMCG, and home-improvement contexts, so categories outside packaged goods sit beyond the sweet spot.

How Rwazi helps where the gap shows

A bespoke decision question, answered directly.

The problem: your decision is specific, and a fixed report layout rarely shapes to it. You ask Sena the exact question you need to decide, and it reasons across the activity to answer it. So you get the call you came for, instead of a standard report you have to rework.

Many categories, one read.

The problem: your portfolio spans many categories, and coverage cost climbs with each one you add. Rwazi reads consumer activity across categories from a single contributor network. So one read spans your whole portfolio at once.

Reach beyond packaged goods.

The problem: your categories extend beyond CPG into services and durable goods. Rwazi reads what people actually do in any category. So you get the same activity read wherever you compete.

Why global teams add Rwazi alongside Numerator

Days, not quarters.

A first answer in a live demo, decisions in days.

Built for global teams.

One read across 190+ countries.

Real activity you can trace.

Every signal traces back to its source.

Alongside Numerator, not instead.

Add global coverage without leaving your United States measurement in place.

See Rwazi on your category.

Tell us what you are deciding, and we will show you the read and the decision on your own market.

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Already work with Rwazi? Talk to your team →

How Rwazi works, with proof on every answer

Rwazi captures consent-based consumer activity from its 5M+ contributor network, checks it through a multi-step QA flow, and Sena returns the decision with the evidence behind it. Capture, process, decide, with provenance you can open and inspect on every answer.

  1. 01Capture
  2. 02Process
  3. 03Decide
Proof we can stand behind today: backed by NVIDIA Inception, Techstars, and Plug and Play.
See how Sena works

See how Rwazi compares to others

Rwazi vs NielsenIQRwazi vs Suzy
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FAQ

Frequently asked questions

What is the difference between Rwazi and Numerator?+

Numerator is built for deep United States and North American purchase measurement from consumer-submitted receipts, loyalty, and app activity. Rwazi reads consent-based consumer activity across 190+ countries, and Sena returns the decision with the evidence behind it. Numerator shows what shoppers bought in its core markets; Rwazi helps a global brand decide what to do next.

What is zero-party consumer data?+

Zero-party data is information people share directly, with their consent. Rwazi gathers consumer activity this way across 190+ countries, so every signal is yours to use and traces back to a named source. That consent and traceability is what lets Sena stand behind the decision it returns.

How current is each provider's data?+

Numerator updates frequently and promotes a fast purchase-to-publish standard. Rwazi reads activity live as it happens, so a global brand can act on what the market is doing now.

How is Rwazi's Decision AI different from delivered measurement?+

Measurement gives your team numbers to read and interpret. Sena reasons on the activity and returns the decision itself, with the evidence attached, so the answer and the reason arrive together.

Is Numerator built around United States data?+

Numerator is built around United States and North American purchase measurement, and it does extend internationally. For brands making decisions across many markets at once, Rwazi reads consumer activity across 190+ countries in one place.

How does Numerator collect its data?+

Numerator draws on consumers who submit their receipts and share app and loyalty activity, with demographic detail attached. It is a considered, well-established approach to United States purchase measurement.

Which is better for global or cross-market brands?+

For decisions that span many countries, Rwazi is the better fit: 190+ country coverage, one contributor network, and a decision returned by Sena. Teams focused on United States CPG market-share measurement often keep Numerator and add Rwazi for the global picture.

Do Rwazi and Numerator publish pricing?+

Both are priced by plan and scope rather than a public list. The right way to compare cost is on the decisions each one lets you make in the markets you care about.