Two questions, both worth asking
Designed research answers why people think and choose as they do. Capture answers for what they bought, what they paid, and what they chose instead. Most teams need both.
Ipsos builds a study around your question and asks people directly. Rwazi is the Decision AI that reads what people buy and do across 190+ countries. Sena reasons across both.
Last updated: July 2026
Backed by NVIDIA Inception, Techstars, and Plug and Play.

Ipsos is one of the world's established authorities on designed research. It runs studies across brand, innovation, advertising, and qualitative work, with probability-based sampling.
Rwazi is the decision AI that sees the real world. Sena connects the data you already run with real-world signals from 190+ countries. It reads across your CRM, ERP, dashboards, and files through 250+ integrations.
A 5M+ consumer network shares consent-based activity. Computer vision captures conditions where people buy. A multi-step QA flow verifies every signal, and every answer traces to a signal you can inspect.
Ipsos asks the market structured questions and reads the answers well.
Rwazi reads what the market does.
Sena reasons across both hands, backing the next move with the evidence.
Designed research answers why people think and choose as they do. Capture answers for what they bought, what they paid, and what they chose instead. Most teams need both.
Sena reads across your CRM, ERP, dashboards, and files through 250+ integrations. It turns every file into one connected database. It reasons across all of it in one place.
Computer vision and a 5M+ consumer network capture what happens in the market. Sena reasons across your data, and every answer traces to a signal.
You may weigh an Ipsos alternative for decisions that turn on what people do. Here is where they differ.
| Dimension | Rwazi (Sena) | Ipsos |
|---|---|---|
| What it measures | Rwazi measures real-world activity: what people buy and do, where, and at what price. | Ipsos measures what people report when asked: attitudes, preferences, and the reasoning behind them. |
| Data source | A 5M+ consumer network shares consent-based activity directly. Every signal traces to a named source. | Ipsos runs designed studies and structured questions through its own sampling instruments, including probability-based sampling. |
| What it connects | Sena reads across your CRM, ERP, dashboards, and files through 250+ integrations. It reasons across all of it in one place. | Ipsos delivers through its own platforms and reporting, with a self-serve product for fast-turn studies. |
| Real-world read | Rwazi reads conditions where people buy from verified photos: product presence, real pricing, and availability. | Ipsos builds strength in study design and qualitative depth. |
| Coverage | Rwazi captures across 190+ countries from a 5M+ consumer network. | Ipsos operates in about 90 markets, by its own count. One figure counts where capture runs. The other counts are where the organization operates. |
| Evidence model | Every answer traces to the individual signal and the person who shared it. A dated photo sits behind each signal that carries one. | Ipsos traces to study design, sampling method, and the standards of the research profession. |
| Buyer | Enterprise decision, intelligence, and strategy teams make cross-market calls. | Brand, marketing, and strategy teams rely on Ipsos, alongside public bodies and media organizations. |
| What you get back | Sena reasons across your data and the market, then hands back the move with the evidence. | Ipsos returns results and recommendations from a study designed around your question. |
| Best fit | Rwazi fits decisions about market activity: in-store pricing, buyer switches, and a new market. | Ipsos fits designed research across many specialisms: brand, innovation, advertising, and qualitative work. |
This comparison is accurate as of July 2026, framed at a category level. Details vary by plan and use case.
Ipsos is the established standard for designed research. It is the right instrument for questions that need a study built around them. Teams look for an Ipsos alternative when the decision turns on what people are doing.
A well-designed study tells you what people say when asked. The purchase itself sits in a different lane: what was bought, at what price, and what won the moment. That read comes from the market.
Product presence, real prices, and stock on hand exist in the store itself. A research instrument leaves them aside by design. They decide once someone captures them there.
What people report in a study and what they reach for can differ. That is why a strong concept score and a soft launch can arrive together. Capture closes the gap by reading the choice itself.
A study answers the question it was designed around. The follow-up becomes the next study, with its own design and timeline. Capture answers to a new question directly, in the same pass.
Study design and sampling method are a real form of evidence, and they carry weight in the boardroom. A different question needs a different proof. It is the individual signal, the person who shared it, and the dated photo.
Your studies tell you how people react to the idea. Ask Sena what happened at the point of purchase. Rwazi shows what people bought, what they paid, and which brand took the sale.
Sena reads conditions where people buy from verified photos: product presence, pricing, and availability. It connects that to the data you already run. It reasons across all of it and hands back the move.
Your study covers the markets it was scoped for. Rwazi captures across 190+ countries. Rwazi reads the new and mature markets in the same pass.
Four reasons a team keeps its designed research and puts Sena beside it.
Sena reads your data and the real world, then hands back the move with the evidence.
One place to decideSena connects 250+ integrations across CRM, ERP, dashboards, and files, then reasons across them in one place.
250+ integrationsOpen the source, down to the signal and the dated photo behind it.
Every figure opensSena gives one live read across 190+ countries, captured from real people in the market.
190+ countries, one viewTell us what you are deciding, and we will show you the answer on a market like yours.
Tell us what you are deciding, and we will bring the market read to the call.
Every signal comes from a real person who shares it directly with consent. It carries a geo-tag and a timestamp.
A multi-step QA flow verifies each one before it reaches Sena. Rwazi weights coverage by contributor density and geography.
Every answer traces back to a real-world signal you can inspect. Rwazi runs computer vision and a QA flow so the decision sits next to your study results.
Two reads on when to look past designed research, and what most teams keep.
Designed studies answer the question they were built around, and a well-run study answers it well. Teams weigh an Ipsos alternative when the decision turns on what people are doing: what sold this month, what price won, and what is happening in a market before a study can be scoped.
Rwazi is the Decision AI company with a 5M+ consumer network that captures consent-based activity across 190+ countries. Sena reasons across your data and the market, then hands back the decision with the evidence.
How teams turn real-world data into decisions by function and by job.
All solutions →Sena, Rwazi's Decision AI, and the real-world datasets it reasons on.