AI twins answer all your questions instantly. Live panelists validate in 30 minutes. Combine the speed and range of simulation with the certainty of real people.
Two perspectives. One deeper truth.
YouGov Parallax starts with the world's most trusted attitudinal and profile data. AI twins explore every question. Live panelists validate what matters. From discovery to deployment in under an hour.
Define your topic, audience, and questions and get a fast read from AI twins built from YouGov data.
Test the ground truth by running the most important questions using super-fast surveys, even add new questions.
Combine discovery and validation: calibrate your conclusions, iterate as needed, deploy with certainty.
Ask any YouGov audience. Get answers in seconds.
Validate with live humans - automated delivery in 30 minutes.
YouGov Parallax isn't just a research tool - it's a human context layer for your AI. Ground your models and agents in human perspectives, then validate against live people.
Power your AI
Use validated, human-grounded responses to build evaluation and preference data so your models reflect how real people actually think.
Give AI agents real human perspective at inference time via API and MCP - grounded in YouGov data, not generic assumptions.
Pressure-test what your AI generates against real audiences before it ships - and keep a human in the loop.
Research, create & test
Understand any segment's attitudes and behaviour in seconds - then dig deeper on what matters.
Produce ads, emails, and content rooted in real insight - not AI guesswork.
Validate ideas, ads, and messaging before you spend, with live-panel confirmation of what lands.
Every YouGov Parallax AI twin is built on real, constantly updated data from real live panelists - and stays that way. That grounding is what turns fast AI answers into answers you can act on.
Each twin is modelled on a real person from YouGov's panel - among the most deeply profiled people in the world, with thousands of attitudinal and behavioural data points.
Every answer a twin gives is grounded in that person's data - not assumptions or guesswork. Responses reflect how real people think and feel.
Continuous access to the real panel keeps profiles fresh - and lets you verify and validate twin answers against the humans they represent.
Full YouGov Parallax access lets you test responses, validate findings, and reveal what's really driving them, through super-fast surveys - fully automated, or discuss with a YouGov expert.
YouGov Parallax is an AI-powered research product and methodology that combines AI twin simulation with real-world survey validation. It helps users explore research questions quickly using AI twins built from YouGov data, then test, validate, and deepen the findings with live people through automated surveys, or with a YouGov expert.
AI twins are AI representations built from data real YouGov panel members share about themselves - their lives, views and how they make choices. You can ask them questions to explore how an audience might think or respond, in seconds. Unlike synthetic personas based on broad stereotypes, YouGov's AI twins are grounded in unique and real panel member data. Our unique approach means you can verify and validate twin answers against the humans they represent.
YouGov updates its vast proprietary data every single day. The full range and depth of this highly trusted data will be available for all AI twin simulations, but we will initially use a more limited set in routine applications.
The public demo lets you submit a research question and receive a report from YouGov's AI twin simulation model. It shows the speed and breadth of the simulation exploration layer and helps identify findings, reactions, or questions that may be worth validating with live people. With the full tool you can define your own audiences, ask many more questions and run deeper, multi-question studies, then validate the results with live panelists. Through our API and MCP, you can bring this human context into your own tools, agents, and workflows at scale - turning quick reads into research, and real human insight, you can act on.
Not automatically. The demo shows the AI twin exploration layer. Full YouGov Parallax access includes configurable real-world validation, allowing clients to test simulated findings against actual survey responses from live people.
You can choose the form and speed of validation, which can be automated or designed with help from our research experts. You can test all results, selected findings, or new follow-up questions through super-fast surveys running on our live panel. Validation is flexible: you can choose the same audience segment, or a narrower or broader slice, depending on your research needs.
Verification is how we check the robustness of the methodology itself. It works by comparing a twin's simulated answers against the real responses of the actual panel member it was built from, then measuring how closely they align. This tells us how well the method performs.
The key difference is who it's for and what it checks. Verification is about the methodology: does a twin answer the way the real panel member does? Validation is your check on the findings: do the results hold up when you put the questions to live panel members? One checks the method; the other checks the result.
The public demo of YouGov Parallax utilizes YouGov data from US and UK panelists. However, for enterprise customers, YouGov Parallax can be deployed for research in any of the 49 markets where YouGov Profiles is available.
YouGov Parallax is designed to combine AI-powered simulation with automated connected real-world validation. Instead of asking clients to rely on purely synthetic outputs, it gives them a way to test and ground those outputs through YouGov's panel, survey infrastructure, and research expertise, at any required speed.
No. YouGov Parallax is designed for custom and ad hoc research, such as concept tests, audience exploration, and one-off studies where speed and breadth are important. It is not intended to replace tracking studies, which require consistent real-world measurement over time.
Validation timing depends on the audience, sample size, question set, and study design. For configured enterprise clients, YouGov can support rapid validation options, including turnaround in as little as 30 minutes.
Yes. YouGov supports workflow integration through APIs and MCP, helping clients bring trusted human data and research capabilities into their own tools, agents, and decision-making processes. Contact the YouGov team to discuss full Parallax access and integration options.
Yes. YouGov Parallax can be integrated directly into your AI agents and workflows through our API and MCP (Model Context Protocol). That means your agents can call on AI twins and real-world validation whenever they need it - to inform research, add trusted audience context, test concepts and creative, or shape content - all grounded in YouGov data. Instead of working from generic AI assumptions, your tools and agents get live human insight at every step. Contact the YouGov team to discuss integration options as part of full Parallax access.