YouGov Parallax

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 data. AI twins explore every question. Live panelists validate what matters. From discovery to deployment in under an hour.

How it works

Explore with AI twins

Define your topic, audience, and questions and get a fast read from AI twins built from YouGov data.

Validate with live panelists

Test the ground truth by running the most important questions using super-fast surveys, even add new questions.

Move forward with confidence

Combine discovery and validation: calibrate your conclusions, iterate as needed, deploy with certainty.

Try YouGov Parallax

Ask any YouGov audience. Get answers in seconds.
Validate with live humans - automated delivery in 30 minutes.

Put real people into your AI

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

Training

Build evaluation & preference sets

Use validated, human-grounded responses to build evaluation and preference data so your models reflect how real people actually think.

Inference

Ground your agents on demand

Give AI agents real human perspective at inference time via API and MCP - grounded in YouGov data, not generic assumptions.

Evaluation

Evaluate AI outputs with humans

Pressure-test what your AI generates against real audiences before it ships - and keep a human in the loop.

Research, create & test

Explore

Explore any audience

Understand any segment's attitudes and behaviour in seconds - then dig deeper on what matters.

Create

Generate grounded content

Produce ads, emails, and content rooted in real insight - not AI guesswork.

Test

Test concepts and creative

Validate ideas, ads, and messaging before you spend, with live-panel confirmation of what lands.

Why you can trust it

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.

Drawn from YouGov's panel

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.

Grounded in real data

Every answer a twin gives is grounded in that person's data - not assumptions or guesswork. Responses reflect how real people think and feel.

Continuously validated

Continuous access to the real panel keeps profiles fresh - and lets you verify and validate twin answers against the humans they represent.

Ready to go deeper with live people?

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.

Frequently asked questions

What is YouGov Parallax?

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.

What data are you using?

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.

What can I do with the public demo?

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.

Are the demo results validated by live people?

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.

How does real-world validation work?

You can choose your form and speed of validation. It can be automated or tailored to the study. Clients can test all findings, or selected findings, or new follow-up questions through super-fast automated surveys or with help from our research experts. These can be run with a subset of the actual panel members whose 'twins' were used, a fresh general population sample, or any targeted audience, depending on the research need.

Which markets are available?

YouGov Parallax is initially available to YouGov Profiles subscribers in the U.K. and U.S. The public demo also supports exploration in those markets. Additional markets will be added as the product develops.

How is YouGov Parallax different from other synthetic or simulation research tools?

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.

Is YouGov Parallax designed to replace traditional surveys or trackers?

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.

How quickly can findings be validated?

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.

Can Parallax connect to our existing AI or research workflows?

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.

Does YouGov Parallax offer API and MCP access?

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.