Clarity lands quickly
The core benefit is understood, especially when the outcome appears before the process.
AI-assisted exploratory research
Research ideas
before you build them.
Pneuma runs fast, interactive synthetic focus groups so teams can pressure-test ads, product concepts, and interfaces while they are still easy to change.
Synthesis
Three signals worth exploring
Strong
Trust needs evidence
Participants want to know how recommendations are formed and when to rely on them.
Control reduces friction
A visible way to adjust the audience makes the workflow feel more credible.
The gap
Feedback rarely moves at the speed of an idea.
Teams make important product and messaging decisions before they have enough signal. Traditional research can take time to recruit and repeat; intuition alone is fast, but fragile.
Pneuma creates a useful middle step: fast, structured, AI-assisted feedback that helps teams find the questions worth validating with real people.
What Pneuma unlocks
From a rough idea to
a sharper research plan.
Explore reactions, compare perspectives, and identify risk before investing in a full research round.
Audience-aware panels
Frame the audience that matters and explore where different perspectives converge or disagree.
Multimodal review
Test product language, ad concepts, and interface creative in one guided workflow.
Theme synthesis
Turn many reactions into a clear view of strengths, objections, and open questions.
Interactive follow-ups
Ask why a reaction occurred and probe one perspective, a segment, or the full panel.
How it works
A research loop built for iteration.
Move from an open question to a decision-ready set of hypotheses without turning the public product into a black-box promise.
- 01
Frame
Define the audience, stimulus, and learning goal.
- 02
Run
Evaluate the concept across structured perspectives.
- 03
Explore
Review patterns, friction, and segment differences.
- 04
Validate
Carry the strongest questions into real-world research.
A clear boundary
“Synthetic feedback should help you ask better questions—not pretend the questions are already answered.”
Directional by design
Pneuma is for early signals, hypotheses, and iteration. It is not statistically representative evidence.
Human validation matters
Consequential decisions still require direct customer research, representative data, and domain expertise.
Limitations stay visible
Outputs can reflect model limitations or bias and should be interpreted with appropriate judgment.
Roadmap
Building toward a more useful research workspace.
Directional plans; priorities may change as the product evolves.
Concept, ad, and interface research · audience exploration · interactive follow-ups · synthesized themes.
Variant comparison · sharable readouts · reliability signals · collaborative workflows.
Research integrations · longitudinal learning · mixed synthetic and primary methods.
Pneuma is in active development
Have an idea worth
pressure-testing?
We would love to hear what you are building and how you approach early research.
Start a conversation