AI-native research operations

Run research
with AI.

From survey design to response data, keep the operation connected.

View demo Read docs

Source, logic, and preview. One operating map. Actual product capture

Keep the research operation connected.

Design, run, and deliver — with the context intact.

Design with context

Build surveys with logic, media, and reusable blocks.

Preview the same source

Concept Test · Actual editor capture

Questions, conditions, and languages together
Inspect the source behind each question
Preview the same survey you edit

Explore the editor

Run with confidence

Test, collaborate, and launch without losing track.

Concept Test · Actual respondent preview

Preview the respondent experience
Check logic and quota conditions
Prepare a Survey Link when ready

Try the survey

Deliver usable data

Keep structure and context through to analysis.

Published response workspace capture with seven example rows, TEST and LIVE sources, columns, and Export

Published response workspace · Separate 7-row example

Inspect response status and provenance
Choose the columns your analysis needs
Export the response view with its definitions

Explore responses

.connected-reel{height:auto!important}.connected-showcase{position:static!important;height:auto!important;display:block!important}.connected-panels{display:block!important}.connected-panel{opacity:1!important;visibility:visible!important;transform:none!important;pointer-events:auto!important;margin-bottom:48px}.connected-panel-heading{display:block!important}[data-connected-nav]{display:none}

AI-ready by structure

AI understands code better than a GUI.

Explicit survey structure, logic, quota rules, and data definitions give agents something they can inspect and act on safely.

Inspect the source map

Research operation mapCode

1<survey id="concept_test">2<quota source="concept_quota" title="Concept assignment priority quota" />3<loop name="CT_CONCEPT_LOOP">4  <question type="ranking" name="Q8_{{item}}" display-style="accordion" />5  <question type="number" name="Q10_{{item}}" display-style="slider" />6  <question type="nps" name="Q11_{{item}}" display-style="carousel" />7</loop>8</survey>

Survey structure
Fieldwork rules
Runtime state
Data contract

One survey. A connected workflow.

Follow the work from a first question to usable response data. Editor and preview show Concept Test; responses use a separate public example.

Design

Give every question a clear structure.

Build questions in the editor. Keep the source, conditions, and presentation together as the survey takes shape.

Questions, content, assets, and languages
Conditions, loops, screening, and validation

Watch the walkthrough

Concept Test · Survey editor

Test & launch

See the experience before you share it.

Preview the respondent journey, check logic and quota rules, then publish a Survey Link when the survey is ready.

Preview and simulate runtime paths
Quota capacity, assignments, and collection controls

Try the survey

Concept Test · Respondent preview

Collect & deliver

Carry the context into every decision.

Review responses, compare report tables, and explore a dashboard. Export repeatable datasets with their definitions intact.

Response status, version, and operational metadata
Reusable reports and export templates

Explore responses

Actual published response workspace with TEST and LIVE status, columns, filters, and Export — Response workspace · Separate 7-row public example; not the report sample

.workflow-reel { height: auto; } .workflow-stage { position: static; height: auto; } .workflow-frames { height: auto; overflow: visible; } .workflow-chapter { position: static; transform: none !important; opacity: 1 !important; pointer-events: auto !important; } .workflow-chapter-nav { display: none; }

From responses to decisions

Turn completed responses into decisions.

Build reusable report tables and executive dashboards from the same survey structure, with every KPI tied to its source.

Report tables

Compare response cuts with reusable crosstabs.

Executive dashboards

Turn aggregate signals into a clear decision view.

Concept Test executive dashboard with a recommendation and concept comparison charts — Actual product capture · Concept Test · 100 simulated responses

Explore the result yourself.

Open the working dashboard, change a filter, or inspect the underlying report table. Both use the same Concept Test sample.

Dashboard sample Table sample

Samples open in a new tab. Only aggregate demo data is shown.

Actual Concept Test report table comparing decision index, appeal, NPS, and price

Work with AI.
Keep the decisions yours.

Difficult surveys. Complex logic. A clearer way to work.

Illustrative workflow · external AI assistance

Draft a concept test with skip logic.

Draft + inspect

Review in Vibe Survey

Human review before application

Built so AI can join the operation safely.

Skill

Planned

Reusable guidance for AI-assisted survey work.

Common instructions and workflows for tools such as Codex and Claude.

1 / 5

Automatic rotation is off for reduced motion. Use the controls to explore all five plans.

Skill · Planned Reusable guidance for AI-assisted survey work. Common instructions and workflows for tools such as Codex and Claude.

MCP · Planned Connect AI tools to the survey operating map. A planned interface to inspect survey structure and request supported operations.

ChatGPT Apps · Planned Continue survey work in the conversation. A planned app experience that carries the working context into ChatGPT.

API · Planned Build on the same structure and definitions. A planned external developer interface, separate from today's internal endpoints.

IDE Extensions · Planned Work on survey source inside your editor. Planned editing and inspection assistance for code editors such as VS Code.

AI-native research operations

Run research
with AI.

From survey design to response data, keep the operation connected.

View demo Read docs

Source, logic, and preview. One operating map. Actual product capture

Keep the research operation connected.

Design, run, and deliver — with the context intact.

Design with context

Build surveys with logic, media, and reusable blocks.

Preview the same source

Concept Test · Actual editor capture

Questions, conditions, and languages together
Inspect the source behind each question
Preview the same survey you edit

Explore the editor

Run with confidence

Test, collaborate, and launch without losing track.

Concept Test · Actual respondent preview

Preview the respondent experience
Check logic and quota conditions
Prepare a Survey Link when ready

Try the survey

Deliver usable data

Keep structure and context through to analysis.

Published response workspace · Separate 7-row example

Inspect response status and provenance
Choose the columns your analysis needs
Export the response view with its definitions

Explore responses

AI-ready by structure

AI understands code better than a GUI.

Explicit survey structure, logic, quota rules, and data definitions give agents something they can inspect and act on safely.

Inspect the source map

Research operation mapCode

1<survey id="concept_test">2<quota source="concept_quota" title="Concept assignment priority quota" />3<loop name="CT_CONCEPT_LOOP">4  <question type="ranking" name="Q8_{{item}}" display-style="accordion" />5  <question type="number" name="Q10_{{item}}" display-style="slider" />6  <question type="nps" name="Q11_{{item}}" display-style="carousel" />7</loop>8</survey>

Survey structure
Fieldwork rules
Runtime state
Data contract

One survey. A connected workflow.

Follow the work from a first question to usable response data. Editor and preview show Concept Test; responses use a separate public example.

Design

Give every question a clear structure.

Build questions in the editor. Keep the source, conditions, and presentation together as the survey takes shape.

Questions, content, assets, and languages
Conditions, loops, screening, and validation

Watch the walkthrough

Concept Test · Survey editor

Test & launch

See the experience before you share it.

Preview the respondent journey, check logic and quota rules, then publish a Survey Link when the survey is ready.

Preview and simulate runtime paths
Quota capacity, assignments, and collection controls

Try the survey

Concept Test · Respondent preview

Collect & deliver

Carry the context into every decision.

Review responses, compare report tables, and explore a dashboard. Export repeatable datasets with their definitions intact.

Response status, version, and operational metadata
Reusable reports and export templates

Explore responses

From responses to decisions

Turn completed responses into decisions.

Build reusable report tables and executive dashboards from the same survey structure, with every KPI tied to its source.

Report tables

Compare response cuts with reusable crosstabs.

Executive dashboards

Turn aggregate signals into a clear decision view.

Explore the result yourself.

Open the working dashboard, change a filter, or inspect the underlying report table. Both use the same Concept Test sample.

Dashboard sample Table sample

Samples open in a new tab. Only aggregate demo data is shown.

Work with AI.
Keep the decisions yours.

Difficult surveys. Complex logic. A clearer way to work.

Illustrative workflow · external AI assistance

Draft a concept test with skip logic.

Draft + inspect

Review in Vibe Survey

Human review before application

Built so AI can join the operation safely.

Skill

Planned

Reusable guidance for AI-assisted survey work.

Common instructions and workflows for tools such as Codex and Claude.

1 / 5

Automatic rotation is off for reduced motion. Use the controls to explore all five plans.

Skill · Planned Reusable guidance for AI-assisted survey work. Common instructions and workflows for tools such as Codex and Claude.

MCP · Planned Connect AI tools to the survey operating map. A planned interface to inspect survey structure and request supported operations.

ChatGPT Apps · Planned Continue survey work in the conversation. A planned app experience that carries the working context into ChatGPT.

API · Planned Build on the same structure and definitions. A planned external developer interface, separate from today's internal endpoints.

IDE Extensions · Planned Work on survey source inside your editor. Planned editing and inspection assistance for code editors such as VS Code.

Run researchwith AI.

Keep the research operation connected.

Design with context

Run with confidence

Deliver usable data

AI understands code better than a GUI.

One survey. A connected workflow.

Give every question a clear structure.

See the experience before you share it.

Carry the context into every decision.

Turn completed responses into decisions.

Report tables

Executive dashboards

Explore the result yourself.

Work with AI.Keep the decisions yours.

Built so AI can join the operation safely.

Skill

StartwiththeworkflowthatmakesAI-nativeresearchpossible.

Run researchwith AI.

Keep the research operation connected.

Design with context

Run with confidence

Deliver usable data

AI understands code better than a GUI.

One survey. A connected workflow.

Give every question a clear structure.

See the experience before you share it.

Carry the context into every decision.

Turn completed responses into decisions.

Report tables

Executive dashboards

Explore the result yourself.

Work with AI.Keep the decisions yours.

Built so AI can join the operation safely.

Skill

StartwiththeworkflowthatmakesAI-nativeresearchpossible.

Run research
with AI.

Work with AI.
Keep the decisions yours.

Run research
with AI.

Work with AI.
Keep the decisions yours.