Loading vibe-surveyPreparing the next workspace surface.
Product philosophy
Keep the research operation connected.
Design the survey, manage runtime rules, collect responses, and prepare data without rebuilding context between tools.
Design with context
Questions, logic, assets, and languages stay in one inspectable project.
Run with confidence
Preview, simulate, launch, and manage quotas from the same operating model.
Deliver usable data
Responses and export templates stay aligned with the definitions that produced them.
AI-ready by structure
AI needs operational context, not another screenshot.
Explicit survey structure, logic, quota rules, and data definitions give agents something they can inspect and act on safely.
Research operation mapHTML DSL
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
Product proof
The work stays connected at every stage.
runtime-map.htmlHTML DSL
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>Design survey
Questions, content, assets, and layouts.
Define logic
Conditions, loops, screening, and validation.
Manage quotas
Capacity rules, assignments, and status.
Validate
Preview and generate scenarios before launch.
Launch
Publish respondent-ready Survey Links.
Collect
Persist responses with version and runtime context.
Review
Inspect response status and operational metadata.
Deliver data
Export predictable datasets with reusable templates.
Research workflow
One workflow across the research lifecycle.
Move from authoring to collection and delivery without disconnecting the source, runtime, and response data.
Research workflow
- DesignBuild questions, content, and project structure.
- ValidateTest logic, quotas, and runtime paths before launch.
- LaunchPublish a respondent-ready Survey Link.
- CollectStore responses with version and operational context.
- DeliverReview and export repeatable datasets.
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 decision
Aggregate response signal
- Lead concept
- Aurora
- Advance
- Decision index
- 75
- Weighted portfolio signal
- NPS
- +35
- Personal-use recommendation
Portfolio priority
Decision index by concept
- Aurora75
- Beacon70
- Compass57
- Ember53
- Drift45
AI roadmap
Built so AI can join the operation safely.
Today, the platform keeps the research map explicit. Skills, MCP, and app integrations build on that foundation as they become available.
- Planned
Codex Skill
Programmatic access for reasoning over survey structure and rules.
- Planned
Claude Skill
Inspect, summarize, and author surveys from explicit source.
- Planned
MCP
Model Context Protocol endpoint for survey maps and operations.
- Planned
ChatGPT Apps
Embedded app surface for building surveys inside agent workflows.