OAIRA

OAIRA

The agentic market research and intelligence platform you own.

OAIRA combines AI-guided survey design, autonomous AI interviewers, simulation-based validation, deep research pipelines, and real-time analytics into one cohesive system. Keep your data and methodology on your own stack — deploy via API, CLI, or MCP.

Who it's for

Teams

Market researchers, product teams, HR and training, educational institutions, and developers building research-powered applications who want AI acceleration without losing control.

What it solves

The expertise barrier, the validation gap, and integration fragmentation. Research rigor is encoded in the platform — not in specialized headcount.

Capabilities

  • AI-guided survey design

    Eight professional research methodologies — Jobs-to-be-Done, User Journey Mapping, Gap Analysis, Hypothesis Testing, and more. Describe your research goal; the AI recommends a methodology, walks you through guided steps, and generates a complete structured survey.

  • Agentic simulation

    Run surveys against pools of AI personas before deploying to real respondents. Two modes: LLM mode (up to 150 agents with full qualitative depth) and Statistical mode (up to 1,000 agents in seconds at near-zero cost using probabilistic trait models). The platform flags divergences between synthetic and real response patterns to catch design flaws early.

  • Autonomous AI interviewer

    Deploy a conversational AI agent that conducts open-ended qualitative interviews. The agent tracks coverage across your research brief, adapts its probing based on responses, and extracts structured answers from the full conversation.

  • Research studies

    Project-level wrapper for a full research program. Define a research brief, attach surveys, simulations, and respondent pools, upload context documents, track a 12-step readiness checklist, and let the AI Research Designer guide you from question to launch inside a unified workspace canvas.

  • Deep research pipelines

    An 8-phase agentic workflow — planning, discovery, triage, extraction, modeling, synthesis, validation, finalization — that ingests uploaded documents, performs semantic search via pgvector, tracks citation chains, and produces confidence-scored synthesis.

  • Assessment and teaching mode

    Surveys can operate as scored assessments with follow-on actions triggered by responses: remediation lessons, instructional videos, resource links, or AI-generated explanations. Session summaries aggregate scores and show per-question breakdowns.

  • Experience cards

    Beyond questions: video capture, audio capture, interactive sliders, scenario explorers, chart embeds, AI research cards, and insight callouts. Mix questions and cards in one flow.

  • Real-time analytics and reporting

    15+ chart types, methodology-specific analysis (Ulwick opportunity scores, journey friction rates, gap pairs), AI-powered analytics chat, and streaming report generation. Export to PDF, PowerPoint, Excel, HTML, or DOCX.

  • Embedded AI agents

    Eight specialized AI agents live directly inside every major admin page — survey builder, simulation console, research studio, report editor, pool manager, and more. Each agent knows the current page context and the entity you're working on, enabling natural conversation-driven workflows without leaving your screen.

  • Agent archetypes

    Configure interviewer personas with continuous tone sliders — formality, assertiveness, empathy, verbosity, and systematic depth. Sandbox-test any archetype live before deploying to real respondents. Three system templates ship out of the box; create unlimited custom archetypes per org.

  • Study Architect

    Compose multi-step research programs as visual node graphs. Chain surveys, interviews, simulations, analysis steps, conditional branches, and output nodes into a single executable study flow. Drag-and-drop canvas with React Flow, auto-save, and per-org scenario library.

  • Live simulation dashboard

    Monitor simulation runs in real time with per-agent cohort cards, live sentiment inference, and metric bento tiles. Toggle War Room mode for a dark high-contrast command view designed for active monitoring sessions.

  • API-first

    OpenAPI 3.0 spec at /api/docs. RESTful endpoints, bearer token auth, Zod-validated payloads. Full CRUD for surveys, simulations, personas, interviews, agent archetypes, study scenarios, research runs, and reports.

Differentiators

  • Methodology is code, not advice — research rigor is embedded in executable workflows, not documentation or specialist headcount.

  • Simulate before you deploy — validate survey design with AI personas before committing fieldwork budget to real respondents.

  • One system for research, assessment, and content delivery — not a survey tool bolted onto a report builder.

  • Full LLM cost visibility — every AI call is logged, attributed to a feature and entity, and surfaced in the usage dashboard. Plan-aware limits with admin override capability.

Integrations

  • REST API

    OpenAPI 3.0 spec at /api/docs. Swagger UI at /admin/api. Full CRUD plus streaming endpoints for AI-powered operations.

  • CLI

    OAIRA CLI for terminal and CI workflows. Manage surveys, respondents, simulations, and more. Configure with an API key from Integrations.

  • MCP

    HTTP Model Context Protocol server at /api/mcp. Connect Claude Desktop, Cursor, VS Code, or any MCP-compatible client to your research data. Configure via /admin/mcp.

OAIRA — Orchestrated AI Research Agents