User research powered by AI.
Grounded in science.

AI user research built on structured methodology — not a chatbot. A system grounded in 100+ peer-reviewed, cognitive models, and bias controls — delivering the rigor of traditional research in under 30 minutes.

3-day free trial. No credit card required

What makes it research

Structured Methodology

Validated interview scripts, hypothesis-driven questioning, six-stage analysis. Every study follows a research protocol — not a conversation. The same structured approach a senior researcher would use, automated end to end.

Bias Prevention

Context isolation keeps personas from seeing your hypotheses. Sycophancy scoring flags agreement bias in real time. Stance diversity ensures your panel includes skeptics, not just supporters. These aren't prompt tricks — they're architectural controls that make research trustworthy.

Evidence Chains

Every finding traces back to the persona, the question, and the exact quote. Built-in confidence scores tell you which findings are strong and which need validation. Auditable from theme to source.

The pipeline

Four stages. Every stage peer-reviewed. Every output is auditable.

This is how AI user research works inside the Articos platform — a structured, multi-stage process designed for speed and reliability.

1
~2 min

Research Design

Define your research goal. Articos generates hypotheses and structures an interview script with built-in reliability conditions and cognitive branching paths — so the right follow-up questions get asked based on how each persona responds.

2
~3 min

Persona Generation

12–50 personas built from Big Five personality traits, domain knowledge, cultural context, and adoption stance. Champions, pragmatists, skeptics, and blockers — the full spectrum. Each one with episodic memory, cognitive biases, and knowledge boundaries mapped.

3
~20 min

Simulated Interviews

Each persona is interviewed independently. They can't see your hypotheses. They can't see each other's answers. No sycophancy. No groupthink. Responses reflect their individual personality, stance, and experience — not a generic AI average.

4
Instant

Synthesis & Report

Theme extraction, web validation, adversarial review, bias detection. Six stages produce a publication-ready report with confidence scores and evidence chains — not a summary, but a structured research deliverable.

What you get

Every report includes structured evidence you can audit, cite, and share.

Themes with confidence scores

Each finding includes a confidence rating so you know which themes to act on first — and which need further validation. Not every insight carries equal weight, and the report tells you that.

Supporting and refuting persona counts

See exactly how many personas supported, refuted, or were neutral on each finding. No consensus means you've found a genuine tension — not a data point to ignore.

Evidence chains with direct quotes

Every theme links to the persona and the specific quote that generated it. Cite it in your presentation. Share it with stakeholders. Trace it back to the source.

Web corroboration links

Articos cross-references findings against live web sources — published research, industry reports, and current data. External validation, not just internal consistency.

Methodology documentation

Every report includes the research design, persona demographics, interview scripts, and analysis methodology. Full transparency on how the findings were generated.

Built for teams who can't afford to guess

Agencies

Research every client pitch — not just the ones with budget. Walk into the room with structured audience insight that your competitors can't get from desk research alone.

Product Teams

Validate positioning and features using AI user research before committing the roadmap. Know what enterprise vs SMB buyers actually want — before sprint planning starts.

Consultants

Start every engagement with structured evidence, not instinct. Turn research into a billable deliverable that differentiates your practice and gives clients what they can't get elsewhere.

Frequently asked questions

AI user research uses artificial intelligence to simulate interviews, analyze user behavior, and generate insights without traditional participant recruitment. Platforms like Articos apply structured methodologies to ensure results are reliable, auditable, and useful for real product and marketing decisions.
Articos is a user research platform for AI user research that provides AI-powered audience insights grounded in a rigorous, science-based methodology. Unlike simple chatbots, it utilizes a structured research protocol based on over 100 peer-reviewed papers and cognitive models to ensure the speed of AI is matched with the rigor of traditional research.
Articos employs over 15 countermeasures to prevent the common failure modes of AI user research. This includes context isolation (ensuring personas don't influence each other), stance diversity (including skeptics and blockers), and sycophancy scoring to ensure the AI doesn't just tell you what you want to hear.
The AI user research platform follows a four-stage peer-reviewed process:
  • Research Design (~2 min): Generation of hypotheses and structured scripts with deep-probe branching.
  • Persona Generation (~3 min): Creation of 12–50 distinct personas with “Big Five” personality traits and specific domain knowledge.
  • Simulated Interviews (~20 min): Context-isolated sessions with episodic memory where each persona answers independently.
  • Synthesis & Report (Instant): Theme extraction and bias detection resulting in a publication-ready report.
Every report generated through AI user research is built on Evidence Chains. This means you don't just get a summary; you get direct [P] citations that link every finding back to a specific persona and the exact quote they provided. Additionally, reports feature [W] citations that cross-reference findings against live web sources for external validation.
Articos assigns a calibrated confidence percentage to every identified theme in its AI user research outputs. To remain "honest by design," these scores are capped at 75% when no refuting evidence exists, ensuring that the team understands the boundaries of the data.
AI User Research Platform (No Recruitment, 30-Min Insights) - Articos