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1
Data
2
Validation
3
Semantics
4
Agents

Upload Dataset

Select one or more files (CSV or JSON) for your analysis. The first file clears the workspace, additional files are merged.

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Supports .csv and .json

Data Validation & Cleaning

Stoa Data Refiner has profiled your data. Review the cleaning steps and any warnings.

Semantic Layer & Business Rules

Answer the questions to help the agents understand business logic, unclear columns, or KPI definitions.

Building semantic layer...

Preparing the analysis environment and briefing all agents.

Analyzing answers...
Registering definitions...
Configuring AI agents...

Configure AI Agents

Select which expert agents to include in the analysis and debate of your data.

Primary Analyst (Claude 5)

Lead analyst. Writes and executes Pandas code in real-time, builds data structures, and creates graphs/charts.

Challenger (GPT 5.4)

Research partner. Reviews the analyst's conclusions and contributes a critical perspective.

Data Auditor (Gemini 3.1 Pro)

Auditor/Statistician. Performs hypothesis tests, analyzes distributions, correlations, and ensures statistical significance.

Commercial Strategist (DeepSeek v4 Flash)

Business strategist. Focuses on business value, translating data into concrete recommendations and ROI impacts.

Stoa

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Drop a CSV or JSON to begin
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Consensus & Agreement

  • No consensus identified yet. Continue the debate to build consensus.

Disagreements & Open Questions

  • No conflicts or open questions identified yet.

Dialogue

Panel (AI Analysts)
Upload a dataset (CSV or JSON) to get started. I can analyze any data with AI-powered Pandas queries and visualize it as an interactive graph.