The Verifiable AI Data Analyst

The AI analyst that proves its numbers, not just states them.

Chat with any CSV or Excel file — total sales, top products, sales by region, predictions with explainable AI. Every answer is computed deterministically, carries a click-to-verify receipt, and is sealed with a cryptographic reproducibility certificate. LLM analysts can hallucinate; DataVerse can’t.

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100%
Deterministic metrics
SHA-256
Reproducibility certificate
2
Page executive report
0
Numbers invented by the LLM

From file to report in three steps

A clean division of duties keeps results fast, reliable, and reproducible.

1

Upload & ask

Drop in a CSV or Excel file and ask questions in plain English — total sales, hot products, sales by region, trends, predictions.

2

Analyse

Two specialised agents profile the data, compute KPIs, EDA and trends deterministically, train an optional model, and explain it with SHAP.

3

Verify & report

Every number carries a receipt and a cryptographic certificate. Export a 2-page executive report where each figure can be independently re-verified.

The Trust Stack

Six layers of proof no other analyst offers

ChatGPT and Julius give you numbers you have to trust. DataVerse gives you numbers you can check.

Show-the-math receipts

Click any KPI to see its exact formula, source columns, row count, and the real rows behind it.

Full audit trail

Receipts for every statistic, correlation, trend, and model metric — downloadable as one JSON log.

★ Unique

Reproducibility certificate

SHA-256 fingerprints of your data and results. One click re-runs the pipeline and proves every number reproduces exactly.

★ Unique

Verified what-if

Nudge a lever like “+10% price” and watch KPIs recompute deterministically — each hypothetical keeps its own receipt.

Data Quality Doctor

Detects duplicates, missing values, and type issues — then applies one-click deterministic fixes with a before/after diff.

Verified report export

A self-contained report where every KPI embeds its receipt and the certificate travels with the file.

Powered by exactly two agents

No sprawling agent swarm — just clear ownership and deterministic computation.

DatasetAgent

Data core
  • Secure upload & CSV/XLSX parsing
  • Header normalisation & type profiling
  • Quality scan: missing values & duplicates

AnalystAgent

Analytics & XAI
  • Semantic KPI mapping & EDA
  • Optional prediction & model evaluation
  • SHAP-grounded explainable AI

Deterministic-first guarantee: every metric you see is computed in Pandas / scikit-learn. The LLM only polishes narration — it can never invent a number.

Ready to analyse your data?

Spin up the workspace, upload a dataset, and download a polished report in minutes.