✦ Autonomous Data Intelligence

Your data deserves
an autonomous analyst

Northstar investigates your data like a senior analyst — profiling sources, building a plan, running analyses, verifying claims, and delivering grounded executive memos.

Why Northstar is different

Unlike chat-with-data tools or notebook copilots, Northstar runs a structured investigation pipeline with built-in verification.

📋

Structured Planning

Creates a bounded analysis plan with risk flags before executing anything.

Autonomous Execution

Trend analysis, segmentation, chart generation, and optional ML — all deterministic and reproducible.

Built-in Verification

Checks artifact coverage, evidence links, and claim quality. Surfaces caveats instead of hiding uncertainty.

📄

Executive-Ready Reports

Generates polished memo, technical appendix, and reproducible notebook — not just raw tables.

💬

Grounded Q&A

Ask follow-up questions and get answers grounded in the run's actual artifacts and findings.

🔒

Trust by Design

Read-only, bounded retries, claim-to-evidence mapping, conservative language. Trust when it matters.

The 7-Stage Pipeline

Every investigation follows a structured, auditable pipeline.

1

Intake

Register CSV, Excel, JSON, and text data sources.

2

Profile

Schema detection, quality signals, null rates, date columns, sample rows.

3

Semantic Context

Infer entities, measures, dimensions, and candidate joins across sources.

4

Plan

Bounded analysis steps with risk flags. Optionally LLM-reasoned strategy.

5

Execute

Trend analysis, segmentation, chart generation, optional ML modeling.

6

Verify

Evidence audit, claim confidence scoring, caveat detection.

7

Deliver

Executive memo, technical appendix, Jupyter notebook, grounded Q&A.

How Northstar Compares

Existing tools force a tradeoff between autonomy and trust. Northstar delivers both.

CapabilityChat w/ DataNotebook CopilotAutoMLNorthstar ✦
Multi-step investigationLimitedManualNo✓ 7-stage pipeline
Evidence-grounded claimsNoNoPartial✓ Every claim linked
Confidence levelsNoNoNo✓ 3-tier rating
Built-in verificationNoNoNo✓ Caveats + risk flags
Mixed-source reasoningLimitedManualNo✓ CSV + text + joins
Executive reportsNoNoTables only✓ Memo + appendix

Get Started

Run your first investigation in under a minute.

# Clone and start
$ git clone https://github.com/mariamhassan/Northstar.git
$ cd Northstar && pip install -r requirements.txt
$ MPLBACKEND=Agg python -m uvicorn app.main:app --port 8000

# Open http://localhost:8000 and click "Run Sample Demo"
View on GitHub →