Now in private beta

The AI IDE built for data scientists

Skout is the AI-native workspace where you chat with your notebooks, query your data in plain English, and ship models faster. Think Cursor — but it actually understands your dataframes.

Free during beta · No credit card · Works with Jupyter, pandas & your warehouse
churn_analysis.ipynb — Skout
1# Skout autocompletes across your whole notebook
2import pandas as pd
3df = pd.read_parquet("events.parquet")
4
5# ⌘K → "flag customers at risk of churn"
6df["at_risk"] = (
7  (df.last_seen_days > 30) &
8  (df.plan == "free")
9)
10df.at_risk.value_counts()
You
Why is my churn model overfitting?
Skout
Your model sees leak_signup_date — it encodes the label. I've dropped it and re-run CV: AUC settled from 0.98 → 0.86. Want me to apply the fix to cell [7]?
Speaks the tools you already live in
JupyterpandasPolarsDuckDBSnowflakescikit-learn
Why Skout

An AI that actually reads your data

Most AI tools autocomplete text. Skout understands your dataframes, your schema, and your experiment history — so its suggestions are grounded in your real data.

💬

Chat with your notebook

Ask questions about any cell, dataframe, or chart. Skout has full context of your session — no copy-pasting into a chatbot.

🧠

Schema-aware completions

Autocomplete that knows your column names, dtypes, and joins. Fewer KeyErrors, faster feature engineering.

🔍

Catches data leakage

Skout flags leaky features, target imbalance, and silent NaN drift before they wreck your model in production.

Natural-language SQL

Query Snowflake, BigQuery, or a local Parquet in plain English. Skout writes the SQL and shows you the plan.

📊

One-line visualizations

"Plot revenue by cohort" → a clean, publication-ready chart. Iterate by chatting, not by fighting matplotlib.

🔁

Reproducible by default

Every experiment is versioned with its data snapshot and params, so "it worked on my machine" finally means something.

How it works

From raw data to shipped model — in one place

Connect your data

Point Skout at a notebook, a Parquet file, or your warehouse. It indexes your schema in seconds.

Build by conversation

Clean, join, engineer features, and train — describe what you want and review Skout's edits inline.

Ship with confidence

Skout audits for leakage and drift, versions the run, and exports a reproducible pipeline.

Private beta

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