Do I need data science or machine learning experience?

Not at all. Doushi is designed for software engineers, product managers, and founders as well as data professionals. You can chat with the AI in plain English to ask questions about your model, understand why predictions are made, or test live samples directly in conversation.

How do I test my model before using it in production?

Every model comes with an interactive live simulator. You can drag sliders and adjust sample inputs right in your browser to see how predictions change in real time, along with plain-English explanations of why.

How does the hosted REST API work?

When you are satisfied with your model, deploy it with one click. You get a secure HTTPS endpoint and an API key to integrate into your application immediately.

Is my data safe and private?

Yes, 100%. All servers and storage infrastructure are hosted in Germany (Frankfurt, EU) in full compliance with strict European data protection standards (GDPR / DSGVO). Your datasets and model weights are encrypted in transit and at rest in isolated sandbox environments, used exclusively to train your specific models, and never shared, sold, or used to train public AI models. You retain full intellectual property ownership of all your data and models.

Like Lovable, but for Machine Learning|Prompt + Dataset ➔ Live Model in Minutes

Turn raw data into production AI models with a single prompt.

Just upload your dataset and describe what you want to predict. Doushi cleans your data, finds the best algorithm, and deploys a live hosted REST API in minutes. Zero ML expertise needed.

Try For Free See How It Works

Describe what you want to predict:

telecom_churn.csvAuto-Train

Generate Model

Prompt + CSV Upload

Chat to Explain

Interactive Live Sliders

1-Click Hot Inference

100% Python Code Export

Interactive Product Tour

The exact app interface you will use.

Explore the real workspace: chat to build models, inspect plain-English KPIs, test live sliders, batch score CSVs, and export production code.

app.doushi.ai/project/customer_churn_model

Model ReadyTrained in 42s

LightGBM AutoML Pipeline✓ Success

Customer Churn Prediction Model

REST Inference Endpoint

curl -X POST https://api.doushi.ai/api/projects/churn_v1/predict \
  -H "Content-Type: application/json" \
  -H "X-API-Key: dsh_live_sec_89f0a21" \
  -d '{
    "tenure": 36,
    "MonthlyCharges": 75,
    "Contract": "one_year",
    "TechSupport": true,
    "PaperlessBilling": true
  }'

Live Model Tester & Playground

Experiment with inputs, test batch CSV data, or edit raw JSON payloads in real-time.

Quick Samples:

tenure (months)numeric

MonthlyCharges ($)numeric

Contractcategorical

TechSupportbinary

True (1)

Prediction Result

⚡ 14 ms (RAM CACHE TIER)

Predicted Class:0 (Retained) (17.9% risk)

{
  "prediction": 0,
  "churn_probability": 0.1790,
  "risk_assessment": "Retained / Healthy Account",
  "latency_ms": 14.2
}

Built for Simplicity

Everything you need to ship AI models fast.

No complicated machine learning pipelines or infrastructure setup. Just prompt, test, and deploy.

Prompt + Dataset ➔ Production Model

Just upload your CSV or Excel file and describe what you want to predict in natural language. Doushi handles data cleaning, feature engineering, and model selection automatically.

Input Format

CSV, Excel, Parquet, JSON

Build Time

Under 60 seconds

Human Oversight

100% Transparent Code

Chat to Explain & Inquire

Ask your AI data scientist why specific predictions are made, understand feature impact in plain English, and test live predictions directly in conversation.

Plain-English metric explanations

Live in-chat predictions on demand

Interactive Live Simulator

Test your model before writing a line of code. Drag sliders and enter sample inputs to see how predictions change dynamically in real time.

Plain-English Insights (Explainable AI)

No black-box mystery. Doushi explains which factors drive predictions so you can share actionable business insights with your team.

1-Click Hosted REST API

Deploy your model to production with one click. Get instant API keys, fast response times (14ms), and ready-to-use snippets for Python, Node.js, and cURL.

doushi-cli on GitHub

Official CLI & 100% Code Export

Train and predict directly from your terminal with doushi-cli. Install via PyPI or download complete, readable scikit-learn & FastAPI code. Zero lock-in.

$ pip install doushi-cliPyPI v1.0.4

3-Step Simple Flow

How Doushi AI Works

Transforming weeks of complex data science work and server setup into a smooth 3-step workflow.

Step 1: Intent & Data

Prompt & Upload Dataset

Upload your CSV or Excel file and describe what you want to predict in plain English (e.g. "Predict customer churn" or "Forecast monthly product sales").

Automated in minutes

Step 2: Auto-Training

AI Cleans, Trains & Tunes

The AI agent automatically handles missing data, creates smart features, tests multiple machine learning algorithms, and fine-tunes settings for maximum accuracy.

Automated in minutes

Step 3: Instant API

Test Live & Deploy API

Test predictions with live interactive sliders in your browser. Deploy a production-ready REST API with one click, or export the complete Python code.

Automated in minutes

Transparent Pricing

Predictable plans for every stage

Start for free. Upgrade as you scale training runs and production inference.

Free

Prototyping & evaluation.

€0/mo

1,000 API calls / mo (10 req/s)

20 AI Assistant chat runs

3 Model projects / mo

1 Hosted model (Cold standby)

Max 25 MB dataset size

Get Started

Starter

Solo founders & freelancers.

€49.99/mo

10,000 API calls / mo (30 req/s)

100 AI Assistant chat runs

15 Model projects / mo

2 Team seats included

3 Active hosted models

Max 150 MB dataset size

Upgrade

Frequently Asked Questions

Everything you need to know about building and deploying AI models with Doushi.

Doushi is like Lovable, but for Machine Learning. Instead of writing hundreds of lines of code or setting up servers, you simply describe what you want to predict in natural language and upload your dataset (CSV, Excel, Parquet). Doushi cleans your data, finds the best AI model, and gives you an instant live API.