Production ML Infrastructure

Upload data.
Get predictions.

A six-agent swarm ensemble that trains on your CSV, tunes itself automatically, and returns predictions with confidence scores and SHAP explanations — via REST API.

Start for $99/mo → View API Docs

// how it works

Three steps to production ML

No ML expertise required. Upload your data, get an ensemble model, start predicting.

⬆

Upload your CSV

POST your dataset to /v1/train. Any classification task — lead scoring, churn prediction, fraud detection, medical triage.

⚡

Swarm trains itself

Six agents (XGBoost, LightGBM, Random Forest, SVM, GBM, and more) compete and collaborate. Optuna tunes hyperparameters. Best agents get weighted higher.

🎯

Get predictions + explanations

POST features to /v1/predict. Get back class, confidence score, per-class probabilities, and SHAP feature importance — all in one call.

// live api

Works with any language

Standard REST. JSON in, JSON out. One header for auth.

curl · python · node · any http client

# 1. Create a model
curl -X POST https://swarm-ml.com/v1/models \
  -H "x-api-key: swarm_sta_xxxx" \
  -d '{"name": "lead_scoring"}'

# 2. Train on your CSV
curl -X POST https://swarm-ml.com/v1/models/abc123/train?target_column=label \
  -H "x-api-key: swarm_sta_xxxx" \
  -F "file=@your_data.csv"

# 3. Get predictions
curl -X POST https://swarm-ml.com/v1/models/abc123/predict \
  -H "x-api-key: swarm_sta_xxxx" \
  -d '{"features": [[35, 75000, 650.5, 12, 8]]}'

# Response
{
  "predicted": "high",
  "confidence": 0.9421,
  "consensus": 1.0,
  "probabilities": { "low": 0.02, "medium": 0.04, "high": 0.94 }
}
    

AGENT-A

XGBoost

val_acc 0.9421 · weight 0.32

AGENT-B

LightGBM

val_acc 0.9133 · weight 0.26

AGENT-C

Random Forest

val_acc 0.8734 · weight 0.18

AGENT-D

SVM + RBF

val_acc 0.8901 · weight 0.12

AGENT-E

Gradient Boost

val_acc 0.8512 · weight 0.08

CONSENSUS

Weighted Ensemble

ensemble_acc 0.9607 · agents 6

// pricing

Simple, transparent pricing

No setup fees. No per-seat pricing. Pay for what you use. Cancel anytime.

Starter

^A$99

per month · billed monthly

50,000 predictions / month

3 trained models

REST API access

6-agent swarm ensemble

SHAP explainability

Email support

Get started →

Upload data. Get predictions.

Three steps to production ML

Works with any language

Simple, transparent pricing

Upload data.
Get predictions.