munge.ai

Turn Chaos Into Context

Transform disparate data sources into consistent, AI-ready signal. We find the signal in the noise so your agents and applications can perform at their best.

We Munge All Data Types

From pipelines to particles, APIs to archives—every format, every source

Pipeline Flow
Code Transformation
{"id":123,"nm"...
ERROR: null
missing: value
type: ???
{
"id": 123,
"name": "User",
"type": "account"
}
Signal Processing
Funnel Convergence
Structure Formation
Before / After
Before
After

One Platform, Infinite Data Sources

Connect Anything

Pull data from databases, APIs, files, and more. We handle the complexity of diverse data formats and structures.

Smart Transformation

Our intelligent munging pipeline cleans, normalizes, and structures your data automatically.

AI-Ready Output

Get consistent, context-rich data that your AI agents and applications can immediately use.

Signal From Noise in Three Steps

1

Connect Your Sources

Point munge.ai to your data sources—databases, APIs, files, or streams. No matter how messy or diverse.

2

Define Your Context

Tell us what signal you're looking for. Our platform learns your data patterns and applies intelligent transformations.

3

Deploy with Confidence

Get clean, consistent, context-rich data flowing directly into your AI agents and applications.

Ready to Transform Your Data?

Stop wrestling with messy data. Start building better AI applications today.