Pix3l · AI Orchestration

CRUNCH. Messy data, solved.

Stop wrestling with broken columns, mixed formats, and spreadsheet chaos. CRUNCH cleans your data in minutes using Databricks, no technical skills required.

14k+ Datasets cleaned
98% Accuracy rate
<4min Average clean time
0 Formulas needed

What CRUNCH does to your data.

Stack
Apache Spark
Delta Lake
Claude AI
PySpark
Delta Sharing
REST API
messy_data.csv Raw input
col_1Col2DATE FIELDrev$
Jane doeMktg01/04/24$4,200.00
NULLmarketingApril 1st4200
JOHN SMITHEng.2024-04-03$4.2k
sarah K.engblankfour thousand
$ crunch --input messy_data.csv --clean --audit
parse4 cols · 4 rows · UTF-8 analyzedates · currencies · name casing normalize12 transformations applied resolve2 nulls inferred · 0 dropped auditchanges.log written
clean_data.csv ready  ·  4 rows  ·  4 columns  ·  0 errors
clean_data.csv Clean output
full_namedepartmentdaterevenue
Jane DoeMarketing2024-04-014200.00
UnknownMarketing2024-04-014200.00
John SmithEngineering2024-04-034200.00
Sarah K.Engineering2024-04-04*4000.00

Built for real
messy data.

No formulas. No scripts. No frustration. CRUNCH runs on Databricks to read your data like a professional and clean it accordingly.

01
Renaming

Smart Column Renaming

CRUNCH reads your headers and renames them to clean, consistent, machine-readable names. "col_1" and "DATE FIELD" disappear for good.

02
Schema

Schema Standardization

Mixed dates, currency symbols, abbreviations, and inconsistent casing are detected and unified into one clean, consistent schema.

03
Enrichment

Metadata Enrichment

CRUNCH infers data types, adds source metadata, and flags anomalies so every downstream tool knows exactly what it is working with.

04
Recovery

Missing Value Handling

Blanks, NULLs, and dashes are detected and handled. Fill with inferred values, flag for review, or replace with defaults. You decide.

05
Export

One-Click Export

Download clean data as CSV, Excel, or JSON. Pipe directly into your BI tool, CRM, or workflow with zero reformatting required.

06
Security

Secure by Default

Your data never trains our models. All processing runs in an isolated Databricks environment. SOC 2 compliant, GDPR-ready, and built with Pix3l's Responsible Data Stewardship principles.

Three steps.
Zero headaches.

Upload your data

Drop in any CSV, Excel, or Google Sheet. CRUNCH supports files up to 500MB and accepts data in any state, corrupted headers, mixed formats, all of it.

Review the plan

CRUNCH shows you exactly what it will change before touching a single cell. Approve, adjust, or override each suggestion. You stay in control the whole time.

Export clean data

Download your polished dataset in the format you need. Every change is logged in a human-readable audit trail for full transparency.

AI that serves you.
Not the other way around.

CRUNCH is built on Pix3l's AiX design philosophy. Enterprise-grade compute does the heavy lifting while you stay in control.

01

Transparent

Every suggestion is visible. Every transformation is logged. You see exactly what CRUNCH will change before it touches a single cell.

02

Reversible

Every change is reversible. Full audit trail, version history, and one-click rollback. Nothing is permanent until you say it is.

03

Human-first

You approve, reject, or edit every decision. AI proposes, you dispose. No black boxes, no guesswork, no surprises.

AiX Principles

Five layers.
One pipeline.

CRUNCH processes your data through five discrete layers, each purpose-built for a single job. Nothing skips a step. Nothing runs blind.

01
Ingestion

Raw data in. Clean structure out.

Accepts CSV, Excel, JSON, and database exports. Normalizes encoding, schema, and structure before anything else runs.

02
AI Planning

Claude reads it first.

Claude analyzes your dataset, detects anomalies, and generates a ranked transformation plan before touching a single row.

03
Human Review

You approve every change.

You approve, reject, or edit the plan before any processing begins. Full visibility, full control, zero surprises.

04
Processing

Databricks does the heavy lifting.

Databricks distributed compute executes approved transformations at scale, handling datasets that break local tooling.

05
Output

Clean data, full audit trail.

Clean, validated data delivered in your preferred format with a full audit trail of every change made.

A Pix3l Product

Your data.
Finally clean.

Stop losing hours to spreadsheet tedium. Start shipping work you are proud of.