Smart Column Renaming
CRUNCH reads your headers and renames them to clean, consistent, machine-readable names. "col_1" and "DATE FIELD" disappear for good.
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
See it in action
What CRUNCH does to your data.
messy_data.csv
Raw input
| col_1 | Col2 | DATE FIELD | rev$ |
|---|---|---|---|
| Jane doe | Mktg | 01/04/24 | $4,200.00 |
| NULL | marketing | April 1st | 4200 |
| JOHN SMITH | Eng. | 2024-04-03 | $4.2k |
| sarah K. | eng | blank | four 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_name | department | date | revenue |
|---|---|---|---|
| Jane Doe | Marketing | 2024-04-01 | 4200.00 |
| Unknown | Marketing | 2024-04-01 | 4200.00 |
| John Smith | Engineering | 2024-04-03 | 4200.00 |
| Sarah K. | Engineering | 2024-04-04* | 4000.00 |
What happens in between
01
Parse
File loaded into a distributed compute frame. Encoding, delimiter, and column count detected automatically.
02
Analyze
Claude reads every column header and samples each field. Data types, formats, and semantic intent are mapped.
03
Normalize
Dates cast to ISO 8601. Currency stripped to float. Names title-cased. Abbreviations and mixed casing unified.
04
Resolve
Nulls and blanks handled by context. Inferred values are flagged with an asterisk and written to a separate log.
05
Audit
Every transformation is committed to a human-readable change log before the clean file is written to output.
Stack
Apache Spark
Delta Lake
Claude AI
PySpark
Delta Sharing
REST API
What CRUNCH does
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.
Schema Standardization
Mixed dates, currency symbols, abbreviations, and inconsistent casing are detected and unified into one clean, consistent schema.
Metadata Enrichment
CRUNCH infers data types, adds source metadata, and flags anomalies so every downstream tool knows exactly what it is working with.
Missing Value Handling
Blanks, NULLs, and dashes are detected and handled. Fill with inferred values, flag for review, or replace with defaults. You decide.
One-Click Export
Download clean data as CSV, Excel, or JSON. Pipe directly into your BI tool, CRM, or workflow with zero reformatting required.
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.
The process
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.
Built on AiX principles
AI that serves you.
Not the other way around.
CRUNCH is built on Pix3l's AiX design philosophy and powered by Databricks One and Palantir Apollo. That means enterprise-grade distributed compute and operational intelligence do the heavy lifting while you stay in control. Every suggestion is visible, every change is reversible, and every decision is yours to make.
No black boxes. No guesswork. Just clean data you can trust, built the way Pix3l builds everything: research first, humans first, always.
Trey Secord, Founder, Pix3l LLC
Simple pricing
No surprises.
No fine print.
Starter
Free
Perfect for individuals cleaning the occasional dataset or exploring what CRUNCH can do.
- Up to 5 datasets per month
- Files up to 10MB
- CSV and Excel export
- Basic column renaming
- Community support
Most Popular
Pro
$29
/ month
For professionals and small teams who need reliable, repeatable data cleaning every week.
- Unlimited datasets
- Files up to 500MB
- All export formats
- Full Databricks pipeline
- Metadata enrichment
- Audit trail and history
- Email support
Team
$99
/ month
Shared workspaces, admin controls, and priority support for teams that run on clean data.
- Everything in Pro
- Up to 10 team seats
- Shared workspace
- Admin dashboard
- SSO and SAML
- Priority support
A Pix3l Product
Your data.
Finally clean.
Stop losing hours to spreadsheet tedium. Start shipping work you are proud of.
No credit card required. Cancel anytime.