Independent data tools · Private preview

Better decisions start with better data.

Practical calculators and comparisons built from verifiable public datasets. Explore real specifications, understand the trade-offs, and make more informed decisions.

✓ Transparent sources ✓ Adjustable assumptions ✓ No registration required
Operating-cost explorer Research pilot
Unique model records in the EPA API snapshot
628

From the official ENERGY STAR dataset · 05 Nov 2026

Last update, source quality and changes ↗

Example annual utilities (selected similar models)
True Refrigeration TCIM-530-HA1-A~*-#USD 657.00 / yr
True Refrigeration TCIM-630-HA1-A~*-#USD 657.45 / yr
Follett IM-2000-ACUSD 666.45 / yr
Illustrative rates: 250 lb/day · 300 days/year · $0.18/kWh · $12/1,000 gal. Not purchase prices. EPA catalog snapshot; site-specific performance is unverified.
Explore the platform

Tools for real-world questions.

Start with a working cost calculator, or explore the research topics we're evaluating next. No confusing menus or unnecessary accounts.

Working prototype

Commercial ice-machine costs

Compare certified energy and potable-water ratings using your production needs and utility prices.

Research

Smart-home compatibility

Researching reliable ways to compare device protocols, supported functions and hub requirements.

Research

Construction activity

Evaluating public building-permit data for useful, privacy-conscious trend dashboards.

No tools match that search. Try “ice”, “home”, or “construction”.

How our data works

Transparent from source to answer.

A data point is only useful when you know where it came from, when it was updated, and what it can—and cannot—tell you.

  • ✓ Source-linked records and clear timestamps
  • ✓ Explicit assumptions and calculation formulas
  • ✓ No invented product prices or certifications
Read our methodology
01

Collect

Retrieve permitted, documented data from trustworthy public sources.

02

Validate

Check numeric units, missing fields, duplicates and source changes.

03

Compare

Apply the same buyer assumptions across comparable products.

04

Explain

Present limitations, sources and useful results without hiding the method.

Featured tool

What could an ice machine cost to operate?

Adjust your expected demand and rates, then compare rated efficiency across the sampled machines.

Open the comparison