Independent HVAC/R data platform

The structured data layer for HVAC/R equipment.

We turn manufacturer documentation into verified, cross-referenced, queryable data. Every value is traceable to its source document and page.

Request early access How the platform works

Model	Value	Conditions	Source
TLV109	8,670 BTU/h	R-448A · 25°F SST	p.15 · t0 ✓
TLV109	7,040 BTU/h	R-404A · 25°F SST	p.15 · t0 ✓
TLV109	8,500 BTU/h	R-448A · 10°F SST	p.15 · t0 ✓

Rows from the verified dataset. ✓ = checked against an independent product index.

84,795

Spec facts

1,877

Equipment identities

27K+

SKUs indexed

100%

Provenance coverage

How it works

Ingest

Manufacturer documentation and product APIs, acquired through a change-tracked lifecycle: cataloged, downloaded, promoted, extracted. Dense spec tables and nomenclature systems become structured claims.

Verify

Extracted identities are checked against independent authoritative product indexes. Precision metrics, a persistent human-adjudication ledger, and a promotion gate: unverified data does not ship.

Serve

Normalized OLAP fact tables served as a REST API, an MCP server for AI agents, and versioned columnar Parquet snapshots, with per-field provenance throughout.

Provenance

Every value knows where it came from.

Extraction without provenance is a liability. Each value in the dataset can be retraced to the exact page, table, and cell of the manufacturer publication it was read from, along with how it was read and how confident the extraction was.

Source · product data manual · p.15

Model	R-448A 25°F	R-404A 25°F
TLV106	6,300	5,120
TLV109	8,670	7,040

table p15_t0 · cell bbox [120.0, 140.7, 176.9, 152.8]

→↓

Extracted fact · verified ✓

model: TLV109
fact: capacity
value: 8,670 BTU/h
conditions: R-448A · 25°F SST
source: p.15 · table t0
method: pdfplumber · confidence 0.90

Offerings

REST API

Early access

Model lookup, specifications, and cross-references as clean JSON. Every spec value carries provenance: source document, page, table, and extraction confidence.

MCP server

Early access

The same dataset, agent-ready. Connect HVAC/R equipment data directly to AI assistants and chat tools, with grounded answers and citations built in.

Data snapshots

Early access

Versioned columnar Parquet exports of the full fact tables, for analytics teams and platforms that want the dataset itself, not just an endpoint.

Building on HVAC/R data?

Tell us what you need: API access, agent integration, or the dataset itself.

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