Manufacturing data

Data from across the factory floor.

From intent, employment and firmographic signals to proprietary plant records, Watt makes manufacturing data available for AI.

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Available data

What Watt already knows about Manufacturing.

Broad signal on the people, companies and demand across the industry. Deeper plant records sourced to order.

Available now7 categories
Business intentEquipment purchases · Automation · Plant expansion
EmploymentPlant managers · Process engineers · Quality leads
ContactsProcurement · Operations · Supply chain
FirmographicsOEMs · Contract manufacturers · Suppliers
FinancialRevenue bands · Funding events · Growth signals
Supply chainSupplier networks · Sourcing regions · Lead times
SemiconductorsFabs · Equipment vendors · Design firms
In progress now

Proprietary records that live inside plants. Watt sources them to your requirements.

ProductionWork orders · Yield · Downtime logs
QualityInspection records · Defect reports · Certifications
Request a dataset

Example signals shown. Depth and coverage vary by category.

Go deeper

We go where the data actually lives.

The records that matter most in manufacturing rarely sit in one system, and most never reach the web. Watt works with manufacturers to collect them and join them into one usable record.

Loading docks and rooftop equipment on a manufacturing plant at sunset
Plant operations
  • Where it lives
  • MES
  • ERP
  • Spreadsheets
  • Machine data
  • Email
  • PDFs
  • Archives
  • Offline records
  • Human workflows
Line 4, Work order 2207Illustrative
Order1,200 units, due FridayERP
RunShift 2, 94% yieldMES
MachineSpindle alarm cleared 03:15Sensor
QualityFirst article approvedEmail
SpecDrawing rev C on filePDF
Joined, rights-cleared and traceable to its source.
What it can power

Built for AI that works in manufacturing.

  1. 01

    Train industry-aware models

    Give models exposure to real production records and domain behavior.

  2. 02

    Build industry agents

    Ground agents in actual companies, people, demand and operations.

  3. 03

    Evaluate industry capability

    Test models against real-world manufacturing tasks and plant context.

  4. 04

    Power industry applications

    Embed manufacturing signals into products through API, MCP or bulk delivery.

How it works

Acquire. Refine. Deliver.

  1. 01Acquire

    Access existing and hard-to-source industry data.

  2. 02Refine

    Normalize, structure, enrich and prepare it for AI.

  3. 03Deliver

    Bulk, API, MCP or a human interface.

Delivery

Use the data however you need it.

Proof

What stands behind the data.

Rights & provenance

Every record traces back to where it came from, with its permitted uses agreed in writing.

How Watt sources data
  • Records172K+
  • Years of history10+
  • Source systems72

Looking for Manufacturing data we don’t have yet?

Tell us what you need. Watt can source it.

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