FoundryNet / OEMs / Chemical process

PROCESS / BATCH · CANONICAL DATA MODEL

Chemical process canonical data model: connect your Chemical process equipment to any AI agent

2,461 confirmed mappings·12 protocols·96% field coverage

Forge turns raw Chemical process tags into one clean, governed schema your AI agent already understands. One MCP call, no per-line integration project.

Try it free: 3 machines, no credit card → See it work →

Paste your Chemical process data and see it normalized in 30 seconds. No POC required.

Read-only. Forge reads your Chemical process data through standard industrial protocols. Read-only. Your equipment is never at risk.

The problem

Why Chemical process data is hard to integrate

Chemical reactors report pressure, pH and reactor temperature through DCS/PLC tags with cryptic historian names, the exact readings a safety-critical AI needs, locked behind per-site naming.

Typical Chemical process equipment communicates over OPC UA, Modbus TCP, MQTT Sparkplug B, BACnet/IP. Each firmware revision, model line and integrator names the same physical quantity differently, so every AI or analytics project pays the integration tax again, the tax that cancels 40% of industrial AI deployments before they ship.

The solution

One universal schema for every Chemical process line

Forge resolves Chemical process telemetry into Forge's canonical field set, the same 1,027-field canonical schema (366 resolvable from vendor tags today), used across all 47 vendor packs. Point Forge at the line, pass oem: "chemical", and spindle speed is spindle_speed_rpm whether it came from a Chemical process controller or anything else on the floor.

OPC UAModbus TCPMQTT Sparkplug BBACnet/IP

Vertical pack · 2,461 curated mappings

96%Field coverage

10Canonical process / batch fields

3,444Corpus mappings

Field coverage

What Forge resolves for Chemical process

Confirmed canonical fields your agent gets from Chemical process lines, drawn from Forge's 3,444-mapping corpus:

process.batch_idprocess.phase_stateprocess.reactor.temp_cprocess.reactor.pressure_barprocess.jacket.temp_cprocess.agitator_rpmprocess.flow_rateprocess.phprocess.level_pctprocess.cip_state

Sample normalization

Raw tag in		Canonical field out	Meaning
RX_PRESS: 3.4	→	process.reactor.pressure_bar: 3.4	reactor pressure
RX_TEMP: 88.0	→	process.reactor.temp_c: 88.0	reactor temperature
PH_1: 6.9	→	process.ph: 6.9	reactor pH
AGIT_RPM: 90	→	process.agitator_rpm: 90	agitator speed

30-second deployment

Add Chemical process to your agent with one call

No SDK, no per-tag mapping, no historian project. Connect the MCP server and normalize live Chemical process data:

claude mcp add --transport http forge https://mcp.foundrynet.io/mcp --header 'Authorization: Bearer YOUR_API_KEY'

# normalize raw Chemical process telemetry into the universal schema

curl -s https://forge.foundrynet.io/v1/normalize \

-H 'Content-Type: application/json' \

-d '{"data": {"RX_PRESS": 3.4, "RX_TEMP": 88.0, "PH_1": 6.9}, "oem": "chemical"}'

{"process.reactor.pressure_bar": 3.4, "process.reactor.temp_c": 88.0, "process.ph": 6.9, "coverage": "100%", "confidence": 0.97}

Unknown tags never get force-mapped. Fields below the confidence floor abstain rather than guess, so your agent never acts on a bad reading.

Start free: Forge API, 3 machines → See the full demo →

Where Chemical process fits

Protocols
OPC UA Modbus TCP MQTT Sparkplug B BACnet/IP

Vertical
process / batch

Other process / batch vendors
Food & beverage process Pharma process (GMP)

Same protocols, other industries
ABB Robotics DMG Mori Fanuc Heidenhain

Also searched as chemical, chem, reactor, distillation, petrochemical