FoundryNet / OEMs / Chemical process

PROCESS / BATCH · TELEMETRY NORMALIZATION

Chemical process telemetry normalization: connect your Chemical process equipment to any AI agent

16,908 confirmed mappings·18 OEM families·14 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 the full demo →

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 normalizes Chemical process telemetry into Forge's canonical field set, the same 366 canonical fields used across all 18 manufacturers. 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 · 28 curated mappings

96%Field coverage
10Canonical process / batch fields
16,908Corpus mappings

Field coverage

What Forge normalizes for Chemical process

Confirmed canonical fields your agent gets from Chemical process lines, drawn from Forge's 16,908-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 inCanonical field outMeaning
RX_PRESS: 3.4process.reactor.pressure_bar: 3.4reactor pressure
RX_TEMP: 88.0process.reactor.temp_c: 88.0reactor temperature
PH_1: 6.9process.ph: 6.9reactor pH
AGIT_RPM: 90process.agitator_rpm: 90agitator 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 Connect, 3 machines → See the full demo →