FoundryNet / OEMs / Pharma process (GMP)

PROCESS / BATCH · TELEMETRY NORMALIZATION

Pharma process (GMP) telemetry normalization: connect your Pharma process (GMP) equipment to any AI agent

16,908 confirmed mappings·18 OEM families·14 protocols·96% field coverage

Forge turns raw Pharma process (GMP) 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 Pharma process (GMP) data is hard to integrate

GMP batch lines encode phase state, jacket temperature and agitator speed across validated PLC tags and historians with plant-specific naming. Every tech transfer re-maps the same ISA-88 concepts by hand.

Typical Pharma process (GMP) 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 Pharma process (GMP) line

Forge normalizes Pharma process (GMP) telemetry into Forge's canonical field set, the same 366 canonical fields used across all 18 manufacturers. Point Forge at the line, pass oem: "pharma", and spindle speed is spindle_speed_rpm whether it came from a Pharma process (GMP) controller or anything else on the floor.

OPC UAModbus TCPMQTT Sparkplug BBACnet/IP

Vertical pack · 26 curated mappings

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

Field coverage

What Forge normalizes for Pharma process (GMP)

Confirmed canonical fields your agent gets from Pharma process (GMP) 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
BATCH_ID: "LOT-2291"process.batch_id: "LOT-2291"batch / lot id
PHASE: "HOLD"process.phase_state: "HOLD"ISA-88 phase
JKT_T: 37.0process.jacket.temp_c: 37.0jacket temperature
AGIT_SPD: 120process.agitator_rpm: 120agitator speed

30-second deployment

Add Pharma process (GMP) to your agent with one call

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

claude mcp add --transport http forge https://mcp.foundrynet.io/mcp --header 'Authorization: Bearer YOUR_API_KEY'
# normalize raw Pharma process (GMP) telemetry into the universal schema
curl -s https://forge.foundrynet.io/v1/normalize \
  -H 'Content-Type: application/json' \
  -d '{"data": {"BATCH_ID": "LOT-2291", "PHASE": "HOLD", "JKT_T": 37.0}, "oem": "pharma"}'
{"process.batch_id": "LOT-2291", "process.phase_state": "HOLD", "process.jacket.temp_c": 37.0, "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 →