EXPOSED
The work is hands-on and hot: mounting and aligning dies, adjusting ram stroke and heat settings, loading billets, gauging forged parts, clearing jams — none of which a language model touches. The real threat isn't AI writing but capital investment in servo presses, robotic billet handling, and automated inspection, plus continued offshoring of forge work; that has already shrunk this occupation to under 9,000 US jobs. Setup skill and in-process judgment (reading a scale-covered part, hearing a press go off-tune) are the durable part; tending an already-dialed-in press is not.
Mixed — a routine tier and a judgment tier. Die changeover, shimming to hit tolerance, and dialing in stroke and induction heat on a part that has been run before are still manual and non-scripted, but once the press is dialed in the tending cycle — load billet, cycle, transfer, gauge every tenth part — is exactly what robotic loaders and in-line gauging already do in the newer forge shops, so roughly half the job is scheduled to leave and half isn't.
Hands-on in uncontrolled environments. You are within arm's reach of 2,000°F billets, scale, hammer noise and hydraulic oil mist, aligning dies inside the press bolster and clearing a stuck part from a hot die — a 16 rather than 19 only because the press itself is fixed in place and the work comes to you rather than you working in the open field.
No licence, no signature requirement. No state licence gates running a forging press; the shop needs a crane or forklift card and OSHA lockout/tagout training at most, and if a part cracks in service the answer sits with the metallurgist and the quality system, not with your signature.
Anonymous artifact production. The forging leaves your cell as a numbered lot in a tote with a heat number on the tag, and the customer receiving it knows the part spec and the PPAP, not your name.
Meaningful discretion. You decide whether a part with heavy scale or a slightly short fill goes to the scrap bin or through, and when to pull the press because the stroke sounds off — real calls that cost the shop money, but bounded by the process sheet, the go/no-go gauge, and a foreman who signs off on scrapping a run.
Riggers SAFE
Maintenance Workers, Machinery EXPOSED
Sheet Metal Workers SAFE
Has AI actually changed your work?