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LangtonTools

Tool · Industry intersection

Jargon Match for metal fabrication

Industry-specific vocabulary scorer, applied to metal fabrication & contract manufacturing.

Manufacturing jargon is the credibility signal in this vertical. A procurement lead seeing "AS9100 aerospace" or "ITAR-compliant machining" instantly knows you're speaking their language; generic "precision CNC" reads like a hobbyist. Jargon Match loads the metal fabrication vertical corpus and scores your copy on how densely it uses the actual terminology buyers search for: certifications (ISO 9001, AS9100, ITAR, NIST, MedAccred), materials (Inconel 718, 316L stainless, titanium, aluminum 6061), tolerances (±0.0005, ±0.001), processes (TIG welding, press brake, CNC machining, sheet metal fabrication), and lifecycle (PPAP, FAI, low-volume production, job shop, contract manufacturing). When you paste copy that scores high on Lingo Check (B2B tone) but low on Jargon Match (missing vertical vocabulary), the tool flags it as a rewrite candidate for Persona Lens. The density score per term lets you see that you mention "ISO 9001" once but never mention which materials or tolerance ranges you actually handle — a quick fix that moves the dial. Recommendation: pair Jargon Match with your highest-converting ad headlines. When jargon density is high but ROAS is flat, your landing page is probably weak; when jargon density is low but ROAS is strong, you're getting lucky and should tighten the copy while the momentum is there.

About Jargon Match

Like Lingo Check but tuned to your specific vertical. Loads industry corpora — manufacturing, logistics, MedTech, industrial controls — and scores how well your copy matches the language buyers in that vertical actually use. Catches the gap between "marketing voice" and "buyer voice".

Full Jargon Match page →

About metal fabrication

Job shops and contract manufacturers compete on capacity, certifications, and lead-time more than price. Their buyers are procurement managers and engineering leads at OEMs who need parts made to spec.

Full metal fabrication playbook →