{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/sales-representatives-wholesale-and-manufacturing-technical-and-scientific-products/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products", "soc_code": "41-4011", "category": "Sales", "us_employment": 284800, "median_annual_wage": 104920 }, "verdict": "EXPOSED", "risk_resistance": 50, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 11, "embodiment": 10, "liability_shield": 2, "trust_premium": 15, "judgment_accountability": 12 }, "reasoning": { "task_resistance": "An 11 reflects the split week: quote configuration, spec lookup, RFP boilerplate, CRM hygiene and cadence email are automatable today, while diagnosing why a customer's mass-spec throughput is off spec during a plant walkthrough, or reading which of six stakeholders will actually block the PO, has no digital substitute — so roughly half the calendar resists and half does not.", "embodiment": "A 10 rather than a 4 because the demo and site survey are the job — measuring available floor space and utility drops, hauling a benchtop unit into a customer's QC lab, walking a production line in PPE — but the rep does not install, commission, or repair the equipment, and a large share of prospecting and follow-up runs from a laptop.", "liability_shield": "A 2 is correct: no state licence gates technical sales, and product warranties, performance guarantees, and regulatory claims are underwritten by the manufacturer's entity and its engineers, not by the rep whose name is on the quote — CSP or industry product certifications help you win deals but nothing legally requires a human to hold the account.", "trust_premium": "A 15 recognizes that on a six- to eighteen-month capital cycle the buyer is betting a production line on your word that the machine will hit spec, and they call you personally when it doesn't — that named-person accountability across repeat orders, plus the plant-floor relationships that make renewals and cross-sells possible, is what the commission actually pays for.", "judgment_accountability": "A 12 fits real but bounded discretion — you decide which configuration to propose, what to concede on price and terms within an approval matrix, whether to walk away from an unqualified opportunity, and how to sequence a multi-stakeholder committee — but pricing floors, discount authority, and contract language route through sales management, legal, and applications engineering rather than terminating with you." }, "rationale": "The paperwork half of this job — lead research, spec sheets, quote configuration, proposal drafting, CRM notes, follow-up sequences, RFP responses — is already being absorbed by AI and sales-automation stacks, and that's a real chunk of the week. What survives is the part buyers actually pay for: standing in a plant or lab, watching how the customer really runs the process, running the demo, negotiating multi-stakeholder deals, and being the person accountable when the equipment underperforms. Reps selling commoditized catalog items are far more exposed than those selling capital equipment or engineered systems with long, consultative cycles.", "outlook": "Headcount thins as AI compresses quoting and inside-sales work, but reps who sell complex, high-consequence systems on customer sites keep their seats and their commissions.", "what_would_raise_it": { "levers": [ { "dimension": "task_resistance", "change": "Task-mix shift is genuinely two-tiered here: if quoting, CRM hygiene, RFP boilerplate and lead qualification are fully absorbed by sales-automation stacks, what remains is on-site process observation, application engineering, demo execution and multi-stakeholder negotiation — work that requires reading an unfamiliar plant floor. Watch for the rep title collapsing into 'application engineer' or 'technical account manager' at capital-equipment vendors (already visible at Thermo Fisher, Danaher, Rockwell channel roles).", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "If more OEMs tie commissioning and validation to the selling rep — e.g. FDA/GMP-regulated lab or pharma equipment where an IQ/OQ site acceptance test must be witnessed on the customer's premises, or semiconductor tool install-and-qual — the physical, unpredictable-site share of the week rises. Watch for vendor contracts bundling install/qualification into the sales role rather than a separate field-service org.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "liability_shield", "change": "Narrow but real routes: state pesticide/agrichemical dealer licensing (already required in most states for ag chemical reps, with personal liability for recommendation), radiation-producing device and medical-device rep credentialing, and hospital vendor-credentialing regimes. If a state or a professional body extended a named-signer requirement to technical specification sign-off — e.g. requiring a licensed PE or certified applications specialist to sign engineered-system specs where AI produced the configuration — this moves meaningfully. Watch state boards of pharmacy/agriculture and NCHCR hospital credentialing rules.", "plausibility": "plausible", "would_add": 4 }, { "dimension": "trust_premium", "change": "Already high and hard to raise much. The one visible mechanism: buyers reacting to AI-generated outbound by refusing unattributed contact — enterprise procurement policies requiring a named human account owner of record, or FTC/state rules on AI disclosure in commercial solicitation making human-originated contact the only reliably deliverable channel.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "If compensation and contract structure shift so the rep personally owns performance guarantees — throughput/yield warranties on engineered systems, or shared-savings and outcome-based pricing where the rep's specification error is the vendor's loss — the role owns consequential ambiguous calls more explicitly. Watch for outcome-based contracting spreading from medical devices to industrial capital equipment.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Commodity catalog selling has no realistic route on any dimension — the levers above only apply to capital equipment, engineered systems, and regulated-product channels. Liability shield for this occupation is structurally weak: sales has almost no tradition of personal professional licensure outside agrichemicals and a few device categories, so a jump past ~8 is unlikely absent an unprecedented licensure regime." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 327190, "wage": 78830 }, { "y": 2018, "emp": 312980, "wage": 79680 }, { "y": 2019, "emp": 306980, "wage": 81020 }, { "y": 2020, "emp": 288150, "wage": 86650 }, { "y": 2021, "emp": 266160, "wage": 94840 }, { "y": 2022, "emp": 290830, "wage": 97710 }, { "y": 2023, "emp": 311780, "wage": 99710 }, { "y": 2024, "emp": 293930, "wage": 100070 }, { "y": 2025, "emp": 284800, "wage": 104920 } ], "from": 2017, "to": 2025, "change_pct": -13, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [], "license": "https://cookedindex.com/terms" }