{
  "source": "Cooked Index — occupational AI risk register",
  "page": "https://cookedindex.com/jobs/sales-managers/",
  "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 Managers",
    "soc_code": "11-2022",
    "category": "Management",
    "us_employment": 637080,
    "median_annual_wage": 148270
  },
  "verdict": "EXPOSED",
  "risk_resistance": 47,
  "contested": false,
  "near_boundary": false,
  "dimensions": {
    "task_resistance": 11,
    "embodiment": 6,
    "liability_shield": 2,
    "trust_premium": 13,
    "judgment_accountability": 15
  },
  "reasoning": {
    "task_resistance": "Quota-setting math, territory splits, forecast rollups and pipeline-review prep are already generated inside Salesforce/Clari-class tooling, but firing an underperforming AE, renegotiating comp plans mid-year, and walking into a stalled six-figure deal with the rep still require a person in the room — roughly half the calendar survives, hence 11 not 6 or 16.",
    "embodiment": "The recurring physical demand is travel: QBRs at customer sites, trade shows, ride-alongs with field reps, and the airport-to-airport quarter-end push — real but confined to conference rooms and hotels rather than uncontrolled worksites, which is why this sits at 6 rather than in the low single digits.",
    "liability_shield": "There is no licence, no board, and no statutory duty attached to running a sales team; the 2 reflects only the residual exposure from signing off on discounting, contract terms, and rep claims that could become FTC or breach-of-contract problems for the employer, not for the manager personally.",
    "trust_premium": "Strategic accounts escalate to a named manager and reps stay or leave largely because of who they report to, so the relationship carries genuine weight — but the manager sits behind the AE on most customer relationships and gets reassigned across territories, keeping this at 13 rather than the 17+ of a book-carrying producer.",
    "judgment_accountability": "Committing a number to the CRO knowing two deals may slip, deciding which rep gets the enterprise territory, approving a 40% discount to save a quarter, and PIPing someone at month ten are unscripted calls with headcount and revenue consequences and no procedure to hide behind — 15 rather than 18 because the CRO ultimately owns the forecast."
  },
  "rationale": "The analytical half of this job — pipeline forecasting, territory and quota modeling, CRM hygiene, win/loss analysis, coaching-call transcript review, weekly deck building — is exactly what AI now does at usable quality, and sales-ops tooling is absorbing it fast. What holds is the part that requires a person: hiring and firing reps, sitting in on the deal that's about to slip, owning the number in front of the CRO, and being the face a major account escalates to. Expect flatter spans of control and fewer layers of sales management rather than the role disappearing.",
  "outlook": "By 2035 sales management headcount thins as forecasting and coaching analytics automate, concentrating the role in fewer managers who carry the revenue commitment and the key relationships personally.",
  "what_would_raise_it": {
    "levers": [
      {
        "dimension": "task_resistance",
        "change": "Task-mix shift: once forecast rollups, CRM hygiene, deck generation and call-transcript scoring are fully absorbed by Gong/Clari/Salesforce Agentforce-type tooling, the residual role is personnel decisions, escalated-deal rescue, and comp-plan design under ambiguity — genuinely two-tiered, and the surviving tier is the judgment tier. Watch for job postings that drop 'build weekly pipeline reviews' and keep 'own quota attainment and team performance management'.",
        "plausibility": "already happening",
        "would_add": 3
      },
      {
        "dimension": "judgment_accountability",
        "change": "If flattening spans of control means each remaining manager owns a larger number and more direct reports, the same manager absorbs the accountability of the layers removed — including sole ownership of the forecast number presented to the CRO/board and of termination decisions. Signals: SEC-reportable revenue guidance traced to a named sales leader, or comp plans shifting more of the manager's OTE onto team attainment.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "liability_shield",
        "change": "Narrow route only: employment-law exposure for AI-assisted personnel decisions. NYC Local Law 144 and Illinois HB 3773 (effective 2026) already require human involvement/audit for automated employment decision tools; an EEOC or state enforcement posture requiring a named human manager to review and sign any AI-generated performance-management, PIP, or termination recommendation would make a human decision-maker legally necessary for the firing half of the job. Would not shield the forecasting half.",
        "plausibility": "plausible",
        "would_add": 3
      },
      {
        "dimension": "trust_premium",
        "change": "Enterprise buyer-side procurement mandates naming a human executive sponsor and escalation owner in the contract (already common in large SaaS MSAs and government BPAs); if named-human-escalation clauses become standard in renewals above a dollar threshold, the account-facing half of sales management becomes contractually specified rather than optional.",
        "plausibility": "plausible",
        "would_add": 2
      }
    ],
    "ceiling_note": "Headcount is the real risk, not the score: even with every lever, flatter spans mean fewer sales managers doing a more resistant job. A higher resistance score for the role is compatible with a large reduction in the number of people holding it. No licensure regime exists or is proposed for sales management, so liability_shield cannot rise far."
  },
  "adjudication": null,
  "employment_history": {
    "points": [
      {
        "y": 2017,
        "emp": 371410,
        "wage": 121060
      },
      {
        "y": 2018,
        "emp": 379050,
        "wage": 124220
      },
      {
        "y": 2019,
        "emp": 402600,
        "wage": 126640
      },
      {
        "y": 2020,
        "emp": 390170,
        "wage": 132290
      },
      {
        "y": 2021,
        "emp": 453800,
        "wage": 127490
      },
      {
        "y": 2022,
        "emp": 536390,
        "wage": 130600
      },
      {
        "y": 2023,
        "emp": 575880,
        "wage": 135160
      },
      {
        "y": 2024,
        "emp": 603710,
        "wage": 138060
      },
      {
        "y": 2025,
        "emp": 637080,
        "wage": 148270
      }
    ],
    "from": 2017,
    "to": 2025,
    "change_pct": 71.5,
    "comparable_from": 2019,
    "spans_soc_revision": true
  },
  "pivots": [],
  "license": "https://cookedindex.com/terms"
}