B2B sales and account management

ISCO-08 2433, 3322

Account manager, Key account manager, Business developer, Sales engineer, Inside sales representative, Regional sales manager

AI exposure50%

Headcount need, in FTE

Exposure range

Your current headcount

FTE

Need in 203091 FTE-9 FTE (-9%)

Need in 203583 FTE-17 FTE (-17%)

How AI is used on these tasks today

Automation 46%Augmentation 54%

In AI conversations about this job's tasks: the AI does the task itself (automation) or helps the person do it (augmentation).Anthropic Economic Index, April and May 2026. Occupations: Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products, Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel. AEI

1. Exposure 50%Average automation potential of the job's tasks. Range for this family: 40 to 60%.ILO occupations used: Technical and Medical Sales Professionals (excluding ICT) (50%), Commercial Sales Representatives (49%). ILO data

2. Strategic ceiling 100%Your call: how much of this potential do you want to capture? Nobody can set it for you.

3. Adoption speed midpoint 2030

Inherits your company stance, adjustable for this family.

4. Conversion to headcount sensitive 35%Default 35%: Sales time freed by AI is usually redeployed on more accounts and prospecting, since revenue targets rise rather than stay fixed.

Target AI skills

level 1 to 4

Foundation

Use AI assistants every day

Frame and phrase a request

Check and challenge AI outputs

Protect data and respect the rules

Applied

Rethink one's process with AI

Analyse data with AI

Produce content with AI

Delegate to and supervise AI agents

Job skills

Growing in value

Understanding the client's decision process
Complex deal negotiation
Multi-stakeholder account planning
Value selling with tailored business cases

Losing value

Researching prospects before meetings
Writing proposals and follow-up emails
Updating the CRM after each meeting
Cold outreach at volume

How the job will change

Salespeople spend a large share of their time away from customers: researching accounts, preparing meetings, writing proposals and follow-up emails, updating the CRM and forecasting their pipeline. Assistants now prepare account briefs, draft proposals from templates, log meeting notes and flag deals at risk. Inside sales and prospecting roles change the most, as agents take on part of first-level outreach and qualification.

Time with customers becomes the main use of the hours saved. Buyers also use AI to compare offers, so they arrive better informed and expect a salesperson who brings insight on their own business. A good account manager tomorrow understands how the client makes decisions, builds a business case with them and negotiates complex deals across several stakeholders.

2026-2027: Assistants prepare meetings, draft proposals and update the CRM.
2028-2030: Agents handle first-level prospecting and lead qualification.
2031+: Fewer inside sales roles, more senior key account managers.

Watch out

Inside sales and business developer roles are the usual entry point into sales careers. If agents take over prospecting, companies will need another way to train future key account managers. See the seniority outlook below.

What if you hired fewer juniors?

Your 2036 seniors are the juniors you hire today.

Seniors available in 2036-10%2 FTE short

Gap above 5% from2031

Your seniority mix today

Juniors (0 to 2 yrs in the profession)35%Seniors (6+ yrs)20%

Mid-level (2 to 6 yrs in the profession, the remainder)45%

Cut in junior hiring -40%

For

Advanced settings

Juniors promoted each year33%Juniors leaving each year15%Senior gap filled by external hiring0%If every company makes the same bet, senior profiles will be scarce and expensive.

Seniority mix, % of today's headcount

Juniors35%Mid-level42%Seniors18%

2026 2036

Free guide

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What AI actually changes in jobs and skills
Why the junior pipeline matters more than most companies realise
How to integrate AI into workforce planning

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Run these scenarios on your actual workforce

AI Impact Diagnostic: 6 to 8 weeks, your data in albert, three costed scenarios and the projected seniority mix for each job family.

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How the numbers are built

Every headcount figure combines four assumptions. Three come pre-filled from public research and job family defaults. The strategic ceiling is yours to set.

Public researchExposureAverage automation potential of the job's tasks, from the ILO's 2025 task-level scores.

Your decisionStrategic ceilingHow much of that potential you choose to capture. Your decision, not ours.

Your companyAdoption speedHow fast your company moves, set once for the whole company.

Job family defaultConversion to headcountHow much of the productivity gain becomes fewer people rather than more output.

Headcount effect

Seniority outlook

A flow model with three levels of experience in the profession. Promotion and exit rates are set so that today's mix stays stable when hiring does not change: any gap you see comes from the junior hiring cut alone.