JOB REPORT / 41-9031 · 25 TASKS

Sales Engineers.

Can AI do the work of Sales Engineers?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

Drag the dot. There’s no wrong answer; it starts at our estimate.

Starting pointOur estimate

The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

Write technical documentation for products
Create sales or service contracts for products or services
Report to supervisors about prospective firms' credit ratings

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A guided certificate program in AI-assisted Sales Engineers work. It covers the 22 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

22 of 25 tasks reviewed

This job has 25 core tasks. We went through 22 of them, one at a time.

Task by task, from the work Sales Engineers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

TASK 01
Write technical documentation for products.
AI DOES
Drafts sections, formats specs, and suggests clear explanations
YOU DO
Verify accuracy and tailor docs to real customer needs
TASK 02
Create sales or service contracts for products or services.
AI DOES
Drafts contract templates, fills in standard clauses, and flags missing terms
YOU DO
Verify deal terms, negotiate edge cases, and take legal responsibility for what you sign
TASK 03
Report to supervisors about prospective firms' credit ratings.
AI DOES
Gathers credit data and drafts summary reports on prospective firms
YOU DO
Add deal context and relationship nuance before presenting to supervisors
TASK 04
Maintain sales forecasting reports.
AI DOES
Pulls pipeline data, flags trends, and drafts forecast summaries automatically
YOU DO
Judge real deal health based on customer relationships and gut instinct
TASK 05
Document account activities, generate reports, and keep records of business transactions with customers and suppliers.
AI DOES
Drafts activity summaries, fills report templates, and organizes transaction records from notes or CRM data
YOU DO
Verify accuracy, add context about deals, and decide what details actually matter to the business
TASK 06
Plan and modify product configurations to meet customer needs.
AI DOES
Suggests compatible configurations, flags conflicts, and drafts options based on requirements
YOU DO
Listen to unspoken customer needs and make judgment calls on trade-offs
TASK 07
Prepare and deliver technical presentations that explain products or services to customers and prospective customers.
AI DOES
Drafts slides, suggests talking points, and tailors content to a specific audience or industry
YOU DO
Read the room, answer tough questions live, and build real customer relationships
TASK 08
Recommend improved materials or machinery to customers, documenting how such changes will lower costs or increase production.
AI DOES
Drafts cost-benefit reports, pulls product specs, and compares material options fast
YOU DO
Build the customer relationship and tailor the pitch to their real situation
TASK 09
Collaborate with sales teams to understand customer requirements, to promote the sale of company products, and to provide sales support.
AI DOES
Drafts talking points, summarizes customer requirements, and suggests product matches from a catalog
YOU DO
Read the room, build trust with teammates and customers, and make judgment calls in live conversations
TASK 10
Sell products requiring extensive technical expertise and support for installation and use, such as material handling equipment, numerical-control machinery, or computer systems.
AI DOES
Drafts proposals, answers technical specs, researches prospects, and suggests talking points
YOU DO
Show up in person, read the room, and build the relationships that close big deals
TASK 11
Identify resale opportunities and support them to achieve sales plans.
AI DOES
Scans customer usage data, flags renewal or upsell signals, and drafts outreach messages
YOU DO
Build the relationship and read what the customer actually needs right now
TASK 12
Provide information needed for the development of custom-made machinery.
AI DOES
Drafts specification templates, summarizes client requirements, and suggests technical questions to ask
YOU DO
Meet clients, assess real conditions, and translate fuzzy needs into precise machine specs
TASK 13
Train team members in the customer applications of technologies.
AI DOES
Drafts training content, quizzes, and how-to guides for specific technologies
YOU DO
Bring real customer stories and adjust teaching to each learner's needs
TASK 14
Arrange for demonstrations or trial installations of equipment.
AI DOES
Drafts outreach emails, suggests scheduling options, and prepares demo talking points
YOU DO
Build trust with the customer and adapt the demo plan to their real needs
TASK 15
Secure and renew orders and arrange delivery.
AI DOES
Drafts renewal reminders, flags expiring orders, and fills out order forms
YOU DO
Build trust with customers and handle delivery hiccups in real time
TASK 16
Diagnose problems with installed equipment.
AI DOES
Searches error codes, pulls relevant manuals, and suggests likely causes based on symptoms
YOU DO
Physically inspect the equipment, test components, and confirm the real root cause in person
TASK 17SOURCE-BACKED TASK
Research and identify potential customers for products or services.
AI DOES
Scans databases and builds prospect lists
YOU DO
Judge which leads are worth pursuing
About this analysis
37% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 18SOURCE-BACKED TASK
Develop, present, or respond to proposals for specific customer requirements, including request for proposal responses and industry-specific solutions.
AI DOES
Drafts proposal sections and formats responses
YOU DO
Shape the strategy and win the relationship
About this analysis
34% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 19SOURCE-BACKED TASK
Keep informed on industry news and trends, products, services, competitors, relevant information about legacy, existing, and emerging technologies, and the latest product-line developments.
AI DOES
Scans feeds and summarizes key developments
YOU DO
Connect dots and spot what matters
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 20SOURCE-BACKED TASK
Confer with customers and engineers to assess equipment needs and to determine system requirements.
AI DOES
Analyzes specs and suggests system options
YOU DO
Read needs behind the words
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 21SOURCE-BACKED TASK
Develop sales plans to introduce products in new markets.
AI DOES
Analyzes market data and suggests targeting strategies
YOU DO
Read local culture and build relationships
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium
TASK 22SOURCE-BACKED TASK
Provide technical and non-technical support and services to clients or other staff members regarding the use, operation, and maintenance of equipment.
AI DOES
Suggests troubleshooting steps and finds manuals
YOU DO
Diagnose the real problem and guide people
About this analysis
0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

START LEARNING AI

Practice AI.
Use your judgment.

There are 22 short lessons for this job, about 15 minutes each. Each one starts from a task above and teaches the part that stays with you.

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AT A GLANCE

Occupation: Sales Engineers
SOC code: 41-9031
Tasks reviewed: 22 of 25

How we assess

PAY & OUTLOOK

Compare pay by state

Median pay (national): $124,900 · BLS OEWS 2025
Median pay (Colorado): $139,990 · BLS OEWS 2025
Employed (national): 51,790
Employed in Colorado: 2,800
Job outlook: +5.5% by 2034 · ~5,000 openings/yr

Wages from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics. National figures cover the United States. Job outlook is national.

How does this fit your work?

Earn a certificate in your job

Your job, task by task.

Write technical documentation for products.

Create sales or service contracts for products or services.

Report to supervisors about prospective firms' credit ratings.

Maintain sales forecasting reports.

Document account activities, generate reports, and keep records of business transactions with customers and suppliers.

Plan and modify product configurations to meet customer needs.

Prepare and deliver technical presentations that explain products or services to customers and prospective customers.

Recommend improved materials or machinery to customers, documenting how such changes will lower costs or increase production.

Collaborate with sales teams to understand customer requirements, to promote the sale of company products, and to provide sales support.

Sell products requiring extensive technical expertise and support for installation and use, such as material handling equipment, numerical-control machinery, or computer systems.

Identify resale opportunities and support them to achieve sales plans.

Provide information needed for the development of custom-made machinery.

Train team members in the customer applications of technologies.

Arrange for demonstrations or trial installations of equipment.

Secure and renew orders and arrange delivery.

Diagnose problems with installed equipment.

Research and identify potential customers for products or services.

Develop, present, or respond to proposals for specific customer requirements, including request for proposal responses and industry-specific solutions.

Keep informed on industry news and trends, products, services, competitors, relevant information about legacy, existing, and emerging technologies, and the latest product-line developments.

Confer with customers and engineers to assess equipment needs and to determine system requirements.

Develop sales plans to introduce products in new markets.

Provide technical and non-technical support and services to clients or other staff members regarding the use, operation, and maintenance of equipment.

Practice AI.Use your judgment.

Practice AI.
Use your judgment.