Skills gap
Problem we solve · AI & Commercial Teams
Skills gap
“People need to question, check and use AI output well.”
AI produces a first draft in minutes; the skill is judging it. Commercial teams need the domain frameworks to check AI output, the prompting skills to get good drafts, and the confidence to decide.
Why it happens
Cause 1
No framework to judge output
Cause 2
No training on prompting and verification
Cause 3
Unclear expectations
What we hear from clients
Paraphrased and anonymized from recent conversations.
“Prompt engineering is a critical emerging skill, and students must go beyond AI's "C-minus" baseline.”
How we solve it
The approaches we use most often for this problem. Most clients start with one.
How we help
Capability assessment
We assess individuals and teams against the marketing, sales and finance capabilities your strategy needs, compare them with industry best in class and link the gaps to business results.
How it works →How we help
Company marketing academy
A company-branded academy gives the whole commercial team one language, process and toolbox, applied to real markets.
How it works →Tools that help
Market Edge frameworks used to diagnose and fix this problem.
Competitive AssessmentA Competitive Assessment scores your offer and competitors' offers on the purchase criteria that matter to a segment, weighted by importance.Value CreationValue Creation quantifies the economic value your offer creates for a customer compared with their next-best alternative: savings, extra revenue and reduced risk.
Clients who solved this
All case studies →Further reading
Articles by Market Edge consultants on mkt-edge.com.
Questions about skills gap
What skills matter most?
Domain judgment, verification and prompting, in that order.
Do frameworks still matter with AI?
More than ever. They make AI output structured, comparable and checkable.
Situations where this shows up
"We've been sales and rebate led for years."
Moving from commodity to specialty
Your strategy now depends on selling on value, but the sales force, pricing and segmentation were built for volume.
How we help →"I've just taken over marketing, and we don't have standard tools."
Building or rebuilding a marketing function
A new marketing leader in a lean organization needs a team, a process and early results, fast.
How we help →"Leadership wants to know if marketing is the right size, and what it delivers."
Proving the value of marketing
Executives are questioning marketing headcount and impact, and you need evidence.
How we help →"Our market development managers are all engineers."
Giving technical teams a commercial language
Brilliant technical people now own markets and customers, without a shared commercial toolkit.
How we help →Other AI & Commercial Teams problems we solve
AI & Commercial Teams →AI & Commercial Teams
Tools without a plan
“Everyone is experimenting with AI. Nobody has a plan.”
Read more →AI & Commercial Teams
Unclear roles
“Which marketing and sales tasks will AI change, and which shouldn't it?”
Read more →AI & Commercial Teams
Risk with client data
“We have no clear rules for what can go into AI tools.”
Read more →Recognize this problem?
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