Artificial Idea | AI careers · practical prompts · no hype Thursday, January 22, 2026 · Issue #50 · Prompt Tutorial
The job description gap
How to future-proof your job description — and make the organisation see it
Most job descriptions describe what a role looked like when it was last written, not what it requires now. The professionals who close that gap deliberately are the ones whose organisations rediscover them.
Issue #49 made the case that the experiential gap between professionals who have been building AI capability since August and those starting now is closed by doing rather than reading, and that the highest-value doing for both groups is depth in one specific application rather than breadth across many. This issue applies that principle to the specific professional document that most directly determines how your organisation thinks about your value: your job description.
The job description problem has two layers that most professionals conflate. The first is the gap between what the description says and what you actually do, which in most organisations is significant and grows wider with every year the description goes unrevised. The second is the gap between what you currently do and what you should be doing given where the AI transition is taking your function. Both gaps matter. Both are addressable. Addressing the second without addressing the first produces capability that the organisation cannot see. Addressing the first without the second produces visibility of work that is increasingly exposed to automation pressure.
The five prompts below address both gaps in sequence, producing a revised professional narrative that is accurate, forward-looking, and strategically positioned for the market the data describes.
Why the job description matters more than most professionals think
A job description is not just the document that attracted you to a role. It is the lens through which your manager evaluates your performance, the framework your organisation uses to determine your compensation band, the document your skip-level reads when your name comes up in succession discussions, and the brief a recruiter uses when they are trying to understand whether you are worth a conversation.
Most professionals update their LinkedIn profile occasionally and their resume when they are actively searching. Almost none update their formal job description unless their organisation's HR process requires it, which in most organisations it does not. The result is a professional identity document that describes a version of the role that predates the AI transition, the productivity tools currently in use, the expanded scope that accumulated without formal recognition, and the capabilities developed through the deliberate practice this newsletter has been describing since August.
The gap between the document and the reality is not just an administrative inconvenience. It is a visibility problem with career consequences. The manager who reads a two-year-old job description before a compensation conversation is evaluating a different professional from the one sitting across the table. The difference between those two professionals is invisible unless it is made visible deliberately.
Prompt 1: The role reality mapper
The problem it solves: establishing precisely what you actually do versus what your job description says you do, as the foundation for everything that follows.
You are an organisational design specialist
helping me map the gap between my formal
job description and my actual professional reality.
My formal job description:
[paste your current job description or
the closest available approximation]
What I actually spend my time on week to week:
[describe honestly, including the tasks that
consume the most time, the responsibilities
that have accumulated without formal recognition,
and the ways AI tools have changed how
I do things that were previously done differently]
My professional context:
Role level and seniority: [describe]
How long I have been in this role: [describe]
What has changed in my function or organisation
in the past twelve to eighteen months: [describe]
Please:
1. Identify the three most significant gaps
between my formal description and my
actual responsibilities, in order of
their significance to my organisation's
current priorities
2. Identify any responsibilities I am currently
carrying that represent an expansion beyond
my formal scope and that are not
recognised or compensated accordingly
3. Identify any responsibilities in my formal
description that I no longer perform,
have been automated, or have been
redistributed to other roles or tools
4. Assess whether the gap between my formal
description and my actual role is working
for me, against me, or is currently neutral
in how my organisation perceives my value
5. Identify the single most important thing
my current job description fails to
communicate about what I actually contribute
Be specific. A gap analysis that produces
general observations is not useful.
One that identifies specific responsibilities,
specific omissions, and their specific
consequences for how I am perceived is.
Point four, whether the gap is working for or against you, is the assessment most professionals have never explicitly made and that most directly determines the urgency of the action that follows. A gap that is working for you, where your actual responsibilities significantly exceed your formal description and your organisation is aware of and values the excess, is a different situation from one working against you, where the description's limitations are constraining how your organisation thinks about what you should be doing next. Both require action, but different action at different speeds.
Prompt 2: The AI integration documenter
The problem it solves: making the AI capability development that has changed how you work visible in your professional narrative rather than leaving it as invisible efficiency that benefits the organisation without advancing your career.
You are helping me document my AI capability
development in a way that is professionally
credible and specifically relevant to
my role and organisation.
My role and function: [describe]
The AI applications I have developed
genuine fluency with: [describe specifically,
including which tools, for which tasks,
and with what measurable effect on output
quality or efficiency]
The workflows I have redesigned around
AI tools in the past six to twelve months:
[describe the before and after specifically]
The outputs that are measurably better
as a result of AI-augmented working:
[describe with examples if possible]
Please:
1. Translate my AI capability development
into professional language that is
specific, credible, and relevant to
someone evaluating my value in my
specific function and sector
2. Identify which aspects of my AI capability
are most differentiating given the
current state of adoption in my sector,
the ones that are still ahead of
the baseline rather than at it
3. Identify which aspects are becoming
baseline expectations and should be
presented as standard professional
competence rather than as differentiation
4. Draft three bullet points that could
appear in a job description or
performance review that accurately
represent my AI-augmented working
without overclaiming or underclaiming
5. Identify the evidence I would need
to make each bullet point credible
to a skeptical evaluator who has
seen many AI capability claims that
were not substantiated in practice
The goal is accurate representation
of genuine capability, not a polished
version of aspirational capability.
The difference will be visible to
anyone who asks a follow-up question.
Point three, identifying which capabilities are becoming baseline rather than differentiating, is the one that keeps the documentation honest. A professional who presents basic ChatGPT usage as a differentiating capability in 2026 signals to a sophisticated evaluator that their self-assessment is not current. The prompt forces the distinction that keeps the narrative credible.
Prompt 3: The forward-looking role designer
The problem it solves: redesigning your role narrative toward where your function is going rather than where it has been, so that your job description positions you for the work your organisation will need rather than the work it has historically valued.
You are an organisational design specialist
helping me redesign my professional role
toward its highest-value future state
given the AI transition in my function.
My current role reality: [from Prompt 1]
My AI capability development: [from Prompt 2]
My function and sector: [describe]
The direction my function is moving:
[describe based on what you have observed
in your organisation, your sector, and
the data from this newsletter]
My career objective for the next
two to three years: [be specific]
Please:
1. Identify the components of my current
role most likely to be automated,
compressed, or redistributed in the
next twelve to eighteen months given
the trajectory of AI adoption in my sector
2. Identify the components most likely
to grow in importance and value as
the automated components compress
3. Propose a redesigned role narrative
that shifts the emphasis of my
professional identity toward the
growing components while honestly
acknowledging the compressing ones
4. Identify the capability I would need
to develop most urgently to make
the redesigned narrative credible
rather than aspirational
5. Draft a revised role summary of
150 to 200 words that accurately
represents where my role is going
rather than where it has been,
specific enough to be credible and
forward-looking enough to be useful
for the next two to three years
The redesigned narrative should stretch
without being implausible. A role summary
that describes a professional two levels
above my current position is not useful.
One that describes the natural evolution
of my current role in the direction the
market is moving is.
The constraint that the redesigned narrative should describe the natural evolution rather than a position two levels up is the one that keeps this prompt grounded in something actionable. The most common failure mode in forward-looking role design is overclaiming: producing a narrative that reflects ambition rather than trajectory and that undermines credibility rather than building it. The constraint prevents that failure before the draft is written.
Prompt 4: The organisational visibility plan
The problem it solves: ensuring that the revised role narrative reaches the people in your organisation whose understanding of your value determines the career decisions made about you, rather than remaining as a document you have written and no one has read.
You are helping me build a plan for making
my revised professional narrative visible
to the right people in my organisation
at the right moments.
My revised role narrative: [from Prompt 3]
The people whose understanding of my
value most affects my career decisions:
[list them with their roles and their
current level of awareness of your
actual capabilities and contributions]
The organisational moments in the next
ninety days where career-relevant
conversations will occur:
[performance reviews, project completions,
team restructuring discussions,
budget conversations, or any other
relevant moments]
My current visibility level with
each key person: [honest assessment]
Please:
1. Identify the most natural and credible
way to make each element of my revised
narrative visible to each key person,
grounded in actual output and contribution
rather than self-promotion
2. Match each element of the revised narrative
to a specific organisational moment in
the next ninety days where it is most
relevant and most likely to land
3. Propose one specific action for each
of the next four weeks that advances
the visibility of my revised narrative
without appearing calculated or forced
4. Identify the key person whose updated
understanding of my value would most
change my career trajectory and propose
the most direct credible path to
achieving that update
5. Identify the visibility action I am
most likely to avoid because it feels
uncomfortable and make the case for
why avoiding it is the most expensive
decision available to me
Visibility grounded in demonstrated
capability is not self-promotion.
It is the mechanism by which the
investment in developing that capability
produces the career return it was
designed to produce.
Point five, the visibility action most likely to be avoided, is the one that consistently produces the most valuable output in this prompt. In most professional contexts, the action most avoided is a direct conversation with a senior stakeholder about where you are heading rather than what you are currently delivering. That conversation feels presumptuous before it happens and obvious in retrospect. The prompt identifies it specifically so it can be planned rather than deferred indefinitely.
Prompt 5: The revised job description drafter
The problem it solves: producing the actual revised document that captures everything the previous four prompts have developed, in a form that can be shared with your manager, used in performance conversations, and updated regularly as your role continues to evolve.
You are helping me draft a revised job
description that accurately represents
my current professional reality and
forward trajectory.
My role reality map: [from Prompt 1]
My AI capability documentation: [from Prompt 2]
My forward-looking role narrative: [from Prompt 3]
My current formal job description: [paste]
Please draft a revised job description that:
1. Opens with a role summary of three to four
sentences that captures what I actually do
and where my role is heading, not what
I was hired to do two or more years ago
2. Lists my primary responsibilities in order
of their current strategic importance to
the organisation, not in the order they
appeared in the original description
3. Incorporates my AI capability development
as an integral part of how I perform
my responsibilities rather than as
a separate skills section bolted on
4. Includes the expanded scope and
unrecognised responsibilities identified
in Prompt 1 as formal elements of the role
5. Uses language that is specific enough
to be credible, forward-looking enough
to be relevant for the next two years,
and honest enough to survive scrutiny
from someone who knows my function well
Constraints: no generic capability claims
that could appear in any role at my level.
Every statement should be specific to
my actual work and demonstrable through
the outputs I produce. The revised
description should read as a document
that describes a real professional
doing real work, not an aspirational
template filled with professional language.
The constraint against generic capability claims is the one that makes the revised job description a credible document rather than an improved version of the generic one it is replacing. Generic job descriptions produce generic career conversations. Specific ones produce specific ones, and specific career conversations are the ones that produce the outcomes this newsletter has been building toward since August.
The document as practice
The revised job description produced by these five prompts is not a finished document. It is a working one, worth reviewing and updating at the same quarterly cadence recommended for the personal system prompt in Issue #46.
The professionals who maintain an accurate, forward-looking job description and use it as the foundation for their performance conversations, their compensation negotiations, and their visibility planning are the ones whose organisations consistently have an accurate picture of what they are actually worth. That accuracy is not automatically in your favour. Most professionals are worth more than their organisation currently believes, because the gap between their actual contribution and their formal description has been growing in their organisation's blind spot.
Closing that gap deliberately, in the direction this issue describes, is the visibility infrastructure that makes the capability development of the past six months legible to the people in a position to reward it. The capability is built. The document makes it visible. The visibility plan from Prompt 4 makes sure the right people see it.
Three steps. The first two are done for most professionals reading this. The third is where the career return on the whole investment is either captured or left on the table.
Monday we are examining the Block layoffs in detail: what four thousand eliminated roles actually had in common, what was kept and why, and what the decision criteria that produced that specific pattern reveal about how AI-driven restructuring actually works inside organisations doing it seriously rather than using AI as a cover for cost cutting they wanted to do anyway.
The headline number is the least interesting thing about the announcement. The pattern underneath it is the most instructive data point on AI-driven restructuring published so far.
— Team Artificial Idea
