AI requirements engineering
An agent can read every row. It still can’t tell you your threshold is right.
Agentic AI is genuinely good at one half of requirement quality and no help at all with
the other. Knowing which half you are in is most of the skill.
Holds
What an agent is actually good at
- Reading all of it. A reviewer skims four hundred requirements and concentrates
hardest on the first fifty. An agent reads the last fifty at the same depth as the
first.
- Mechanical defects. Two obligations hiding behind one and. An
unverifiable adjective. A shall that never names who acts. A measure with no unit.
These are pattern failures, and pattern work is what the technology is for.
- Contradiction across a set. The same term used two ways in different sections.
Two thresholds that cannot both be met. Nobody catches these by reading top to bottom.
- A first draft. Turning a stakeholder sentence into a testable statement is
largely pattern work, and correcting a draft is faster than facing an empty cell.
- Arguing for a verification method. Useful mostly because it gives you something
specific to disagree with.
Breaks
What it cannot do for you
- Tell you it is the right requirement. That is stakeholder judgment about your
project, and no model has access to it.
- Supply a threshold. Ask for one and you will get fifteen minutes, or 99.5%.
Plausible, well formatted, sourced from nothing. A confident wrong number is worse
than an empty cell, because it stops anyone asking.
- Validate. Verification asks whether the thing was built right. Validation asks
whether it was the right thing, and that still needs the system, the users, and real
conditions.
- Carry accountability. An agent's pass is an opinion. A named person still
signs, and the signature is what gets audited.
Both columns point the same direction. An agent can only check a
requirement that was written to be checkable — the same structure a reviewer needs, held
to more consistently. Which is the argument for the artifacts here whether or not
you ever point a model at them, and why they ship as structured, machine-readable files
instead of locked PDFs.
That is why the AI Act Requirements Workbook
is a workbook, not a manifesto. It informs you what the high-risk requirements say, row by row in the
regulation's own words; enforces the basics with checks that catch an unsigned or unevidenced row; and
enables your team with the columns to record owners, acceptance criteria and evidence.