AI in Project Management: What to Hand Over and What to Check

Hand AI the drafting: meeting notes, first-pass status summaries, candidate risks and a first list of schedule activities. Keep the verification and the decisions. Our recommendation follows one rule: AI drafts, and a named person verifies and decides.

A baseline is the approved schedule and budget you measure progress against. A WBS (work breakdown structure) is the list of work a project must deliver. A RAID log records risks, assumptions, issues and dependencies.

Breadth of use runs well ahead of depth. Two surveys, one global and one of senior leaders, show breadth of use well ahead of depth, and the APM survey shows how widespread use has become. They measure different things, so compare direction, not figures.

• Organisations: In the APM survey of 1,000 UK project professionals (September 2025), 70% said their organisation currently uses AI and 29% said theirs plans to.
• Individuals: In a September 2025 global survey of 870 professionals in 97 countries by Antonio Nieto-Rodriguez and Ricardo Viana Vargas, 66% used AI tools to some extent (54% "to some extent", 12% "extensively"), up from 41% in 2023. Respondents chose to take part, so the sample probably over-represents people already interested in AI.
• Senior leaders: In a June 2026 survey of 300 senior project, portfolio and PMO leaders in North America and Western Europe, commissioned by project software vendor Tempo Software, 91% piloted or used AI in project delivery, but 47% actively used it. 33% delegated real delivery work to AI agents (software that carries out tasks without a person prompting each step). 42% struggled to tie AI spend to a return.

A 2019 PMI Pulse of the Profession report found that organisations it called "AI Innovators" delivered 61% of projects on time, against 47% for "AI Laggards". These are 2019 self-reported figures, so do not treat them as evidence that AI improves delivery today.

AI fails first where it must combine facts from several projects, because it can only work with what your records contain. A programme is a group of related projects managed together to deliver a benefit none of them delivers alone. Its health depends on dependencies between projects.

If a dependency in your records has no owner on the receiving project, an AI tool cannot know that. It will report the milestone as on track with total confidence. If one project's tasks are updated weekly and another's monthly, a roll-up mixes dates of different ages and presents them as one picture.

In the Tempo survey, 26% of senior leaders actively use AI for work prioritisation and 33% for identifying risks and flagging issues. Both tasks need cross-project data. Meeting notes and first drafts carry less risk, because you can check them against what you remember.

Our recommendation is to clean the records before you automate the roll-up. Give every dependency an owner on both sides, date every status, and keep one baseline. The RAID log for programmes shows how to roll three projects into one log, and programme risk management explains how programme risk differs from project risk.

Run six checks, each with a pass or fail result, on anything AI drafts for a sponsor or steering group. If any check fails, fix the source record or the draft, not the wording.

Does every date trace to the baseline?

Pass: each date in the draft matches a task date or an approved baseline date in your schedule. Fail: you cannot find a date, or the AI rounded or "smoothed" it.

Does every dependency have an owner on both sides?

Pass: each dependency in the draft appears in your RAID log with a named owner in the providing project and in the receiving project. Fail: either side is blank.

Can you find the record behind every commitment?

Pass: a line such as "the vendor agreed to deliver by Friday" is located in minutes, an email or a message. Fail: you cannot find the record, so remove the line or confirm it with the person.

Do the money figures survive a hand recalculation?

Pass: you recompute cost variance (earned value minus actual cost) and schedule variance (earned value minus planned value) from the budget, percent complete and actual cost, and both match the draft to rounding. Earned value is the budgeted cost of the work actually completed; planned value is the budgeted cost of the work scheduled to date. The earned value formula page has a worked example. Fail: any figure differs.

Does the benefit have the same owner and date as the register?

Pass: every benefit named in the draft matches the owner and date in your benefits register. Fail: the draft names a benefit, owner or date the register does not hold.

Did a person write the line that asks for a decision?

Pass: the report contains one sentence, written by you, that names the decision needed, who makes it and by when. Fail: the report only summarises.

As of November 2026, the entry paid plans that include AI cost US$9 to US$10.99 per user per month on annual billing, or US$1,080 to US$1,318.80 a year for ten seats. All three vendors list prices in US dollars on their own pricing pages, and AI use is capped by credits or request limits.

Our model multiplies the annual-billing price per user by 10 seats and by 12 months. It excludes tax, assumes annual billing, and assumes no add-ons. Indian buyers should add GST (goods and services tax) and check the price shown for their billing country.

Credits are not comparable across vendors, so compare the allowance to your own usage, not to another vendor's number. ClickUp sells extra credits at US$10 per 10K. Our recommendation is to try the AI in the tool your team already pays for before adding another subscription. Test it on one live project for a month and count how many credits your routine tasks use.

Build the judgement by practising on real programme records: trace one dependency, one commitment and one benefit end to end each week, then have an experienced programme manager review your checks. Those three traces are the dependency, commitment and benefit checks in the six-check sheet, run slowly enough to learn why a record is wrong, not only that it is.

Our Program Management Essentials course is the main place we teach this. It runs 12 weeks across 10 modules with 15+ hours of guided learning, covering programme risk management, stakeholder engagement and benefits planning, with monthly interactive Q&A sessions and templates. It costs US$99 per enrolment and is a foundation course, not PgMP® exam preparation.

As of November 2026, we have mentored 6,000+ professionals. Our course store lists the full range.