Resource Planning With AI: 5 Jobs You Can Do Faster, Tested on the Projectworks MCP

Published On:
November 8, 2026
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Use Claude, ChatGPT or Copilot at work? Connect them to Projectworks and handle everyday tasks from there. The connection runs on MCP - a common way for AI assistants to link up with other software so they can look things up and make changes.

Your client delays a project's start in the same week a new deal closes. In weeks like this, resource planning with AI saves the most time - where traditionally you'd spend most of the afternoon in the schedule on lookups and re-keying.

It's worth updating your resource plan as soon as changes like these get made. In Projectworks' analysis of resource planning patterns across 700+ firms, firms that resource at least half their staff eight or more weeks out had higher billable utilization and project margin, and grew at roughly twice the rate of firms that don't.

Below are five resourcing tasks you can do faster through the Projectworks MCP, each with the exact prompt, plus a table of seven more prompts to try. We tested every prompt through the Projectworks MCP. For the bigger picture, read how AI changes resource planning.

Unsure what a MCP is? Our plain-English guide for consulting firms breaks it down. Come back here when you're ready to see how it helps you handle everyday resourcing tasks with ease.


Key Takeaways

  • Resourcing in advance has benefits: In Projectworks analysis of 700+ firms, firms that resource at least half their staff eight or more weeks out grow at roughly twice the rate of firms that don't.
  • Permissions are respected: The Projectworks MCP only sees and changes what the connected user's own Projectworks login already allows.
  • No re-entry: A resource manager can ask the Projectworks MCP about capacity and approve the drafted change in the same conversation, without re-keying the decision into the schedule.

How the Projectworks MCP handles resourcing

The Projectworks MCP connects the AI tool you already use to your Projectworks data. For resource planning it can read allocations, leave, project teams and timesheets in a single prompt.

When you ask for a change, the MCP drafts it first and saves it as a separate step. If your AI tool is set to ask before changing data, you review and approve the draft. If it’s set to always allow, the change saves straight away. Either way, the answer and the change happen in one conversation, without opening the schedule. We argued in AI resource planning: real vs hype that the person should make the call, so we’d suggest keeping approval on.

A note on permissions
Any user can connect with their own Projectworks login, not only account admins, and the MCP only sees and changes what their login already allows. A project manager who can't see other teams' resourcing in Projectworks won't see it through Claude either.

Anything it reads goes into your AI conversation, where your AI provider's terms apply, so check what your firm's agreement with that provider covers before you connect. Along the same lines, we highly recommend using business-level accounts with your AI tools rather than free ones. Business plans usually keep your conversations out of any model training and come with a data processing agreement, which matters when those conversations hold your team's names, schedules and hours.


Five jobs to get started with today

Each job below gives the prompt we ran, what came back and what to check. These examples use a fictional firm, so swap your own people and projects into these prompts.

Using an MCP to see who has room next month

Prompt

Which developers and BAs have less than 30 hours booked per week in November?

This is a read action, so there's nothing to approve. The MCP reads resourced hours per person per week across all projects, along with each person's role and team, and your AI tool returns the developers and BAs who sit under the 30-hour line in each week of November.

Check the shortlist against what the work needs. The answer matches on role, so a developer with room isn't necessarily the developer with the right experience for the job. In a large firm, narrow it by office, team or a shorter date range for a quicker result.

Utilization is under pressure across professional services, which makes spotting these gaps early worth it.

What you need: Permission to view resourcing across projects.

66.4%

average billable utilization in 2025, the lowest in the 19 years SPI Research has run its benchmark.

Source: SPI Research, 2026 Professional Services Maturity Benchmark (509 organizations), 24 February 2026

Via MCP, push back an allocation when a project slips

Prompt

The Sentry Mode project has slipped two weeks. Shift Charlize's allocation back to match.

This is where a connection that can write changes the job. You name the project, the person and what's changed, and the MCP drafts a shift on Charlize's resourcing line on the project, two weeks later than it sits now. Projectworks customers asked for this one.

The draft appears in the conversation for you to approve. Read it against what you asked for, checking the person, project and the number of weeks moved. If anything is wrong, ask again with the correction and a fresh draft comes back.

What you need: Resourcing write access in Projectworks.

Use an MCP to turn a client call into resourcing changes and see clashes

Prompt

The client said in today's call they're starting two weeks late. Shift everyone's allocation on Sentry Mode back to match and tell me what clashes that causes.

This prompt uses two connections in one conversation. The AI tool reads your meeting summary from any notetaker your AI tool connects to (we tested Zoom) to find the delay, then reads every resourcing line on the project, including each person's load on other projects in the weeks the work is moving into. It reports the clashes the shift would cause and drafts the shift for everyone on the project.

The clash report is the part to read slowly. Moving one project two weeks can push someone past their hours in a week where they were already booked elsewhere, and that's a decision to make before you approve anything, not after.

Because the MCP moves allocations and not dates, you'll still update the project's start date in Projectworks yourself.

What you need: Meeting summaries turned on in your notetaker (in Zoom for example, that's AI Companion) and permission to view them, plus resourcing write access in Projectworks.

Via MCP, check whether the pipeline can be staffed

Prompt

Which HubSpot deals close in the next 60 days, and do we have the BA and developer capacity to staff them in November?

Here the AI tool reads deals and close dates from any CRM your AI tool connects to (we tested HubSpot) and capacity by role from Projectworks, then puts the two side by side, so you see the deals closing in the next 60 days next to the BA and developer hours still free in November.

The answer is only as good as the close dates in your CRM. A deal sitting on a stale close date shows up as demand that isn't real, so check the list before you start moving people. For how to read the comparison once you have it, see can you take the deal?

What you need: Permission to view resourcing across projects, plus a CRM connection in your AI tool.

Using an MCP compare allocated hours with timesheeted hours

Prompt

Show me allocated versus timesheeted hours on Operating Model Review for the last four weeks.

This works when resourcing and timesheets both live in Projectworks. The MCP reads the allocations on the project, then each person's timesheet for the same four weeks, and your AI tool lays the two side by side by person and week.

Look for gaps in both directions. Someone logging well under their allocation may be blocked or booking time to other work, while someone logging well over it is eating margin on a fixed-fee job. If you want the formula behind the utilization number, see utilization 101.

What you need: Visibility of other people's timesheets and resourcing.

Seven more resource management prompts to try

These are shorter jobs, and most of this list were requested directly by Projectworks customers.

JobPromptWhat it needsCaveat
Forecast resourced hours by monthShow resourced hours by project for each month from November to March.View resourcing across projectsHours only, not revenue.
See who's away and what's waiting for approvalWho's on leave in the next two weeks, and what's waiting for me to approve?Leave approval rights for the queueLeave balances aren't available. The queue excludes your own requests.
Assign someone and book their hoursAdd Corey to Sentry Mode at 20 hours for the week of 2 November.Resourcing write accessPeople are added without a default billable rate. Set it on the project's people screen.
Rebalance one person across projectsMove 30 of Corey's hours in the week of 9 November from Operating Model Review to Sentry Mode.Resourcing write accessPeople added to a new project get no default billable rate.
Replace a placeholder with a named personReplace the designer placeholder with Matt.Resourcing write accessKeep to the swap only. Reading unstaffed roles wasn't tested.
Remove someone's future bookings from a dateDelete Matt's resourcing on Sentry Mode from 26 October onward.Resourcing write accessThe start date must be stated.
Allocate a new team from a spreadsheetUse this spreadsheet to add the team to Sentry Mode and allocate their hours by month.Resourcing write accessNo default billable rate.
Tested through the Projectworks MCP against the Ameridia Group demo tenant. Write prompts created drafts only; nothing was applied.

Leave sits naturally next to resourcing, which is the case we made in handling unscheduled leave. If you staff with placeholders until a role is filled, project resource management with placeholders explains how to plan around them. The rebalancing prompt is the fastest fix if the capacity question has turned up someone who is overallocated.

Getting reliable answers from AI resource planning

Keep your questions narrow. The response size limit from the capacity job applies to any broad read, so asking about one office, team or date range at a time gets you a complete answer instead of a cut-off one.

State the start date for any change. "From 26 October onward" gives the MCP a boundary to work from, and it won't guess one for you.

Review every draft before you approve it. The review step exists because AI answers should be checked before they change a live schedule. An AI tool can match the wrong person when two people share a first name, or read "two weeks" differently from how you meant it, and the draft is where you catch that. It's the same reasoning behind the real vs hype piece, applied to the schedule you actually run.


FAQs

Does the Projectworks MCP respect user permissions?

Yes. It's a user-level connection, and it only sees and changes what that person can already see and change in Projectworks.

Can the Projectworks MCP change resourcing, or only read it?

It reads resourcing and drafts changes, and then it respects the tool permissions you've set. If you've set the tools to 'always approve', nothing is saved until you approve.

Which AI tools work with the Projectworks MCP?

The Projectworks MCP works with Claude, ChatGPT and Microsoft Copilot.

Where does my data go when I use the Projectworks MCP?

Data the MCP reads goes into your AI tool's conversation, under that provider's terms.


Terms used in this post

TermWhat it means
MCPModel Context Protocol, a standard way for AI tools to connect to other software so they can look things up and make changes there
ConnectorHow you add the Projectworks MCP to Claude, ChatGPT or Copilot
ReadA prompt that only looks things up, such as who has capacity next month; nothing in Projectworks changes
WriteA prompt that asks for a change, such as moving an allocation; the MCP drafts it for you to approve
DraftThe proposed change the MCP shows you before anything is saved; it can be applied once and expires after 24 hours
AllocationThe hours a person is booked on a project in a given week
PlaceholderA role booked on a project before a named person is assigned to it
Response size limitThe cap on how much data one answer can carry; broad questions in larger firms can hit it

Let us show you how your firm can utilize AI in resourcing

See where Projectworks fits in, and how it connects to the AI tools your team already uses.

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