What does an AI project manager do?
Understand an AI project manager’s responsibilities, forecasting method and relationship with engineers, suppliers and the business owner.
An AI project manager, often called an AI delivery lead or AI programme director, owns the path from an agreed outcome to a workflow in production and in use. That covers scope, risks, supplier dependencies, evidence for governance and an honest forecast. It differs from traditional project management because the work is probabilistic and the controls have to be built into delivery.
30 minutes with James · how this would work in your organisation
The basis for this approach
This is our description of delivery responsibilities, based on the published Programme & Delivery Management engagement and The Tenhaw Way. Governance guidance is not legal advice.
The demand signal
Tenhaw’s monthly programme-management scope includes probabilistic forecasting, cross-supplier dependencies, risks with named owners and benefits tracked in currency. It is available even when other suppliers do all the building.
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Book a 30-minute callWhy it stalls
2 failure modes we keep meeting
Reporting replaces a decision
A status pack is useful only if the board can act on it. Show the current forecast, the dependencies changing it and the named person who can resolve each issue.
The programme promises a date without evidence
AI work needs acceptance tests and a forecast built from real throughput. A single date hides the uncertainty the sponsor needs to manage.
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Book a 30-minute callHow we approach it
3 moves, in order
- 01
Connect the outcome to the delivery plan
Agree the value and production decision for the workflow, then keep scope, ownership and supplier dependencies visible. The delivery lead must have the authority to resolve issues.
- 02
Make the evidence part of the work
Build evaluation, approval and change records into delivery. Bring the relevant risk and compliance owners into design, with legal interpretation left to the legal owner. This is not legal advice.
- 03
Report and hand over a repeatable method
Use confidence intervals from throughput, name the risks requiring action and track benefits against the agreed value. Build the internal team’s ability to run the cadence after the engagement.
Build the internal team’s ability to run the cadence after the engagement.
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Sources
Every source below was opened and read before it was attached. Where nothing survived that check, the claim on this page was softened rather than given a plausible-looking link.
Tenhaw, Programme & Delivery ManagementThe Tenhaw Way, manage product deliveryThe closest guides to this one
Nearest first, then the rest. Each one carries the same label: written from delivery, or the method we would bring. All 34 are on the hub.
AI delivery lead: hire one or bring in a consultancy?
Choose permanent or interim AI delivery leadership around the work, timing and handover. See Tenhaw’s published £18,000–£35,000 monthly engagement.
Our approachWhere should a new Head of AI start?
Plan a new Head of AI’s first quarter around the existing inventory, decision owners, a valued workflow and evidence for the next investment.
Our approachWhat does an AI product manager do?
Define an AI product manager’s role through outcomes, acceptable errors, human review and value. Use the free Tenhaw Way working method.
Our approachGoverning a multi-team agentic AI programme
Govern AI work across internal teams and suppliers with shared evidence, accountable decisions, honest forecasts and benefits tracked in currency.
DeliveredDocument intelligence to business intelligence
Turn source documents into data your business can check and use.
DeliveredWhat does an AI-native software delivery lifecycle look like?
Connect requirements, AI engineering and human release decisions.
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Book a 30-minute callWork out the next step for your team.
A 30-minute call with James Rooney to discuss your workflow, people and budget. Leave with a rough scope and a useful next step.
Programme & Delivery Management · £18k–£35k a month · 30 days’ written notice either way · excluding VAT
No time that suits? Email hello@tenhaw.com. Calendar not loading? Open it on cal.com.
Describe the work
Describe the work in a paragraph. James replies with a rough scope and budget range within two working days.
Questions this guide answers
AI project manager or AI programme director?
Choose the title around the scope and authority. A programme director may coordinate multiple teams and suppliers; the delivery responsibilities still need to connect outcomes, forecasts, risks and benefits. Tenhaw supplies the agreed role as an engagement.
What skills does the role need?
The published scope calls for delivery forecasting, dependency management, risk escalation, supplier reporting and benefits tracking. The lead also needs to work with engineering and the business owners on acceptance evidence and decisions.
Do they need to code?
The programme-management engagement deliberately has no build engineer: it governs whoever is building. The lead needs enough understanding to manage delivery decisions and evidence, with engineering responsibilities assigned to the builders.
How do they forecast AI work?
From the programme’s real throughput, using confidence intervals rather than one unsupported completion date. Review the forecast as work completes and dependencies change.
Hire or engage?
Hire permanently for a continuing leadership role. Engage an interim when delivery cannot wait for the search or the role needs defining first. Tenhaw’s programme-management scope is £18,000–£35,000 a month, with 30 days’ written notice either way.