GroveAI
StrategyFree Template

AI Project Brief Template

A one-page project brief template that captures the essential information needed to kick off an AI project. Ensures business and technical teams are aligned on objectives, scope, constraints, and success criteria before work begins.

Overview

What's included

Project overview and problem statement
Objectives and success criteria
Scope definition with in/out boundaries
Stakeholder map and RACI matrix
Timeline and milestone plan
Constraints, assumptions, and dependencies
Risk summary and approval signatures
1

Project Overview

Project Overview

Project name:   Project code:   Date:   Author:   Version:  

Problem Statement

What problem are we solving? (2-3 sentences, written for a non-technical audience)



Proposed Solution

How will AI address this problem? (2-3 sentences at a high level)



Business Context

  • Strategic priority this supports:  
  • Current cost of the problem: £ /year (or  hrs/week)
  • Expected benefit: £ /year (or  % improvement)
  • Urgency: Low / Medium / High / Critical

Objectives (SMART)




Success Criteria

How will we know this project succeeded?

CriterionTargetMeasurement Method
   
   
   
2

Scope & Constraints

Scope & Constraints

In Scope

  •  
  •  
  •  
  •  

Out of Scope

  •  
  •  
  •  

Constraints

Constraint TypeDetail
Budget£  total; £  approved for Phase 1
TimelineMust deliver MVP by  
TechnologyMust integrate with  
RegulatoryMust comply with  
DataLimited to   data sources

Assumptions




Dependencies

DependencyOwnerStatusImpact if Delayed
    
    
3

Stakeholders & RACI

Stakeholders & RACI

Key Stakeholders

NameRoleInterestInfluence
 Executive SponsorHighHigh
 Project LeadHighHigh
 Technical LeadHighMedium
 Business OwnerHighMedium
 Data OwnerMediumMedium
 End User RepresentativeMediumLow

RACI Matrix

R = Responsible, A = Accountable, C = Consulted, I = Informed

ActivitySponsorProject LeadTech LeadBusiness OwnerData Owner
Define requirementsIRCAC
Data preparationIACIR
Model developmentIARCC
Testing & validationIARRC
DeploymentIARIC
Go/No-go decisionARCCI
Post-launch monitoringIRRCC
4

Timeline & Milestones

Timeline & Milestones

Project start date:   Target completion date:  

Milestone Plan

#MilestoneTarget DateOwnerStatus
1Project kick-off  Not started
2Requirements sign-off  Not started
3Data preparation complete  Not started
4Model v1 ready for testing  Not started
5User acceptance testing  Not started
6Go/No-go decision  Not started
7Production deployment  Not started
8Post-launch review (4 weeks)  Not started

Approvals

RoleNameSignatureDate
Executive Sponsor   
Project Lead   
Technical Lead   
Business Owner   

Instructions

How to use this template

1

Start with the problem, not the solution

Write the problem statement first. If you cannot articulate the problem clearly, the project is not ready to start.

2

Define scope boundaries explicitly

List what is out of scope as clearly as what is in scope. This prevents scope creep and manages expectations.

3

Agree on success criteria upfront

Define measurable targets before the project starts. This avoids moving goalposts and ensures objective evaluation.

4

Get formal sign-off

Circulate the brief to all stakeholders and get written approval before starting. This creates accountability and shared ownership.

Watch Out

Common mistakes to avoid

Writing the brief after work has started — the brief should precede, not follow, the project.
Being vague about success criteria — 'improve efficiency' is not measurable; '20% reduction in processing time' is.
Not defining out-of-scope items — everything not explicitly included will be assumed in scope by someone.
Skipping the RACI matrix — unclear ownership leads to dropped tasks and finger-pointing.

FAQ

Frequently asked questions

Aim for 2-4 pages. The brief should be concise enough that every stakeholder will read it. Detailed specifications belong in separate requirements documents.

The business case justifies why the project should be funded (ROI, strategic value). The project brief defines what will be delivered and how. The business case comes first; the brief comes after approval.

Not for every small experiment, but yes for any initiative that requires more than one person or more than two weeks of effort. Even a lightweight one-page brief prevents misalignment.

Use a change request process: document the requested change, assess its impact on timeline and budget, get approval from the project sponsor, and update the brief accordingly.

The project lead or business analyst, with input from the technical lead and business owner. The executive sponsor reviews and approves it.

Need a custom AI template?

Our team can build tailored templates for your specific business needs. Book a free strategy call.