Methodology
From readiness to realised value.
The AGORA Delivery Framework is the structured way to move a data and AI initiative from initial qualification through implementation and sustained value.
AGORA Delivery Framework
Why this framework exists
Every professional services organisation that grows faces the same problem: the quality of the deliverable becomes a function of who delivers it, not of how it is delivered. Projects that go well are credited to individual talent; those that go badly, to client circumstances. Neither explanation lets anyone learn.
The framework exists so the outcome does not depend on who touched the project. It defines the what and the why of each phase; the how stays with the team.
Phase by phase
Pick a phase to see what it decides, what it is for, what gets done and what it closes with.
- QualifyShould this engagement happen?
- DiscoverWhat is the real problem?
- DesignWhat is the executable plan?
- DeliverIs the solution producing the intended outcome?
- SustainIs the value holding?
Qualify
- What it decides
- Should this engagement happen?
- What it is for
- Validate outcome, sponsorship, feasibility and material risk before committing resources.
- What it closes with
- An explicit decision to proceed or not, with its reasons written down.
Discover
- What it decides
- What is the real problem?
- What it is for
- Replace assumptions with evidence across business, stakeholders, data and technology.
- Main activities
- Survey of usage, data, processes, owners and rules in force.
- What it closes with
- An agreed, measurable definition of success — not a wish list.
Design
- What it decides
- What is the executable plan?
- What it is for
- Turn evidence into priorities, architecture, risk treatment and a delivery plan.
- Main activities
- Criteria agreed with leadership, applied to the surveyed initiatives.
- What it closes with
- A plan that can be started without structural ambiguity.
Deliver
- What it decides
- Is the solution producing the intended outcome?
- What it is for
- Execute in short iterations while validating functionality, quality, adoption and operational readiness.
- Main activities
- Directing the work with internal teams and vendors, resolving dependencies and checking deliverables.
- What it closes with
- The solution in production, and the client's team able to operate it.
Sustain
- What it decides
- Is the value holding?
- What it is for
- Verify that adoption, operational performance and value persist after go-live.
- Main activities
- Indicators with an identified source, periodic review and adjustment of controls.
- What it closes with
- Evidence that what was promised materialised — or that it did not, while it can still be corrected.
What the client does in each phase
Decides, assigns teams, provides access to information and approves policies. AGORA directs, holds the methodological line and checks deliverables; vendors execute within the scope the client engages.
Five dimensions that cross the whole lifecycle
They are not extra phases, nor stages that happen at the end. They are lenses applied across all five phases, each with a named owner. Omitting a single one is the most common cause of technically correct projects that fail in production.
Qualify
Discover
Design
Deliver
Sustain
Cross all five phases
- Security & ComplianceThat the solution respects the client's security standards and the applicable regulatory framework, verified continuously rather than at the end.
- Responsible AIFairness, transparency, explainability and human oversight in every engagement with an AI component, from classical models to systems that decide and execute.
- Data GovernanceInventory, classification, lineage, ownership and quality of the data the solution touches. It belongs to the delivery team; it is not outsourced.
- Risk ManagementA living register from the first phase to the last, covering technical, commercial, regulatory and organisational risk, each with an owner and a plan.
- Knowledge ManagementThat what was learned is not lost to team turnover or trapped in one person's head. Decisions documented where they can be found later.
Independent quality review at critical decision points
Moving from one phase to the next is neither automatic nor left to whoever runs the project. It rests on verifiable criteria, documented evidence and an independent senior review.
- Evidence
- What is claimed at the close of a phase has to be backed by something another person can review.
- Independent review
- Reviewed by someone who did not produce it. Whoever did the work is not who decides whether it is sound.
- Decision
- Proceed, correct or stop. All three are legitimate outcomes and are recorded with their reason.
Two frameworks, two different questions
AGORA works with two proprietary frameworks that do not overlap: one defines what needs to be governed, the other how the work gets delivered. Confusing them is why many firms end up with a policy nobody executes, or a delivery nobody can audit.
Explore the AGORA framework →See the three models in How we work →
The starting point is always the same
Before designing anything you need to know where the organisation stands. The 4-week assessment establishes it with evidence; the free assessment gives a first reading.