Incubation Centre

Our AI Venture & Commercial Model

Understand Kent Consultancy’s commercial model for discovery, milestone delivery, ongoing support, co-build licensing and selected venture investment.

A clear starting point.

A credible incubation model must work for the people building the product, the business using it and the parties paying for it. Our approach connects learning, development, customer validation and commercialisation while keeping the financial and ownership arrangements explicit.

The commercial route reflects the opportunity, each party’s contribution and the evidence available. Specific prices, percentages, investment amounts and commitments are agreed in writing for the engagement.

How the model works

Commit in stages. Learn before expanding.

The model begins with a focused problem and a decision about the next useful piece of work. We separate initial assessment, paid discovery, product delivery and ongoing operation. This allows an opportunity to advance without treating a complete platform build as the only possible outcome.

Each stage has a named owner, defined outputs, a budget and a review point. The decision to proceed considers customer evidence, technical feasibility, resource availability and commercial viability. A team can revise or stop a proposition when the evidence changes. Previous effort is recorded as learning; it is not a reason to keep funding an unsuitable direction.

  • Define the customer and the problem before expanding the feature list.
  • Agree what each stage must prove and what evidence will be retained.
  • Keep service fees, investment and commercial rights distinct.
  • Make data access, ownership and operational responsibility explicit.
  • Connect every further commitment to an achievable milestone.

Five ways to engage

Revenue follows a defined contribution.

The commercial structure should make it clear what a customer or partner is buying and what Kent is responsible for delivering. Several routes can coexist within a relationship, but each must be identified. A support fee, for example, should not obscure a separate development charge or a royalty arrangement.

RouteWhat it coversHow it is agreed
Discovery feeProblem definition, customer and workflow research, technical options and a recommended pilot.A bounded scope, deliverables, fee, timetable and decision point.
Milestone deliveryDesign, development, integration, evaluation and agreed handover outputs.Milestone scope, acceptance criteria, dependencies and payment schedule.
Support retainerDefined operational support, monitoring or maintenance capacity.Coverage, response arrangements, exclusions, change process and recurring charges.
Co-build licence or royaltyShared product development and participation in agreed commercial exploitation.Contributions, ownership, licensing rights, revenue definitions and reporting.
Selected venture equityA separate ownership relationship in a selected venture.Investment or contribution terms, governance, ownership and relevant rights.

Route one

Discovery buys a better decision.

Discovery is a professional engagement with practical outputs. It may cover user interviews, process mapping, a review of current alternatives, data assessment, technical options and a pilot proposal. The scope states the question to resolve and the information the customer or founder must provide.

The fee is agreed for that scope. Later development and investment remain separate decisions. At the end, the parties review the outputs and decide whether to proceed, change direction or stop. Any crediting of a discovery fee against later work must be expressly included in the commercial agreement.

Route two

Pay for defined progress.

Product development is organised around milestones with agreed outputs and acceptance criteria. A milestone might complete a data integration, deliver a pilot workflow or demonstrate a defined set of use cases. The agreement explains the review process, the information required from the customer and what happens if an output needs correction.

Changes are assessed for their effect on cost, time and dependencies before they are added. Recording the impact on permissions, data and operating responsibilities helps both sides make informed choices.

Milestone approval uses the agreed criteria. The financial plan distinguishes delivery fees from third-party usage, licences and other charges where relevant. Payment timing and any deposit are specified in the proposal.

Route three

Treat operation as an ongoing responsibility.

A production system needs an owner after launch. A support retainer can provide defined maintenance, monitoring and assistance, with coverage and response arrangements proportionate to the service. The contract distinguishes included work from substantial enhancement requests or new integrations.

Recurring cost reviews should consider model usage, infrastructure, third-party subscriptions and support effort. A growing customer base can improve revenue while also increasing variable costs and operational demands. Usage limits, budget alerts and review points help keep the service commercially manageable.

An exit or transition plan is part of a sound operating relationship. It should identify the information, documentation and access the customer can receive, the treatment of outstanding fees and the responsibilities for any move to another provider.

Route four

Share value where contributions justify it.

A co-build is considered when a partner contributes more than a request for software. That contribution might include deep domain knowledge, access to a pilot environment, committed staff time, customer introductions, funding or valuable intellectual property. Kent’s contribution may include discovery, engineering, product development and commercial work.

The agreement identifies the product, its market and each party’s rights. A partner might receive a licence, agreed revenue participation or another documented benefit. Terms reflect the actual contribution and risk; no standard royalty or discount is implied.

If royalties are used, define the treatment of taxes, refunds, bundled services, discounts and other deductions where relevant. Agree reporting, payment, review rights, improvements and termination. Any exclusivity needs a defined scope, duration and conditions.

Route five

Keep ownership decisions separate and deliberate.

An equity relationship is reserved for a selected venture and requires separate assessment. It may reflect an investment or another expressly agreed contribution. It is not an automatic consequence of submitting an idea, joining a course or commissioning development.

Before agreeing ownership, the parties need to understand the venture’s existing commitments, the rights being created, governance, future financing and dilution. The relationship between Kent’s service fees and its ownership interest should be visible. Investment availability and terms are confirmed for the specific opportunity.

Make the numbers useful

Track value, contribution and cash.

The financial model should connect customer activity to delivery effort and cost. A practical starting point is customer revenue less the direct costs needed to serve that customer over the same period. For AI products, those costs may include model calls, data processing, storage, third-party tools, human review, onboarding and support.

We then examine sales effort, acquisition spending, customer retention and the period required to recover acquisition costs. At an early stage, some values will be assumptions. They should be labelled, tested and updated rather than presented as an established performance record.

Cash planning is separate from profit. A venture may need to pay people and suppliers before an invoice is collected. A useful plan shows expected receipts, committed outgoings, available cash and the milestone that the next spending decision is intended to achieve. Downside cases examine slower sales, lower prices, higher usage and longer implementation.

  • Record one-off implementation revenue separately from recurring revenue.
  • Include human work required to deliver the promised service.
  • Measure the cost of an accepted outcome, not only an individual AI request.
  • Compare actual pilot usage and support effort with the original estimate.
  • Review spending before expanding the scope or entering another market.

Quality is part of the model

Design for control, ownership and continuity.

Responsible AI is a delivery requirement. A product should have a defined purpose, permitted data, suitable access controls and a way to evaluate outputs. High-consequence actions need appropriate approval and escalation. Operational plans should identify who monitors issues, who can change the system and how a failed process can be corrected.

We distinguish background intellectual property, new development, third-party components and customer information. Ownership, licences, confidentiality and permitted reuse are settled in the agreement. This clarity supports product development and avoids relying on rights that no party has actually granted.

Capability is another operating consideration. All training is delivered by Kent Business College, UK, in modules of 14 weekly two-hour sessions, giving 28 live learning hours per module. Training can strengthen the team, while project handover and ongoing support remain separately defined responsibilities.

Grow with evidence

Choose an initial market before planning six.

Our commercial focus covers Egypt, Saudi Arabia, the UAE, the UK, Ireland and the USA. These are markets of interest, not a representation of registered offices in each country. Each venture starts by identifying a reachable buyer group and a realistic way to sell, deliver and support the product.

A second market is a separate decision. Language, procurement, data handling, contracting, payments and customer support can change the operating model. Expansion follows evidence that the offer solves a valued problem and that the next market can be served sustainably.

Questions worth asking.

Why are prices and equity percentages not fixed on this page?

The appropriate terms depend on the scope, stage, resources, rights and contribution of each party. A discovery proposal, delivery agreement, licence and equity investment are different commitments. Specific terms are provided in writing before agreement.

Can we begin with discovery and decide later about a partnership?

Yes. Discovery can be a standalone engagement. Its outputs help determine whether commissioned delivery, a co-build, a licence or no further work is the appropriate next step.

Does a support retainer include unlimited development?

No unlimited entitlement is assumed. The retainer defines its coverage and capacity. Material enhancements and new products are scoped and agreed separately unless expressly included.

What happens if a pilot does not meet its objective?

The review examines the results and causes. The parties may revise the approach, run a further bounded experiment or stop. Payment, correction and termination responsibilities follow the agreed contract. The review records what has been learned and the next action agreed.

Can services, royalties and equity be combined?

They can be considered together, but each component must be transparent. The agreement should make the contribution, fee, ownership interest, commercial rights and any potential conflict understandable to all parties.