AI Opportunity Scan
We identify realistic AI use cases, clarify the business problem, map risks and translate client needs into structured project opportunities.
MAC LEE DESIGNS supports agencies, software houses and consulting teams as a subcontracted AI discovery, market intelligence and digital strategy partner for client projects.
We strengthen the evidence, discovery, AI opportunity mapping and implementation-ready documentation behind the project.
A client asks for a website, platform, campaign, automation or AI solution. But the real business problem, market demand, customer need and implementation risk are not clear yet.
That is where projects become expensive, misaligned or difficult to deliver. We support the discovery layer before delivery begins, so your team can move with sharper direction.
Our role is not to replace your delivery team. We help define what should be built, why it matters, what evidence supports it and how to explain it clearly to stakeholders.
We identify realistic AI use cases, clarify the business problem, map risks and translate client needs into structured project opportunities.
Market intelligence, competitor analysis, search demand, customer behaviour and AI-assisted insight before a client invests in a website, platform or campaign.
A structured discovery pack for platform, automation, AI, website, process or content transformation projects.
Client-facing proposals, statement-of-work input, project summaries and strategic documentation that make your offer clearer and stronger.
Information architecture, conversion structure, product logic, content hierarchy and implementation-ready recommendations for web projects.
Search intent, topical clusters, AI-search readiness, content gaps and practical recommendations your team can use before build or campaign work.
We can work quietly behind the scenes or support selected client-facing moments where strategic clarity is needed.
We understand your client, project context, constraints, commercial goals and delivery needs.
We analyse the market, competitors, customer behaviour, search demand, AI use cases and project risks.
We define priorities, requirements, risks, stakeholder messages and recommended next steps.
You receive documentation that can support proposals, workshops, delivery planning or stakeholder communication.
Add a stronger discovery and business-analysis layer before developers begin delivery.
Use market evidence, search demand and positioning insight before presenting a recommendation.
Turn complex client discussions into clear, stakeholder-ready digital direction.
Strengthen proposals without building an internal AI strategy function from scratch.
Bring in strategic backup when a project needs more structure, documentation or evidence.
Available as a white-label subcontractor, project-based consultant, discovery partner, remote delivery partner or ongoing strategic support layer.
If your team has the client relationship and delivery capability, MAC LEE DESIGNS can support the strategy, evidence, discovery and documentation layer behind the project.