AI Startup — Strategic Market Consulting
An academic consulting engagement for an early-stage AI company developing automated image-processing and synthetic-data solutions. The project evaluated potential industry verticals and developed a focused market-prioritisation and go-to-market recommendation.
Business Challenge
The startup operated in a highly competitive AI infrastructure market where broad technical capability did not automatically create a defensible market position. The central challenge was to identify a vertical where customer pain, market attractiveness, adoption readiness, regulatory conditions, and implementation feasibility could support stronger differentiation.
“Which market vertical should the company prioritise to achieve stronger differentiation and scalable growth?”
Strategic Decision Framework
The team compared potential applications through one structured decision framework rather than selecting a market based only on headline size.
Research & Analysis
Market and vertical research
We researched multiple potential applications and compared the commercial logic of each vertical, including customer pain, demand maturity, market structure, and the role synthetic data could play.
Competitive benchmarking
We assessed direct competitors, adjacent solutions, positioning gaps, and the degree to which vertical specialisation could create a clearer value proposition.
Feasibility and adoption
We considered regulation, data access, technical integration, adoption readiness, implementation complexity, and the risks associated with entering each market.
Recommendation Logic Pipeline
“Shift from broad horizontal competition to focused vertical specialisation.”
- Prioritise a clearer, high-value vertical use case
- Align tech capabilities with market demand and adoption reality
- Reduce go-to-market ambiguity through focused positioning
- Strengthen long-term competitive differentiation
- Support scalable, repeatable market entry
Go-to-Market Roadmap
Validation
Validate customer pain, use cases, technical requirements, and buying logic.
Pilot Design
Define a focused pilot, success criteria, and technical and commercial validation requirements.
Focused Market Entry
Refine positioning, target segments, messaging, and initial customer-acquisition priorities.
Expansion
Scale after evidence of product–market fit and repeatable implementation.
My Contribution
Independently Developed / Led
- TAM / SAM / SOM market sizing and prioritization logic
- Positioning-gap analysis vs direct and adjacent competitors
- Structuring the final executive analytical storyline
- Presenting and defending the strategic recommendation directly to the CEO
Contributed To
- Market and vertical background research
- Competitor benchmarking across candidate industries
- Demand, regulation, and implementation friction comparison
- Roadmap and KPI framework development
Outcome & Deliverables
The final analysis and recommendation were presented directly to the CEO. During the Q&A, the team defended the evidence, trade-offs, assumptions, implementation risks, and feasibility of the proposed direction.