Launch readiness
A launch decision with unresolved defects, capacity limits and customer commitments.
Read the launch sample →Product · Marketing · Commercial strategy · Operations
Professional judgment.
Applied to AI’s work.
I’m Robert “Rob” Wescott. I bring decades of experience bringing products to market, developing commercial strategy and building businesses to the evaluation of AI-generated work.
My background includes Chief Product Officer at Wimgo and Chief Revenue Officer and Chief Strategy Officer at Ayfie. Hands-on work with AI-assisted product and publishing workflows adds a practical understanding of where outputs need scrutiny.
See the career experience behind these evaluation domains →
Five domains. Concrete decisions.
- Product development
- Translate customer needs into requirements, assess readiness, and decide what must ship now.
- Marketing and go-to-market
- Define buyers, positioning, channels, success measures and the evidence behind claims.
- Commercial strategy
- Evaluate offers, partnerships, revenue assumptions and routes to market.
- Business operations
- Allocate limited money and team capacity while accounting for delivery, dependencies and risk.
- Entrepreneurship
- Make staged commitments under uncertainty and connect product decisions with customers and cash.
Review the public career record →
Expert judgment for real business work.
My career has required the decisions that business plans are meant to support: what to build, which market to pursue, how to position an offer, and where to commit limited resources. At Wimgo, Ayfie, SelfStudy/Learnswell and in my own ventures, I’ve worked across product, marketing, commercial strategy and operations.
I bring that experience to reviewing AI-generated work. I look for sound assumptions, accurate use of evidence, feasible execution and a recommendation someone can act on. The portfolio examples show how I turn those expectations into realistic assignments and explicit scoring criteria.
What a reviewer can examine.
Go-to-market
A focused segment and channel plan with explicit conversion assumptions.
Read the marketing sample →Resource allocation
A constrained quarterly plan with opportunity costs and a downside case.
Read the operations sample →Hands-on AI evaluation experience.
In PennedCanon and Sovereign Mercy, I direct AI-assisted work, define protected content, challenge revisions and decide what is ready for publication. Retained project records document bounded checks and their limits. Agents assisted with analysis, coding and verification; those actions are distinguished from my direction and decisions.
Read the documented project cases · Inspect evidence and attribution
Discuss a domain-expert assignment.
Have a business task that needs experienced judgment? Let’s discuss task design, assessment criteria or expert review in product, marketing, commercial strategy, operations or entrepreneurship.