Turn AI ambition into a product customers will adopt and pay for.
I help B2B SaaS founders and enterprise leaders identify where AI creates real business value, define the right product, and build a practical path from opportunity to market.
Agreement is not the service. Better decisions are.— Alon Avramson, on AI product review
AI is rarely blocked by ideas. It is blocked by unclear decisions.
The most expensive mistakes happen before development: choosing the wrong problem, building too broadly, or taking a product to market without a credible buyer and adoption path.
"We know we need AI—but where?"
Separate high-value opportunities from attractive demos, internal experiments, and low-impact features.
"We built it. Why is nobody buying?"
Revisit the customer, problem, positioning, packaging, and pilot motion before adding more features.
"Everyone has a different roadmap."
Align executives, product, engineering, security, and GTM around one product thesis and decision framework.
Focused consulting for the decisions that shape the product.
Engagements can be a single assessment, an intensive strategy sprint, or fractional leadership through validation and launch.
AI Product Strategy
Decide where AI belongs in your product or business—and where it does not.
- AI opportunity map and prioritization
- Product thesis and target customer
- Build, buy, partner, or wait recommendation
- Roadmap and investment sequence
Product Definition & Review
Challenge an idea, prototype, architecture, or roadmap before the next major investment.
- Value proposition and product review
- Scope, UX, architecture, and trust model
- Risks, gaps, and weak assumptions
- Clear next-step recommendation
AI Go-to-Market Strategy
Translate technical capability into a proposition buyers understand and a motion they can adopt.
- ICP, buyer, user, and urgent problem
- Positioning and messaging
- Design-partner and validation plan
- Pilot, packaging, and pricing direction
Fractional Product & AI Leadership
Add senior product judgment during transformation, validation, or an important 0→1 initiative.
- Fractional CPO / Head of AI support
- Cross-functional alignment
- Product operating model and governance
- Executive, customer, and board communication
A direct path from ambiguity to a decision you can execute.
Find the real problem
Clarify the business outcome, user, context, constraints, evidence, and existing alternatives.
Test the assumptions
Expose weak logic, hidden dependencies, product risk, and places where AI adds novelty but not value.
Make the choices
Shape the product thesis, priority use cases, boundaries, roadmap, and go-to-market direction.
Move into the market
Turn the strategy into customer discovery, a design-partner offer, a pilot, or a delivery plan.
Strategic clarity without the polite agreement.
Rather than publish unapproved testimonial quotes, this section captures the qualities repeatedly valued by founders, executives, architects, engineers, and product teams who work with me.
Clarity in complex systems
I connect technology, customer reality, operating constraints, and commercial logic into a direction teams can understand.
Frank, independent judgment
I do not validate an idea to keep a meeting comfortable. I identify what is weak, what is missing, and what should happen next.
Strategy that reaches execution
I can work from executive choices down to product scope, architecture boundaries, pilot design, and GTM sequencing.
Products and transformations that show how I think.
These are not just portfolio entries. Each one demonstrates a product decision, a market thesis, and a path from ambiguity toward adoption.
Controlled AI Workers
The challenge: companies want AI agents to execute operational work, but open-ended autonomy creates security, governance, and accountability risk.
Workflow Blueprint Studio
The challenge: before an AI worker can run a workflow safely, someone has to define its steps, exceptions, and approval boundaries in a form both business owners and engineers can trust.
Enterprise AI Chief of Staff
The challenge: leaders have access to more information than ever, yet still discover operational risk, customer escalation, and execution problems too late.
Building an AI/ML product domain from zero
Founded the AI/ML domain for an automotive OTA platform serving global OEMs. Built the team, product direction, MLOps foundations, governance, and a pipeline of production use cases.
From project-based defense software to commercial AI/IoT SaaS
Led the product and strategic shift toward cloud-native commercial offerings for utilities and smart cities, aligning architecture, product, partnerships, and market entry.
I work where product, technology, and business transformation meet.
I have spent more than 25 years creating new product domains, turning complex technology into commercial platforms, and leading products from early definition through enterprise adoption.
My experience spans HARMAN/Samsung, mPrest, Tyco/Visonic, Kramer, independent ventures, AI/ML platforms, IoT, cloud SaaS, agentic systems, and founder-led 0→1 products.
Today I work with founders and enterprise leaders who need experienced, independent judgment before committing significant time, money, and organizational energy to an AI initiative.
Engage Strategy
Select an advisory format tailored to your product stage. From a direct exploratory call to embedded fractional leadership.
30-Minute Advisory Alignment
Exploratory Session · Complimentary
An initial strategic discussion to evaluate your product goals, technical bottlenecks, and determine engagement fit.
- High-level product audit
- Feasibility & roadmap alignment
- Immediate tactical feedback
AI Product & GTM Strategy Teardown
Half-Day Intensive · Founders & VPs
An intensive workshop reviewing your product roadmap, pricing architecture, customer friction points, and unit economics.
- Comprehensive PRD & UX review
- Inference cost & margin modeling
- 90-day actionable execution plan
Fractional CPO & Strategic Retainer
Ongoing Leadership · Retainer Basis
Hands-on executive guidance to lead your product strategy, mentor teams, and steer AI commercialization from 0 to scale.
- Weekly strategic executive advisory
- Team mentoring & PRD framework governance
- GTM & enterprise sales enablement