AI adoption strategy
Finding high-value use cases, mapping stakeholders, shaping an adoption roadmap, and translating Generative AI capabilities into a business case leaders can act on.
Go-to-market / AI adoption / automation field guide
Sri Lanka · 2026
01 — Start with the real problem
I turn AI potential into business momentum teams can measure, repeat, and grow.
I am Samith Abesinghe, a Generative AI Solution Engineer, I help businesses find high-value AI opportunities, automate the work around them, and move from first conversation to measurable revenue..
Explore the field notes
INPUT
37.7749° N / 122.4194° W
system / human / model
latency is a design decision
A working model of my practice:
make AI useful,
operational, and tied to growth.
02 — Profile
Part engineer,
part growth partner.
SAM
Samith Abesinghe
AI Adoption & GTM Engineer
I work where AI's possibility meets a business's actual priorities. My background in Generative AI solution engineering helps me turn technical depth into clear use cases, working demos, and solutions that leaders can fund.
Over the last 3 years, I have moved between research labs, early product teams, and customer-facing solution work. The through-line is simple: AI adoption happens when a clear business case is paired with a workflow people will actually use.
My best work is collaborative and practical. A sharp discovery call. An automation that gives a team time back. A clear path from pilot to production, with impact that shows up in efficiency, pipeline, and revenue.
03 — Selected work
The work behind the growth.
A selection of AI adoption programs, automation workflows, and customer-facing solutions. Click into the business impact, not just the output.
Client work
A few teams I have helped move forward.
Selected collaborations, shaped around useful systems and clearer outcomes.
Good AI work leaves a business more capable: less manual effort, clearer decisions, and more room to grow.
A principle I test against04 — Capabilities
Useful at
the edges.
Automation workflows
Designing practical AI workflows for sales, support, operations, and knowledge work that reduce manual effort and help teams move faster.
GTM solution engineering
Technical discovery, tailored demos, solution briefs, pilot plans, ROI narratives, stakeholder alignment, and confident handoffs from opportunity to delivery.
05 — The long view
Three years
of asking why.
Freelancer | Product Engineer
Generative AI Solution Engineer
Making support systems, automation workflows more useful, measurable, and kind.
CognicData / Business Platform
Generative AI Backend Engineer
Making a platform for small medium business to integrate customer service bot
Mooflife Cooperation & Research
Generative AI Developer
Building system to capture and manage historic data into moments