Find the useful problem
Understand the workflow, data, and constraints before choosing a model.
APPLIED AI · NEPAL & BEYOND
AI that works.
Beyond the demo.
I’m Bishal. I help teams turn complex data and ambitious ideas into useful AI systems—with a clear path from the first question to production.
01 / ANATOMY OF A GROUNDED ANSWERILLUSTRATIVE SYSTEM
01Ask a questionBusiness context
02Retrieve evidenceRelevant sources
03Generate an answerCitations included
04Evaluate & improveQuality before scale
● Good answers start with evidence.
SELECTED ORGANIZATIONS
Organizations I’ve worked with.
THE APPROACH
Start with the problem.
Make the system earn its place.
Practical engineering, explicit trade-offs, and a definition of success you can actually measure.
Build for the real world
Connect retrieval, tools, and human review to the way your team works.
Measure what matters
Evaluate answers and failure modes before expanding the system’s responsibilities.
WORK & FIELD NOTES
The thinking behind the systems.
IN THE ROOM / PUTTING AI TO WORK
Good systems need confident people.
Workshops and technical sessions with teams and communities in Nepal. Connecting the technology to the people who use it.
Triveni Group
AI Power Workshop
AI adoption and leadership
MV Dugar Group
AI in the workplace
Corporate AI workshop
INTkathon
Building agentic AI
Technical workshop
A NOTE FROM BISHALTechnical depth.
Technical depth.
A practical point of view.
My focus is helping organizations in Nepal make thoughtful use of AI. That starts with understanding the work, being honest about limitations, and building something people can use.
More about my approach →LET’S MAKE IT USEFUL