AI tutoring and assessment
Retrieval over your curriculum, adaptive practice, explanations with sources — evaluated, not improvised.
An AI tutoring platform trusted by students from 50+ medical schools and a WCAG-compliant social platform for 10,000+ students: we build EdTech that holds up under real classrooms, with accessibility, content workflows and AI assistance included.


Retrieval over your curriculum, adaptive practice, explanations with sources — evaluated, not improvised.
Accessibility requirements defined for your platform and checked during delivery, drawing on our WSB Merito work.
Plan capacity around term dates and test the busiest workflows before students arrive.
Define data ownership and access roles, with documentation for the institution’s review.
RAG over your content with citations, evaluation sets built with educators, guardrails for younger users.
Keyboard navigation, screen-reader semantics, contrast and captions — tested, not assumed.
Authoring workflows, moderation, multilingual delivery and integrations with LMS and SIS systems.

Three places we look first.

Images with text, missing alt, unlabeled controls — fixable early, expensive after launch, and often a legal requirement.

Tutoring without retrieval and evaluation produces fluent wrong answers. We measure accuracy against your materials before students see it.

Plan for exam-week peaks and test the busiest workflows before the term starts.
Elite Medical Prep wanted AI tutoring that medical students could trust.
Elite Medical Prep serves students from 50+ medical schools, including Yale, NYU and Mt. Sinai. We worked on its AI tutoring product for medical education.

The case study describes the deployed tutoring product and a 5.0 Clutch review. The founder’s feedback focuses on the team’s technical judgment and communication.
Adaptive practice and explanations with sources, evaluated with educators.
Compliance designed in and tested, with reports for procurement.
Authoring, moderation, multilingual delivery, LMS and SIS integrations.
React Native apps that work offline and on cheap devices.
Capacity planning and load testing for term-time peaks.
Accessibility, performance and AI quality reviewed with a ranked fix list.
Built with educators, measured with students
We set deadlines once the design is final, counted in working days, not as dates promised in a sales call. You hear about a problem from us, with options, while there is still time to choose.

What stayed with me was the communication. Fast, clear, and always with something concrete: a proposal, an update, a solution. We never had to wonder what was happening.

What you want to achieve, by when, with what budget. We say on the call whether we are the right team, and what the smallest useful first step is.

A short workshop with your stakeholders: outcome, hard and soft deadlines, integrations, risks. You get a written scope, a price range and the split between what AI accelerates and what needs a senior engineer.

We build in deployable increments with code review and automated tests. You get a status daily at first, then weekly once trust is there. Scope lives in Linear; conversations happen in Slack.

Monitoring, documentation and runbooks handed over, or a squad that stays. Either way the product can be operated without us.




"Pirxey gave us the full package - frontend, backend, AI, and data - all under one roof, which meant we never had to coordinate multiple vendors. They thought like product owners, not contractors."

"What stayed with me was the communication. Fast, clear, and always with something concrete - a proposal, an update, a solution. We never had to wonder what was happening."

"Their ability to quickly deliver high-quality solutions while maintaining transparency in communication is rare."

"When you propose something to them, they don't simply say yes - they come back with a pro and con. You're not getting a classic developer who simply does and then you have to fix the thinking yourself. If I had another AI idea and wanted to pursue it, I would just use Pirxey."

"Well… didn't know what to expect but honestly, now I'm learning much from you guys. Had no idea an external tech partner can be so pro and organized."

"Their ability to quickly deliver high-quality solutions while maintaining transparency in communication is rare."

An AI tutor is only as good as its evaluation set. We build that set with the educators before we build the model pipeline.
AI research and adoption

An AI tutor is only as good as its evaluation set. We build that set with the educators before we build the model pipeline.
Delivery and squads

An AI tutor is only as good as its evaluation set. We build that set with the educators before we build the model pipeline.
Interfaces and design systems

An AI tutor is only as good as its evaluation set. We build that set with the educators before we build the model pipeline.
Architecture and APIs
Discuss your project with our AI Architects. No commitment, just clear answers and a roadmap.
Mike KacprowiczBook a callChief Growth Officer