Adeel Khan and the problem with a brilliant demonstration

Adeel Khan went back to his old school with something to show the teachers. ChatGPT could draft a recommendation letter. It could make a reading passage more accessible. The demonstrations went well. When he returned a week later, he recalled, almost everyone had stopped using it. The physics teacher was the exception. A roomful of impressed educators had produced very little change in the following week’s work.

For someone trying to sell the future, this might have been an awkward result. For a former principal, it was useful information. The teachers said the technology took too much effort when Khan was no longer beside them. They had lessons to prepare and students to teach. Becoming accomplished at instructing a chatbot was another assignment, and their timetable was already rather full.

MagicSchool AI grew out of that gap between a good demonstration and an ordinary working day. Khan had spent years inside schools before trying to build software for them. His question was practical: how could the help survive after the person demonstrating it had left the room?

A school before a startup

The son of Pakistani immigrants, Khan grew up in Virginia, moving around the state before his family settled in Northern Virginia. He graduated from John Lewis High School and went to Virginia Tech. His undergraduate subject was accounting and information systems. He later earned a master’s degree in educational leadership and administration at Columbia. The combination looks quite tidy on a résumé; the work that followed was considerably less tidy than a spreadsheet.

He entered teaching through Teach for America in Atlanta, working in special education and English before teaching social studies at KIPP. In 2014, he moved to Denver with a particular ambition: to open a school. He took on school leadership roles and began building DSST: Conservatory Green High School, which opened in 2017. There was a building to run, a team to assemble and a promise to make credible to families.

His account of that promise put relationships at the center. Students would receive support and face high expectations. The adults would believe in them and keep showing up. Before he had a company slogan, he had an argument about what a school owed its children.

The number that meant a choice

On March 25, 2021, Conservatory Green announced that every member of its founding senior class had been accepted to a four-year college. At that point, each senior averaged four acceptances, with further decisions still to come. Khan congratulated the students, thanked their families and colleagues, and singled out the college success team led by Valerie Wilkinson. The milestone belonged to a crowded cast.

For Khan, the point was the range of choices available when students left. From the class’s first year, he had described the school’s purpose as expanding opportunity and challenging inequity. An acceptance letter made that purpose tangible. Several letters made it a choice. The distinction mattered to a principal whose ambition extended beyond getting a class through graduation.

There is a revealing passage in his writing from 2018, when he reflected on the conditions needed for his school to succeed. He wanted those conditions to become more common. “Here’s to hoping that less needs to go right,” he wrote. It is an unusual ambition for a founder: to hope that the circumstances behind your achievement eventually become ordinary.

Practicing the art of leaving

Even before those acceptances, Khan had told families he would step down at the end of the school year. His February 2021 letter explained that the transition had been planned for more than a year. He had been developing other leaders so the school could continue with as little disruption as possible. Most of its team would remain.

The letter made room for gratitude, but also for a point about ownership. He described the school’s accomplishments as the work of its community. He was preparing to leave an institution that had occupied years of his life, and he wanted families to trust the people staying behind. A founder’s exit can turn into a referendum on the founder. His letter kept returning to the school.

He moved into a role overseeing schools and coaching principals. Yet he found that he missed creating something. “I really missed the building process,” he said later. After roughly a year, he took time away and traveled. He returned to Denver in November 2022, the month ChatGPT arrived. A planned pause had acquired an unexpected syllabus.

A button a teacher could actually use

The product that emerged in May 2023 organized AI around recognizable school tasks. A teacher could start with a rubric, a lesson plan or a set of questions, then supply the grade and learning objective. MagicSchool handled much of the prompting behind the scenes. The design addressed an objection Khan had heard directly: figuring out how to get a useful answer could consume the time the technology was supposed to save.

In his 2024 conversations about the platform, he described a sequence that began with the educator’s thinking. The teacher specified what was needed. AI produced a draft. The teacher retained a job to do after the generation button had been pressed. A menu of familiar tasks made the first step easier without making the resulting material authoritative.

Khan’s own taste in tools allowed for some levity. He pointed to song generation alongside rubrics and question builders, and to student activities such as skits and rap battles. Schoolwork involves attention as well as correctness. A feature list that leaves room for a rap battle has at least remembered that children will be present.

His first users knew his old job

Khan initially approached teachers he knew from his education career. The early team included Ilana Bye, a former education colleague who had learned to code. They were building with limited resources, and the first outside check helped pay people who had been working without wages. A school network had become a starting point for a software company.

By August 2023, Khan’s announcement of a $2.4 million funding round reported 100,000 teachers using MagicSchool and more than 50 tools. It listed uses such as creating quizzes, adjusting text difficulty and planning lessons. Those were small units of work, repeated across many classrooms. The appeal depended on whether a teacher could use the result that day.

In a later reflection, Khan named Steffi Grado and Bye as members of the volunteer launch team, and credited Todd Tobin’s subsequent contribution to the technology team. His professional history may have looked unconventional to investors, but he had colleagues willing to work on the premise. He also had a ready explanation for what to build: start with the things he had wanted while working in schools, then listen to the educators asking for more.

“I really missed the building process.”

Adeel Khan, on moving beyond his school leadership role

More users, more obligations

In February 2025, MagicSchool announced a $45 million Series B led by Valor Equity Partners, with participants including Bain Capital Ventures and Adobe Ventures. Khan framed the money partly as an answer to schools wondering whether a young vendor would still be around. A district adopting software is making a bet on continuity as well as capability.

He described plans to expand engineering, customer support and product testing. Those commitments are less photogenic than a new chatbot. They are also the kinds of commitments a former principal might recognize: someone must answer questions when the exciting launch has become part of the working week.

By August 2026, Khan said roughly eight million educators worldwide had signed up. He also said schools partnered with MagicSchool served about one in five American children. These measures describe different things. Registrations count people who joined; a district partnership describes an institutional relationship. Neither figure, by itself, tells a parent what a child learned on Tuesday. That remains the harder and more useful question.

The principal takes his argument to Washington

On January 14, 2026, Khan testified before the House Committee on Education and Workforce. His written statement advocated tools designed for education, human oversight, student protections and transparency. He called for training and evidence about effectiveness, and acknowledged that AI can give inaccurate answers. The teacher would remain responsible for material delivered to students.

There was a familiar concern underneath the policy language: how does a school make a powerful tool useful within its own rules? MagicSchool’s subsequent district features offered ways to supply local standards and calendars, assign tools by role and manage settings. The former principal was now selling to people responsible for the entire building, and sometimes many buildings.

His public writing also returns to the experience he brings to those conversations. In recalling an early parent session about social media, he argued that schools should help families understand AI as it takes hold. Technology arrives in children’s lives whether a school has finished its meeting about it or not. He wants educators involved early enough to teach the judgment that accompanies its use.

A founder’s unfinished assignment

Away from work, Khan’s personal biography describes a reader of nonfiction, an enthusiast for trying restaurants and an uncle making time for nieces and nephews over FaceTime. These are modest details beside millions of registrations, but they return the profile to a person with interests outside a dashboard.

One of his leadership maxims is more bracing: “everything is your fault.” He has explained it as a way of preserving agency, the belief that a leader can improve a situation. It is a demanding sentence to bring from a school into a company. It leaves little room for admiring a problem at a safe distance.

The assignment that began in his old school is still recognizable. An impressive demonstration earned attention. Teachers’ subsequent silence gave him something to work on. Now the audience is larger, the company has investors and the conversations include policymakers. The test still arrives after the presentation, when a teacher opens a laptop and has a lesson to prepare.