India has millions of students today. Every year, they compete for a small number of seats in top colleges. So, exams like UPSC, JEE, and NEET decide a lot about their future. But most coaching centers still teach every student the same way. As a result, this old method often fails to help each learner grow. Two founders want to resolve this problem. In 2022, Jubran Siddique and Khalid Mohamed started EdgeUp.
Their goal is simple: use AI to give each student a plan that fits them. In short, EdgeUp wants to make exam prep smarter. It also wants to make it fairer and more personal for every learner.
Within months, the startup raised INR 8 crore. That is about $1 million in seed funding. Furthermore, it teamed up with big coaching schools across South India. EdgeUp is no longer merely a concept. Instead, it is now a growing firm with real results to show.
This piece looks at how EdgeUp works. Along the way, we will also see who built it and why it matters. In addition, we will cover its tech, its business plan, and its goals for the future. By the end, you will see why so many people watch this particular startup closely.
The Problem: One Method Doesn’t Work for Everyone
India’s coaching world leans heavily on classroom teaching. As a result, students often follow one fixed method. This method often overlooks individual learning styles. Furthermore, it tends to ignore how a student feels during study. Additionally, it rarely provides feedback in real time.
Before building EdgeUp, Jubran and Khalid closely observed this gap. In fact, they visited more than 50 coaching centers first. During these visits, they found a clear pattern. For instance, most schools lacked tools that could scale with ease.
Because of these limitations, teachers could not adjust lessons for each student. Meanwhile, many students fell behind and lost hope along the way.
So, the founders set a clear goal early on. They wanted to boost results without adding more work for teachers. This simple idea became the heart of EdgeUp. And it still guides the firm’s choices today.
Also Read: Top 10 Best Apps for Students to Boost Learning
The Founders: Combining Finance, Automation, and Education
EdgeUp brings together two very different paths. First, Jubran Siddique worked as an investment banker. So, he knows money, risk, and how to grow a firm at scale. Second, Khalid Mohamed has previously built and run his own firms. In addition, he has great skill in automation, or systems that run on their own.
Their firm grew out of a larger investment push. Zaryah Angels, the parent firm, had already backed bold new fields. Later, the group expanded its focus to include schools and learning. From there, EdgeUp grew into a top AI tool. It aimed to make learning open to more people.
Because of their mixed skills, the founders bring something rare to edtech. Jubran knows finance and growth. Meanwhile, Khalid knows automation and structure. Together, they built a firm that blends both strengths. As a result, EdgeUp can move fast while staying smart with money.
EdgeUp’s Core Tech: The PASCO Engine and the DFDM Model
At the heart of EdgeUp sits its AI system. This system has several tools that work as one. Together, they try to make learning smart and personal for each student.
The PASCO Engine: This engine builds lessons around ideas from mind science and study habits. In plain terms, it studies how a student thinks and reacts to tasks. Then, it shifts lessons to match that student’s needs. As a result, each student receives a unique plan.
The Dynamic Feedback Driven Model, or DFDM, adapts lesson plans in real time. For example, it checks how fast a student works and how they feel that day. As a result, lessons shift as the student’s needs change. This ensures that the study process remains engaging and beneficial over time.
Cognitive Profiling: Here, the system builds a study plan based on a student’s strong and weak spots. It also checks how much drive a student has. So, each learner gets a plan built just for them, not a plan built for everyone at once.
Smart Question Banks and Mock Tests: These tools shift test difficulty on their own. So, students can work on weak spots without feeling stressed. Over time, the process helps build confidence step by step.
A 24×7 AI Help Desk: This tool answers student questions at any hour of the day. Thus, students get quick help right when they need it most. At the same time, teachers face less strain to answer every small question on their own.
Overall, this AI-based plan tries to break down old walls in Indian schools. Furthermore, it offers a personal and scalable path for study. And it aims to reach millions of students across the land.
Business Model: B2B with B2C Scaling Potential
EdgeUp mainly sells its tools to coaching schools first. This setup is a B2B model, which means business-to-business. For instance, schools can add EdgeUp’s tools into their systems. Or, they can use EdgeUp on its own as a full platform.
This plan helps everyone in the chain. First, coaching schools get better tools at low added cost. Second, students get more one-on-one help while they study. Meanwhile, fewer students drop out, and test scores tend to rise across the board.
Down the road, EdgeUp plans to launch a tool just for students. This would offer AI help for a low monthly fee. As a result, more students could use these tools on their own, with no school in between. This move could eventually lead to a larger user base over time.
Funding and Traction
Enlighten Capital led EdgeUp’s INR 8-crore seed round in early 2025. The firm put about 40 percent of this cash into AI work. Meanwhile, the rest went to trial runs, new content, and new school deals.
By February 2025, EdgeUp had built real speed. Here is what the firm had done so far:
- Signed deals with schools that serve over 30,000 students.
- It ran 14 live demos across many coaching centers.
- Met with more than 20 field experts and state officials.
- Set plans to bring AI help to state schools in Tamil Nadu.
Clearly, these facts show fast, sharp growth. Even more so, they show that real schools trust EdgeUp’s plan. And that kind of early trust is difficult to earn in the world of schools and students.
Social Reach: Small Towns and Rural India
EdgeUp does not want to serve big cities alone. Instead, its tool works in local tongues. Furthermore, it runs well on slow internet links, which many small towns rely on each day.
Because of this design, kids in small towns can use the same tools as kids in big cities. In turn, low cost means more homes can pay for it. Furthermore, EdgeUp plans to soon add voice assistance. It also wants to add more local tongues over time. As a result, this initiative will help the tool reach more towns, spots that big firms often skip.
Vision: A Reach of 10 Million Students in Five Years
EdgeUp has a bold aim. It wants to shift the lives of 10 million students in five years. This goal shows a strong drive for fair, open study for all.
To reach this goal, EdgeUp plans to grow past national tests. It also wants to back state-level tests. This way, students in each state, with their own needs, can use its tools too.
The firm is also in talks with other edtech tools right now. Such a feature could make the whole study path even smoother for users. In addition, EdgeUp is building a spot where learners can meet mentors. This tool will link students with skilled guides who can give real, hands-on tips.
Finally, EdgeUp plans to make its APIs available for AI study. This move could help other builders enhance their technology. As a result, the wider field of edtech could gain too, not just EdgeUp’s own users.
Also Read: 3 Secret Study Tips to Score Highest in Exams
Wide Trends in AI and EdTech
EdgeUp is not the only player in this space. Furthermore, many firms now use AI to boost schools around the world. Global cash for AI tutors should grow fast in the years ahead. In fact, it may jump from $7.6 billion in 2025 to $30 billion by 2029.
EdgeUp’s early gains, in light of this trend, position it favorably. Its home-grown tech could help it lead India’s part in this global shift. So, the next few years could be a key growth spell for the firm and its team.
Challenges and Mitigation
Like any new tech, EdgeUp faces real risks. One big worry is pushback from teachers. For example, some may fear that AI could take their spot in class.
To fix this, EdgeUp frames its tool as a help, not a swap. In other words, it aims to back teachers, not push them out. This move builds trust over time. It also encourages more teachers to try the tool for their classes.
Another risk is inaccurate data. Since AI leans on facts, bad data can lead to bad results fast. So, EdgeUp runs checks and feedback loops to catch flaws early. This keeps data clean and sound at all times. As a result, students get study plans that are more true to their real needs.
Student drive is also key to long-term wins. To keep students keen, EdgeUp adds game-like features and peer links to its tool. These parts make study feel more fun and more social overall. Meanwhile, local teams shift and fit content so it stays right for each area and its culture.
Wrap-Up: Why EdgeUp Is Worth Your Watch
EdgeUp shows a fresh path for schools in India. Its founders blend cash smarts, tech smarts, and a firm social goal. Furthermore, its tools, from the PASCO Engine to the DFDM model, try to make study feel personal, even at a large scale.
So far, EdgeUp shows strong early growth. It has real deals, real cash, and a clear path to grow more. As it moves on, EdgeUp hopes to do more than just lift test scores. It also hopes to shift how millions of Indian students learn and grow over time.
Given its goal and its speed, EdgeUp is a firm worth your watch in the years to come. Its path could hold beneficial tips for other edtech founders too, both in India and beyond.
FAQs About EdgeUp
1. What is EdgeUp?
EdgeUp is an AI-based edtech firm. Simply put, it helps students study for big tests like UPSC, JEE, and NEET with plans built just for them.
2. Who built EdgeUp?
Jubran Siddique and Khalid Mohamed built EdgeUp in 2022. Jubran has a background in banking. Meanwhile, Khalid has deep skill in automation and firm-building.
3. How does EdgeUp make study feel personal?
EdgeUp uses tools like the PASCO Engine and the DFDM model. Together, these tools track each student’s habits, pace, and needs. Then, they shift lessons to fit, so each student gets a plan built for them alone.
4. What is EdgeUp’s business plan?
EdgeUp mainly works with coaching schools through a B2B plan. Still, it also plans to launch a tool just for students soon.
5. What is EdgeUp’s long-term aim?
EdgeUp wants to help 10 million students in five years. It also plans to grow into state-level tests. In addition, it wants to reach kids in small towns across India.

Tabassum Shaik is an Author, Researcher, and SEO Specialist with over 8 years of experience creating informative content on business, startups, entrepreneurship, marketing, technology, and digital trends. She specializes in researching industry trends and transforming complex topics into practical, easy-to-understand insights. Her goal is to help readers stay informed, learn new ideas, and make better business decisions.
