The most expensive resource in an elementary school classroom is not the Chromebooks or the curriculum. It is the teacher’s attention, and there is never enough to go around. OKO Labs, a New York-based edtech startup, is betting that an AI listening for hand raises and orchestrating group dialogue can be the difference between a student falling behind and grasping a concept. Their tool, a browser-based platform for small-group math, aims to be the teaching assistant a public school can actually afford.
Founded in 2022, OKO Labs is building what it calls an AI-guided small-group math tool for grades 2-5. The system uses a student’s webcam and microphone, along with computer vision and natural language processing, to facilitate 15 to 30-minute sessions of collaborative games and puzzles. It recognizes speech and gestures, provides real-time feedback on math reasoning, and even assesses the quality of a group’s collaboration. All the while, it generates a dashboard for the teacher, summarizing progress and pinpointing misunderstandings [PERPLEXITY SONAR PRO BRIEF].
The wedge of the extra set of hands
The company’s wedge is a practical one. Differentiated instruction, where a teacher works with a small group while the rest of the class engages in independent work, is a research-backed method. It is also notoriously difficult to implement consistently with one adult in a room of 25 or more children. OKO Labs positions its AI not as a replacement, but as an ‘extra set of hands’ that can manage a small group session, allowing the teacher to focus elsewhere [PERPLEXITY SONAR PRO BRIEF]. The goal is to make a high-impact teaching practice actually feasible amid chronic staffing shortages.
This focus on feasibility extends to the outcomes they track. The company talks about ‘two bottom lines’: academic gains and social-emotional development. In a study conducted with research partner WestEd involving roughly 300 students, OKO Labs reported math gains of 7-11% over a period of a few weeks, alongside significant reductions in math anxiety [PERPLEXITY SONAR PRO BRIEF]. For a district buyer, reducing anxiety is not a soft metric; it is a prerequisite for sustained engagement and learning.
A founding team with deep education and tech roots
The company is led by a trio of founders whose backgrounds span venture capital, product leadership, and education philanthropy. This mix suggests a team built to navigate the complex intersection of pedagogy, technology, and school procurement.
| Founder | Role at OKO Labs | Key Prior Experience |
|---|---|---|
| Matt Miller | CEO & Co-Founder | 12-year partner at Sequoia Capital; CTO/VP of Labs at Amplify Education [TechCrunch, 2024-12-19] [Crunchbase] |
| Theodore Marston | CPO & Co-Founder | Chief Product Officer at XQ Institute; product roles at Netflix and Epic Books [LinkedIn, 2026-05-23] |
| Laurence Holt | Co-Founder & Senior Advisor | Executive In Residence at NewSchools Venture Fund [Crunchbase] |
Miller’s journey is particularly notable. After over a decade at Sequoia, where he was involved in the firm’s European expansion and served on boards like Klarna’s, he has pivoted back to his roots in education technology [TechCrunch, 2020-11-23] [TechCrunch, 2024-10-06]. His experience at Amplify Education, a major curriculum and assessment provider, likely informs OKO Labs’s focus on classroom integration rather than a standalone consumer app.
Funding through grants and venture support
OKO Labs’s funding path reflects the early-stage, evidence-driven nature of its work. The company has not publicly disclosed a priced equity round. Instead, it has been supported through a combination of venture philanthropy, government grants, and competition awards. Investors include the NewSchools Venture Fund, Brass Ring Ventures, and the Coherence Fund, alongside awards from the federal Small Business Innovation Research (SBIR) program and the Tools Competition [NewSchools Venture Fund] [PERPLEXITY SONAR PRO BRIEF]. This type of non-dilutive, milestone-based funding is common in edtech companies aiming to first prove efficacy before scaling sales.
The risks of real-world classroom AI
For all the promise of an AI teaching assistant, the path to widespread adoption is lined with practical hurdles. The risks for OKO Labs are less about the AI itself and more about the realities of the K-12 market.
- Implementation friction. The product requires a working webcam, microphone, and a stable internet connection for each small group. In many classrooms, this is still a tall order. Teacher buy-in is another layer; the tool must save more time than it costs to set up and monitor.
- The sales cycle. Selling to school districts is a marathon, not a sprint. Sales cycles are long, budgets are tight and predetermined, and procurement decisions are often political. A compelling WestEd study is a strong start, but it must translate into purchase orders from district curriculum directors.
- Defining the competition. While no direct competitors are named in the company’s materials, OKO Labs is not operating in a vacuum. It competes for budget and classroom time against a sea of supplemental math software, from legacy adaptive learning platforms to newer gamified apps. Its differentiation is the focus on collaborative, discourse-heavy small groups, but that is also a more complex value proposition to communicate.
The company’s most plausible answer to these risks is embedded in its team and early strategy. By focusing first on evidence generation and integrating with existing classroom tech stacks like Twilio and OpenAI, they are building a case that is about improving a specific, high-value teaching practice, rather than selling a vague ‘AI solution’ [APrime Technology × Oko Labs: Empowering K12 Learning with AI-Powered Collaborative Tools | Vendry, 2026].
The next twelve months
The coming year will be about transitioning from promising pilot to commercial proof. Key milestones will likely include announcing their first named district customer, disclosing a priced funding round to scale their go-to-market team, and expanding the scope of their efficacy research. The goal is to move from being a compelling research project to a budget line item.
On paper, the unit economics of an AI teaching assistant are compelling. If a tool costing a few hundred dollars per classroom per year can reliably deliver a 10% gain in math proficiency, the return on investment for a district, measured in future outcomes and reduced need for remedial tutoring, is stark. The real test is whether OKO Labs can scale that paper result across thousands of diverse classrooms with different teachers, different tech setups, and different students.
To succeed, OKO Labs must ultimately beat not another AI startup, but the incumbent it seeks to augment: the overwhelmed teacher trying to do small-group instruction alone. Its product must be so smooth and effective that it becomes as fundamental to the classroom routine as a whiteboard. That is a high bar, but the early data suggests they are at least pointing in the right direction.
Sources
- [PERPLEXITY SONAR PRO BRIEF] OKO Labs company and product overview | https://www.okolabs.ai/
- [NewSchools Venture Fund] Oko Labs, Inc. - NewSchools Venture Fund | https://www.newschools.org/venture/oko-labs-inc-2/
- [TechCrunch, 2024-12-19] Sequoia's Matt Miller is exiting the firm after making headlines earlier this year | https://techcrunch.com/2024/12/19/sequoias-matt-miller-is-exiting-the-firm-after-making-headlines-earlier-this-year/
- [Crunchbase] Matt Miller - CEO & Co-Founder @ OKO Labs | https://www.crunchbase.com/person/matt-miller-3dd6
- [LinkedIn, 2026-05-23] Theodore Marston - Chief Product Officer, Co-Founder - OKO Labs | https://www.linkedin.com/in/theodore-marston-b24a4b11/
- [Crunchbase] Laurence Holt - Co-Founder @ OKO Labs | https://www.crunchbase.com/person/laurence-hott
- [TechCrunch, 2020-11-23] 7 things we just learned about Sequoia's European expansion plans | https://techcrunch.com/2020/11/23/7-things-we-just-learned-about-sequoias-european-expansion-plans/
- [TechCrunch, 2024-10-06] Klarna is about to oust another board member | https://techcrunch.com/2024/10/06/klarna-is-about-to-oust-another-board-member/
- [APrime Technology × Oko Labs: Empowering K12 Learning with AI-Powered Collaborative Tools | Vendry, 2026] Integration details | https://vendry.co/