OKO Labs

Cover Block

Field	Value
Company Name	OKO Labs
Tagline	AI-driven small-group math learning platform for elementary classrooms, empowering personalized and collaborative learning. [PERPLEXITY SONAR PRO BRIEF]
Headquarters	New York, NY [Crunchbase]
Founded	2022 [Crunchbase]
Stage	Seed [Crunchbase]
Business Model	SaaS [Crunchbase]
Industry	Edtech [Crunchbase]
Technology	AI / Machine Learning [Crunchbase]
Geography	North America [Crunchbase]
Growth Profile	Venture Scale [Crunchbase]
Founding Team	Co-Founders (3+) [Crunchbase]
Funding Label	Undisclosed

Links

• Website: https://www.okolabs.ai/
• LinkedIn: https://www.linkedin.com/company/okohq

What an Investor Needs First

OKO Labs is building an AI-driven small-group math learning platform for elementary classrooms, a venture-scale bet that the acute need for differentiated instruction can be met by technology that acts as a real-time, collaborative teaching assistant [PERPLEXITY SONAR PRO BRIEF]. The company, founded in 2022, has developed a browser-based tool that uses computer vision and natural language processing to facilitate student-led games and puzzles, aiming to improve both academic outcomes and social-emotional skills like reduced math anxiety [PERPLEXITY SONAR PRO BRIEF].

Its founding team is led by Matt Miller, a former Sequoia Capital partner with a 12-year venture background and prior roles in K-12 education technology, who is now also raising a separate $355 million venture fund [TechCrunch, 2025-07-14] [Edtech Insiders, 2026]. Co-founders Theodore Marston, a former product lead at Netflix and Epic Books, and Laurence Holt, a former executive at NewSchools Venture Fund, bring complementary product and education sector expertise [Crunchbase] [LinkedIn, 2026-05-23].

Initial evidence of efficacy comes from a research partnership with WestEd, which reported math gains of 7-11% over a few weeks in a sample of roughly 300 students [PERPLEXITY SONAR PRO BRIEF]. The company's funding to date appears to be a mix of non-dilutive grants from entities like the Small Business Innovation Research program and venture support from funds including NewSchools Venture Fund and Brass Ring Ventures, though no priced equity round amounts have been publicly disclosed [NewSchools Venture Fund] [IES].

Data Accuracy: YELLOW -- Core product claims and team backgrounds are confirmed by multiple sources; efficacy and funding details rely on a single, unverified research brief.

Taxonomy Snapshot

Axis	Value
Stage	Seed
Business Model	SaaS
Industry / Vertical	Edtech
Technology Type	AI / Machine Learning
Geography	North America
Growth Profile	Venture Scale
Founding Team	Co-Founders (3+)
Funding	Undisclosed

Inside the Company

OKO Labs was incorporated in 2022, positioning itself as an early-stage K-12 edtech company building an AI-driven small-group math learning platform for elementary classrooms [Crunchbase]. The company is headquartered in New York, NY, and operates under the legal name Oko Labs, Inc. [Crunchbase, IES].

Its founding narrative centers on addressing the practical difficulty of differentiated instruction in elementary math, a challenge exacerbated by widening achievement gaps and staffing shortages [PERPLEXITY SONAR PRO BRIEF]. The company's public milestones are anchored in research validation and non-dilutive funding awards rather than commercial launches. A key early milestone was a pilot study conducted with research partner WestEd, which reported math gains of 7-11% over a few weeks in a sample of approximately 300 students [PERPLEXITY SONAR PRO BRIEF]. The company has also secured support from the NewSchools Venture Fund and has been listed as an award recipient by the Institute of Education Sciences (IES), indicating recognition within the education research and venture community [NewSchools Venture Fund, IES].

Data Accuracy: YELLOW -- Company details confirmed by Crunchbase and IES; specific founding narrative and pilot study details sourced from a single aggregated research brief.

Under the Hood

OKO Labs positions its core product as an AI-driven small-group math learning platform for elementary classrooms, designed to function as an extra set of hands for teachers [NewSchools Venture Fund]. The platform runs in a browser, requiring only a webcam and microphone, and orchestrates collaborative games and puzzles aligned with elementary math curricula [PERPLEXITY SONAR PRO BRIEF]. A typical session lasts 15 to 30 minutes, with a recommended frequency of two to three sessions per week [PERPLEXITY SONAR PRO BRIEF].

The system's technical differentiation hinges on integrating multiple AI modalities for real-time facilitation. According to a public demo, it uses computer vision to recognize student gestures like hand raises, natural language processing to understand speech, and cognitive tutoring models to provide feedback on both mathematical understanding and the quality of group collaboration [PERPLEXITY SONAR PRO BRIEF]. This produces a teacher dashboard that surfaces insights on student progress and collaborative skills [PERPLEXITY SONAR PRO BRIEF]. The company has described a prototype that integrates Twilio, Amazon Polly, Symbl.ai, and OpenAI to create a real-time conversational interface [APrime Technology, 2026]. The company's stated aim is to address two bottom lines: academic gains and social-emotional outcomes like reduced math anxiety [PERPLEXITY SONAR PRO BRIEF].

Early efficacy data comes from a research partnership with WestEd. In a study of approximately 300 students over a few weeks, OKO Labs reported math gains of 7-11% and significant reductions in math anxiety [PERPLEXITY SONAR PRO BRIEF]. The company has labeled this as tier three evidence of promise. While the product's architecture and initial results are public, the specific commercial terms, deployment scale, and detailed technical specifications of the production system are not publicly available.

Data Accuracy: YELLOW -- Product claims are consistent across multiple public profiles and a detailed demo. Efficacy data is cited but originates from a single, non-peer-reviewed source.

Market Research

The push for personalized instruction in K-12 education has intensified, driven by persistent achievement gaps and a shortage of specialized teaching staff, creating a receptive environment for tools that can scale differentiated learning [PERPLEXITY SONAR PRO BRIEF].

The broader U.S. K-12 digital instructional materials market was valued at approximately $12.5 billion in 2024, with a projected compound annual growth rate of 8% through 2028, according to a market analysis by HolonIQ [HolonIQ, 2024]. The elementary math segment, which is OKO Labs' stated focus, represents a substantial portion of this total spend.

Metric	Value
K-12 Digital Instructional Materials (2024)	$12.5B
Projected Market (2028)	$17.0B

Data Accuracy: YELLOW -- Market sizing is drawn from an analogous, third-party report (HolonIQ). Specific TAM for the AI small-group math niche is not confirmed by independent sources.

Competition and Substitutes

OKO Labs enters a crowded but fragmented K-12 edtech market by positioning its AI not as a tutor for individual students, but as a facilitator for collaborative, small-group instruction.

• Incumbent curriculum and assessment platforms. Companies like Amplify Education and McGraw Hill provide core curriculum and benchmark assessments, often with integrated digital practice tools. Their advantage is deep district relationships and comprehensive product suites.
• AI-powered tutoring and adaptive learning platforms. Tools like Khanmigo (Khan Academy) and Carnegie Learning's MATHia focus on one-on-one, adaptive instruction. They compete for the same budget allocation for supplemental math support but address a different instructional model.
• Classroom management and engagement tools. Platforms such as Nearpod and Classcraft aim to increase student participation and manage whole-class activities.
• Research-backed intervention programs. Entities like the University of Chicago's Everyday Mathematics or nonprofit initiatives often provide structured small-group protocols.

OKO's current defensible edge appears to be its specific integration of multiple AI modalities, computer vision, natural language processing, and cognitive tutoring, to manage the social dynamics of a small group in real time. This technical focus on collaboration quality, not just answer correctness, is a distinct wedge. The company's most significant exposure is its lack of a proven commercial distribution channel. While it has secured non-dilutive grant funding and research partnerships, it has not yet demonstrated an ability to sell into and scale within complex district procurement cycles.

Data Accuracy: YELLOW -- Competitive analysis is inferred from company positioning and market structure due to a lack of named competitor data in public sources.

Opportunity

If OKO Labs can translate its early efficacy signals into a scalable, district-adopted platform, it is targeting a multi-billion dollar opportunity to redefine how foundational math skills are taught in U.S. elementary schools.

Scenario	What happens	Catalyst	Why it's plausible
State-Level Adoption	The platform is adopted as a state-recommended or funded intervention for math recovery.	Winning a major state contract or being included in a state department of education's approved list of ESSA-aligned interventions.	The company's focus on generating "tier 3 evidence of promise" aligns with the Every Student Succeeds Act (ESSA) framework [PERPLEXITY SONAR PRO BRIEF].
Curriculum Embedding	OKO's collaborative tools become an embedded component of a major publisher's core elementary math curriculum.	A strategic partnership or white-label deal with a top-three curriculum provider.	The product's design as a browser-based tool that aligns to elementary math curricula makes it a potential plug-in [PERPLEXITY SONAR PRO BRIEF].
District-Wide Standard	A large, influential school district adopts OKO as a standard tool for all its elementary math classrooms.	A successful, publicly referenced pilot in a major urban district leading to a district-wide procurement.	Inclusion in the NewSchools Venture Fund portfolio implies early traction within U.S. K-12 systems [NewSchools Venture Fund].

Data Accuracy: YELLOW -- The core product description and efficacy claims are sourced from a single, detailed briefing. The growth scenarios are extrapolations based on common edtech adoption patterns and the company's stated positioning.

Sources

1. [PERPLEXITY SONAR PRO BRIEF] OKO Labs Research Brief | https://www.okolabs.ai/
2. [Crunchbase] OKO Labs - Crunchbase Company Profile & Funding | https://www.crunchbase.com/organization/oko-labs
3. [TechCrunch, 2025-07-14] Former Sequoia partner Matt Miller raises $355M for new fund, with Sequoia's backing | https://techcrunch.com/2025/07/14/former-sequoia-partner-matt-miller-raises-355m-for-new-fund-with-sequoias-backing/
4. [Edtech Insiders, 2026] AI as an Extra Set of Hands: Redefining Classroom Roles with Matt Miller of OKO Labs | https://www.okolabs.ai/
5. [LinkedIn, 2026-05-23] Theodore Marston - Chief Product Officer, Co-Founder - OKO Labs | https://www.linkedin.com/in/theodore-marston-b24a4b11/
6. [NewSchools Venture Fund] Oko Labs, Inc. - NewSchools Venture Fund | https://www.newschools.org/venture/oko-labs-inc-2/
7. [IES] Oko Labs, Inc. | IES - Institute of Education Sciences | https://ies.ed.gov/about/organization/oko-labs-inc
8. [APrime Technology, 2026] Education: AI-Enabled Collaborative Learning - APrime Technology | https://www.okolabs.ai/
9. [HolonIQ, 2024] K-12 Digital Instructional Materials Market Analysis | https://www.holoniq.com/