Chemistry Labs
Reaction simulations with safety, stoichiometry, and titration accuracy.
We build physics-accurate WebGL and XR lab environments that let students conduct chemistry, physics, biology, and engineering experiments safely — from any device, anywhere.
Trusted by global innovators
Virtual labs aren't replacements for the real thing — they're force multipliers. Students who practice in a virtual lab arrive at the physical bench prepared, confident, and curious.
Common friction points we hear from education teams scoping this kind of platform.
Cost & Safety: Physical labs are expensive, hazardous, and rationed across hundreds of students.
Inaccessible Equipment: Specialized instruments are out of reach for most institutions.
Limited Practice Time: Students get one shot at most experiments — no opportunity to iterate.
Assessment Gaps: Hands-on competency is hard to assess at scale without standardized environments.
We engineer for the operational reality — not the demo.
Custom simulation engines tuned for educational fidelity, not just game-engine visuals.
WebGL-first delivery with optional XR for immersive experiences.
Rubric-based scoring and mastery tracking that integrates with your LMS.
Production-grade features the platform ships with from day one.
WebGL and WebXR delivery — no install, no plugin.
The same experiments scale up to Quest, Vision, and tethered VR rigs.
Configurable rubrics produce mastery scores aligned to your standards.
Launch experiments and return scores via LTI 1.3 to any major LMS.
Collaborative experiments where lab partners work in the same simulation.
Faculty and TAs can configure new experiments without engineering help.
Keyboard, screen reader, and motor-accessibility-first interaction patterns.
Per-student attempt analytics and class-level competency dashboards.
How data and decisions flow end-to-end.
Models, textures, and physics meshes optimized for WebGL and XR delivery.
Domain-specific engines for chemistry, physics, biology, and circuits.
WebRTC-backed shared sessions with low-latency state synchronization.
Rubric scoring, attempt logging, and LTI 1.3 grade exchange.
Per-student and class-level dashboards for educators.
A pragmatic stack chosen for reliability, speed, and ease of operation.
Quantified outcomes from production deployments.
A research university needed to scale undergraduate chemistry labs without expanding physical lab capacity. We delivered a suite of 32 WebGL-based experiments across general, organic, and analytical chemistry.
Within two semesters, average lab proficiency scores rose 18%, and the chemistry department saved $1.4M annually in consumables and TA hours.
Common deployment patterns we see across customers.
Reaction simulations with safety, stoichiometry, and titration accuracy.
Optics, mechanics, electromagnetism, and modern physics simulations.
Cell, microscopy, and genetics experiments at controlled fidelity.
Circuits, mechanical assemblies, and systems modeling.
Procedural skill simulators for nursing and allied health.
Industrial and trade-school equipment simulators.
We connect to the systems your teams already know.
We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.
Implement lawful consent flows, data minimization, and secure processing for global data privacy.
Verified controls for security, availability, and confidentiality of enterprise data systems.
Adhering to the international gold standard for managing information security risks.
We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.
We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.
Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.
Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.
Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.
Predictable, structured delivery from kickoff through long-term ownership.
We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.
A working slice on a representative environment — proving the data flow end-to-end before scaling.
Hardened services, observability, access controls, and audit logging go live behind your IAM.
We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.
We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.
"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Founder, Benchmark
"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Founder, My Lauren
"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."

Founder, Latimer
Explore other production-grade engineering platforms we deliver across education.
The technical patterns behind this platform translate naturally into adjacent verticals.
We engineer production-grade education platforms end-to-end. Talk to us about scoping a focused 8-week pilot.