Metaverse in Education
How immersive spaces can augment learning outcomes, communities, and assessment frameworks.
View →neuronez AI Product Studio
We work closely with teams who need more than advice; they need something that runs reliably in production.
Turning your goals into real architectures, workflows, and deployed solutions.
Who we are
A small crew of builders with a decade-plus inside Microsoft, Google, Amazon, Meta, and Flipkart.
They're engineers with over a decade of work inside Microsoft, Google, Amazon, Meta, and Flipkart.
People who've shipped complex systems long before AI became fashionable.
They came together because building with AI demands experience, patience, and the instinct to solve real problems, not performative ones.
Deterministic in how they think, not probabilistic in how they work.
How we build
We begin with brutal clarity on what you need to fix, improve, or reimagine.
01
Not every workflow deserves AI, and we say that upfront.
02
When it does, we decide how much intelligence is needed, where it fits, and which model, tool, or architecture makes sense for the long run.
03
Everything is tested in controlled loops until the system behaves as expected in real conditions—shipping only when it is ready.
04
Your data and your privacy remain exactly that: yours.
Perspective
Most businesses don’t feel the urgency because their systems still “work,” but that’s exactly where the risk begins.
From The Innovator's Dilemma
“Companies fail not from bad management, but from the habits of good management — the very habits that reject disruptive technologies.”
The simplest way to answer whether you need it is to look at your existing motion: if you have customers, operations, or repeated decisions, talk to us!
What we build
Each project is handcrafted. We don’t just ship tools — we create systems that stay with your team.
AI Workflows
Streamline operations by automating repetitive decision-making so your teams focus on strategy, not process.
RAG Systems
Connect your company’s data to AI turning static information into context-aware knowledge engines.
Agentic Automation
Build self-running agents that act, decide, and learn from feedback; your silent operational team.
Image and Audio Recognition
Transform visual and voice data into structured insights from quality checks to user understanding.
MCP Servers
Design modular control planes that connect multiple AI tools, enabling distributed reasoning and workflow orchestration.
Research
Building leads to questions. Questions lead to experiments. Some turn into papers.
Metaverse in Education
How immersive spaces can augment learning outcomes, communities, and assessment frameworks.
View →LLMS-API.txt: Rise of AI agents and the need for seamless API interaction
Patterns for exposing reliable, composable APIs to agents so they act with guardrails and context.
View →Low-Budget LoRA: Strategic Adapter Placement and Rank for Efficient Model Tuning
Experiments on where adapters matter most and how to trade rank vs. performance on small budgets.
View →AI meets Product
When AI meets Marketing
Performance will be analysed. Our pipelines read every creative, every hour, across every campaign—highlighting what works, killing what doesn’t, and letting ideas evolve from evidence, not instinct.
When AI meets Product
Operations will be streamlined. You can track progress, payments, and process workflows fused into one automated pipeline. The result: higher retention and your team can finally move out of manual spreadsheet maintenance.
When AI meets Sales
Conversations will be tracked. Voice-integrated agents capture calls, pull out insights, and map performance patterns—turning raw chatter into something you can act on.
When AI meets Design
Experiments will be more creative and measured. With our internal design system, a 10-day launch cycle became a 2-day loop, letting the team test, iterate, and ship without bottlenecks.
Industries
Over the years, our work has kept pulling us toward industries where complexity is high, data is real, and decisions compound fast.
Closing
If we reach out to you, it’s because we believe your work deserves precision, not noise. If you reach out to us, we’ll start with a conversation and no forms, no funnels.