UK · India · USA  ·  Frontier AI & Multidisciplinary Innovation

Where technology feels time.

MayLang Innovations is a multidisciplinary venture engineering frontier AI, global trade, and sustainable construction as a single, coherent system — operating across three continents to redefine what is possible across industries.

Explore our flagship work → Partner with us
3 continents
UK · India · USA — operating globally
3 industries
Frontier AI, Global Trade, Sustainable Construction
2 flagships
MindCure · PhaseFormer-E
1 thesis
Operating across the seams
— Operating across
Mental Health & Wellness Frontier AI Research Clinical & Therapeutic Practice Cross-border Trade Sustainable Infrastructure Public & Private Investment
Our Expertise

Three pillars. One philosophy.

From the algorithms that power tomorrow's care to the materials that build it, MayLang operates across the full stack of human progress.

Tech Services & Products

Frontier AI products and B2F (Business-to-Firm) systems that empower organisations, support employees, and drive operational excellence — anchored by our flagship platform, MindCure.

/ AI · Voice · Agentic Systems

Global Import–Export

Cross-border trade across the Gulf, the United Kingdom, and the United States — moving high-quality goods through partnerships built on trust, scale, and operational rigour.

/ Gulf · UK · USA · India

Construction Excellence

Sustainable, future-proof infrastructure projects engineered to set the next benchmark for the industry — where engineering precision meets long-horizon environmental responsibility.

/ Sustainable · ESG-aligned
Flagship Projects

Built at two altitudes. At once.

Deployable AI quietly transforming industries today — and foundational research reshaping what intelligence will mean tomorrow.

01 · Deployed Product · B2B

MindCure

An AI-powered wellness and therapy platform built as a clinical co-pilot for therapists, coaches, and mental health organisations. Voice-first, agentic, and tuned on the principles of evidence-based therapy — MindCure scales human care without diluting it.

  • Voice-AI agents — natural, real-time conversational AI for triage, check-ins, and structured exercises.
  • Agentic workflows — autonomous handling of intake, journaling, homework, and continuity of care.
  • CBT-tuned intelligence — fine-tuned on Cognitive Behavioural Therapy principles for clinically grounded responses.
  • Built for practitioners — designed alongside therapists and clinics as a force multiplier, not a replacement.
Request a demo → Talk to our team
02 · Frontier Research · AGI-adjacent

PhaseFormer-E — the first transformer that feels time.

Most AI lives in a timeless present — tokens stretched flat across a context window, with no past, no rhythm, no sense of when. PhaseFormer-E is our research bet on a different future: a transformer that experiences sequence as time, with episodes that decay, identity that persists, and attention that locks to the phase of unfolding events.

  • Event-time τ — a continuous temporal coordinate, so the model knows not just what happened, but when.
  • Phase-locked gating — attention rhythms that synchronise to episode structure, inspired by neural oscillations in biological cognition.
  • SelfField identity vectors — a persistent identity substrate that anchors the model across time.
  • TimelineMemory with episodic decay — long-context memory that fades, consolidates, and resurfaces, the way real memory does.
RESEARCH STATUS — Active. Open to collaborators, research partners, and aligned investors building the next decade of memory-aware intelligence.
Enquire about collaboration → Research & investor enquiries
Voices

What partners say about working with us.

Perspectives from clinicians, researchers, and operators across our pilot engagements and partnerships.

on MindCure
"
MindCure didn't replace our therapists — it gave them six more hours a week. That's six more clients, every week. The voice-AI handles intake and continuity, and our clinicians get to do the work only humans can.
Clinical Director
UK-based mental wellness network · pilot partner
on PhaseFormer-E
"
Most long-context work bolts memory onto a static architecture. PhaseFormer-E is genuinely re-thinking the substrate — event-time and phase-locked gating are the kind of bets that look obvious in five years and were missed for a decade.
AI Research Investor
London / San Francisco · early-stage frontier-AI fund
on Operations
"
You rarely find a team that can hold an AI roadmap, a Gulf trade lane, and an ESG-aligned construction project in the same conversation. MayLang does — and the work is sharper for it.
Operations Partner
Gulf-region trade & infrastructure consortium
Global Presence

Three continents. One operating fabric.

From research hubs in the West to manufacturing and trade corridors in the East, MayLang runs as a single team across time zones.

United Kingdom

London

United Kingdom
51.5074° N · 0.1278° W

Research, partnerships & capital. Our front door for European clinical pilots, frontier-AI collaborators, and investor relations.

India

Bengaluru

India
12.9716° N · 77.5946° E

Engineering & trade operations. Where products are built and global trade lanes are run — engineering, operations, supply chain, and infrastructure delivery.

United States

New York

United States
40.7128° N · 74.0060° W

Frontier AI & American markets. Our presence on the US side — research collaboration, enterprise pilots, and the trade gateway into North America.

Vision & Mission

What we're building. Why we're building it.

— Our Vision

To create a world where technology, innovation, and human potential converge — seamlessly transforming industries and lives.

One coherent vision binds everything we do: AI that augments human capability, trade that connects markets without friction, and infrastructure that endures with the planet, not against it.

— Our Mission

Three commitments, one direction.

  • Provide innovative solutions across technology, import–export, and construction.
  • Empower businesses and individuals with the tools to achieve sustainable growth.
  • Bridge global markets through strategic partnerships and forward-thinking projects.
Why MayLang

Reach. Range. Responsibility.

Four reasons partners, clients, and collaborators choose to build with us.

/ 01

Global Reach

Operations across UK, India, and the USA — a real, working international presence, not a logo on a map.

/ 02

Diverse Expertise

Leadership across technology, trade, and construction — multidisciplinary solutions, single accountability.

/ 03

Innovative Solutions

Future-driven ideas that translate into tangible value — research-grade thinking, production-grade delivery.

/ 04

Sustainable Practices

Eco-conscious design woven through every initiative — long-term impact, taken seriously from day one.

From the Founder

A short note on what we're building.

— A letter

When I started building MindCure, the goal was direct: give therapists their time back. Voice-AI agents and CBT-tuned workflows so a clinician's hour goes further — and patients feel the difference, not the technology.

The longer I worked on it, the clearer one limit became: the AI we have today doesn't really feel time. It processes, but it doesn't remember. So in parallel I began the research that became PhaseFormer-E — a transformer architecture with event-time, phase-locked gating, and TimelineMemory.

MayLang is the company that holds both. Deployable AI and frontier research under one roof, alongside the trade and infrastructure work that gives the venture its global footing — across the UK, India, and the USA. If any of this resonates — as a partner, collaborator, or investor — I'd be glad to hear from you.

Mayank Katulkar
Founder & Chief Executive · MayLang Innovations
Builder, MindCure Lead researcher, PhaseFormer-E London · Bengaluru · New York
Let's build

Looking for a partner who works across the seams?

Whether you want to deploy MindCure, collaborate on PhaseFormer-E, partner on global trade, or break ground on a sustainable build — we want to hear from you.

hello@maylang.com → Schedule a call