AI Research Lab & Product Studio

We build intelligence infrastructure.

verJSON is a research-driven AI lab that ships real products. From LLMs to autonomous pipelines.

Book a call→Read our research

[ est. 2025 ]

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_manifesto

what we stand for

AI isn't a feature.

It's the foundation.

We don't bolt on intelligence.

We architect it from day one.

Research-first

Every product begins in the lab. We don't ship until the science is solid.

Domain depth

We build for real industries like agriculture, logistics, fashion, and finance, not generic use cases.

Ownership mindset

We co-found products, not just code them. Skin in the game, always.

_research

6 papers

llm

Efficient Domain Adaptation via Instruction-Tuned LLM Fine-tuning at Scale

M. Babbar, K. Madhok, P. Barrach-Yousefi

NeurIPS Workshop on Foundation Models · Mar 2025 · 14 pages

vision

Multimodal Grounding in Vision-Language Models: A Practical Survey

P. Barrach-Yousefi, K. Madhok, M. Babbar

arXiv preprint · Jan 2025 · 28 pages

agri

Low-Rank Adaptation for Agricultural Language Models in Low-Resource Dialects

M. Babbar, K. Madhok

ACL Findings · Nov 2024 · 11 pages

rag

Retrieval-Augmented Generation with Hierarchical Context Compression

K. Madhok, P. Barrach-Yousefi

EMNLP Main Conference · Sep 2024 · 16 pages

reasoning

Evaluating Reasoning Robustness in Small Language Models Under Distribution Shift

M. Babbar, K. Madhok, P. Barrach-Yousefi

ICML Workshop on Spurious Correlations · Jul 2024 · 9 pages

moe

Sparse Mixture-of-Experts Routing for Domain-Specific Production LLMs

P. Barrach-Yousefi, K. Madhok, M. Babbar

arXiv preprint · May 2024 · 19 pages

_research

…

_products

9 tools

LIVEWhatsApp growth engine

WAAutomate

Campaigns, automated replies, and real-time performance analytics for WhatsApp at scale.

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LIVEFabric trader OS

Weavedesk

Automate workflows, decode textile specs, and coordinate vendors in one smart workspace.

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BETAProperty intelligence

Propether

AI-driven property research, analysis, and transaction automation for modern real estate.

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BETAAI website copilot

Sitenav

Prompt-to-page navigation with on-page guidance, markup, and guided chronology inside any site.

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LIVEDelivery intelligence

Scanzit

End-to-end shipment visibility with predictive ETA and anomaly detection across carriers.

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COMING SOONKnowledge transfer engine

Nomico

AI-driven dashboards and dynamic knowledge transfers that kill project miscommunication.

LIVEFarmer platform

Kisaan Companion

A single-window platform for farmers, NGOs, and researchers to access tailored solutions and markets.

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BETASchema governance

verJSON AI

Collaborative schema management. Propose, review, and version database changes with agentic AI for duplicate detection, risk analysis, and best practices.

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LIVEAdvocacy network

Human Rights Connected

A connected platform for human rights organizations to coordinate advocacy, share signals, and track cases across jurisdictions.

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_products

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_how_we_build

our process

Problem Discovery

We embed with domain experts to uncover pain points that generic AI solutions miss. Two weeks of field research before a single line of code.

Architecture Design

Model selection, data pipeline planning, and system design happen in parallel. We choose the right tool, not the trendiest one.

Rapid Prototyping

A working MVP in 30 days. We test with real users in the target domain before hardening the system.

Production Hardening

Reliability engineering, monitoring, and edge-case handling. We build for the 1% scenario as carefully as the 99%.

Continuous Learning

Post-launch data loops back into model improvement. Every user interaction makes the product smarter.

Scale & Handoff

We stay until the product can stand alone, with trained operators, runbooks, and a clear growth roadmap.

_process

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_ai_accelerators

6 capabilities

MLOPS

MLOps & Workflow Automation

Scale and optimise your machine learning processes efficiently.

INSIGHTS

Business Insights & Classification Models

Gain actionable insights through advanced AI models.

LLM

LLM Fine-tuning

Tailor large language models to fit your unique business needs.

AUTOMATION

Vision & Browser Automation

Streamline tasks with automated visual and web interactions.

DATA

Exploratory Data Analysis (EDA)

Simplify data integration with automated extraction, transformation, and loading.

PIPELINES

ETL Pipelines

Automate data extraction, transformation, and loading for seamless integration.

_ai_accelerators

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_industries

6 domains we serve

Agriculture & Food

From soil sensors to supply chains. AI that understands what grows and why.

KISAANPOSTZIT

Fashion & Textiles

Spec decoding, vendor coordination, and trend intelligence for fabric traders.

WEAVEDESK

Real Estate

Property intelligence, market signals, and transaction automation at scale.

PROPETHER

Logistics & Delivery

End-to-end shipment visibility with predictive ETA and anomaly detection.

POSTZIT

Enterprise SaaS

Knowledge management, communication intelligence, schema governance, and workflow orchestration.

NOMICOVERJSONSITENAVWAAUTOMATE

Civil Society

Coordinated advocacy, signal sharing, and case tracking across jurisdictions.

HUMAN RIGHTS CONNECTED

_industries

…

_case_studies

3 of 18

Agentic AI

Agentic AI Workflow Orchestrator

Designed a visual, modular AI agent system using OpenAI's Agent SDK, where agents can be composed using drag-and-drop blocks for tasks such as decision-making, research, and action execution. Integrated with PydanticAI and OpenAI/Groq LLMs, supporting parallel tasking and workflow memory.

60%

Reduction in manual task setup for clients

85%

Reusability of agent blocks across workflows

Monitoring

Agent-Based KPI Monitoring System

Built an AI-based monitoring system where agents track metrics (e.g., revenue, usage, error spikes, downtime) across LLM applications and raise alerts when anomalies are detected. Supports multi-agent setups with Prometheus and LLM-based log summarizers.

40%

Fewer missed alerts via smart triggers

80%

Faster incident triaging with summaries

Voice + IoT

Voice-Activated IoT Assistant

Created a voice agent that listens for commands and controls industrial IoT devices. Integrated OpenAI Whisper for transcription, command parsing with LLMs, and MQTT communication with edge devices for real-time action execution.

98%

Command recognition accuracy in live tests

50%

Faster response vs. manual control

_case_studies

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_tech_stack

what we run on

Foundation Models

GPT-4o
Claude 3.5
Gemini 1.5
Llama 3
Mistral

Infrastructure

Kubernetes
Terraform
AWS
GCP
Cloudflare

Data & Search

Pinecone
Weaviate
PostgreSQL
ClickHouse
Kafka

Frameworks

LangChain
LlamaIndex
Haystack
Next.js
FastAPI

_tech_stack

…

_impact

by the numbers

0k+

Messages automated monthly

via WAAutomate across 40+ brands

Farmers onboarded

through Kisaan Companion partners

Industries served

agri, logistics, fashion, finance, real estate, SaaS

Carrier APIs integrated

with unified webhook events via Postzit

Hallucination reduction

on domain-specific RAG pipelines

0 days

From brief to MVP

our standard delivery cycle

_impact

…

_team

the builders

Pouya Barrach-Yousefi

Co-Founder

AI/ML leader bridging technical innovation and business strategy across pharma, healthcare, and SaaS.

Manish Babbar

Co-Founder

AI strategist combining machine learning, economics, and large-scale analytics into shippable products.

Kartikaye Madhok

Co-Founder

Data scientist focused on turning complex business problems into clean, deployable models.

Aditya Sharma

Product Designer

Human-centered designer specializing in B2B and enterprise interfaces that scale with users.

Karan Panchal

Full-Stack Developer

Builds responsive applications, owning frontend, backend, and the glue between them.

Ajit Gadkari

Full-Stack Developer

Ships interactive, high-performance web applications end-to-end with a bias for speed.

_team

…

_get_in_touch

Get a custom AI roadmap
for your business.

verJSON is a research-driven AI lab that ships real products. From LLMs to autonomous pipelines.

Book a call→Read our research

Response time

< 24 hours

Engagement types

Build · Consult · Co-found

Based in

India · Remote-first

_contact

…

We build intelligence infrastructure.

_manifesto

Research-first

Domain depth

Ownership mindset

_research

Efficient Domain Adaptation via Instruction-Tuned LLM Fine-tuning at Scale

Multimodal Grounding in Vision-Language Models: A Practical Survey

Low-Rank Adaptation for Agricultural Language Models in Low-Resource Dialects

Retrieval-Augmented Generation with Hierarchical Context Compression

Evaluating Reasoning Robustness in Small Language Models Under Distribution Shift

Sparse Mixture-of-Experts Routing for Domain-Specific Production LLMs

_products

WAAutomate

Weavedesk

Propether

Sitenav

Scanzit

Nomico

Kisaan Companion

verJSON AI

Human Rights Connected

_how_we_build

Problem Discovery

Architecture Design

Rapid Prototyping

Production Hardening

Continuous Learning

Scale & Handoff

_ai_accelerators

_industries

Agriculture & Food

Fashion & Textiles

Real Estate

Logistics & Delivery

Enterprise SaaS

Civil Society

_case_studies

Agentic AI Workflow Orchestrator

Agent-Based KPI Monitoring System

Voice-Activated IoT Assistant

_tech_stack

Foundation Models

Infrastructure

Data & Search

Frameworks

_impact

_team

Get a custom AI roadmapfor your business.

_research

Efficient Domain Adaptation via Instruction-Tuned LLM Fine-tuning at Scale

Multimodal Grounding in Vision-Language Models: A Practical Survey

Low-Rank Adaptation for Agricultural Language Models in Low-Resource Dialects

Retrieval-Augmented Generation with Hierarchical Context Compression

Evaluating Reasoning Robustness in Small Language Models Under Distribution Shift

Sparse Mixture-of-Experts Routing for Domain-Specific Production LLMs

_products

WAAutomate

Weavedesk

Propether

Sitenav

Scanzit

Nomico

Kisaan Companion

verJSON AI

Human Rights Connected

_how_we_build

Problem Discovery

Architecture Design

Rapid Prototyping

Production Hardening

Continuous Learning

Scale & Handoff

_ai_accelerators

_industries

Agriculture & Food

Fashion & Textiles

Real Estate

Logistics & Delivery

Enterprise SaaS

Get a custom AI roadmap
for your business.

Get a custom AI roadmap
for your business.