Build . Embed . Advise

We solve hard technology problems and build what's next.

Matsuri brings together AI, software, data, cloud, and product engineering to turn complex challenges into technology that creates real competitive advantage.

Analytics dashboard showing live user activity
Agentic AI — Active
Continuously monitoring the data and flagging what needs attention
Our work includes projects for teams at
CBRE A U.S. Federal Regulatory Agency A Global Multilateral Institution Indiggo Model Rocket 2nd Careers

Technology built for real organizations,
solving real problems.

Every engagement is bespoke.

Commercial real estate portfolio analysis
Matsuri-owned · Deployed for CBRE
Project 01

CBRE — Portfolio Analysis

Matsuri designed and built mREPort—a proprietary analytical platform that extracts insights from unstructured real estate data and combines them with structured datasets to generate configurable, decision-ready portfolio reports. The platform is used by CBRE teams for portfolio analysis and client reporting.

Generative AILLMsUnstructured DataPortfolio AnalyticsCustom Reporting
Regulatory Technology
Project 02

U.S. Federal Financial Regulatory Agency — Fraud Detection

Applied machine learning to large-scale financial data to identify anomalous patterns and support financial market surveillance.

Machine learningAnomaly detectionFinancial dataRegulatory tech
Financial market surveillance data
AI voice agent handling an inbound customer call
End-to-End Technology and Product Development
Project 03

Model Rocket

Matsuri served as Model Rocket's technology and product development partner, leading the product lifecycle from strategy and UX through software architecture, full-stack development, AI integration, and production deployment.

We built and operated the technology powering client-facing workflows across product, engineering, data, cloud infrastructure, and AI.

The impact
24/7 → On-demand
Eliminated the need for routine overnight live-agent coverage, with human escalation retained for emergencies.
1,000+ leads/week
Automated qualification of more than 1,000 inbound leads per week for a Model Rocket client.
Product DevelopmentFull-Stack EngineeringAgentic AIAI IntegrationCloudData
End-to-End Product and Technology Development
Project 04

2nd Careers

Matsuri designed and built 2nd Careers end-to-end—a workforce platform connecting experienced professionals with employers. We led the full product lifecycle from architecture and UX through full-stack development, AI integration, and production deployment.

At the core of the platform, an AI-powered matching engine goes beyond keyword matching to evaluate skills, experience, and nuanced fit between professionals and opportunities.

Product DevelopmentFull-Stack EngineeringNLPRecommendation SystemsAI MatchingWorkforce Technology
Experienced professionals collaborating in a working session
Embedded Expertise

Matsuri provides experienced technical experts who integrate directly into client teams, bringing specialized expertise without the overhead of building an entire team internally.

Embedded technical experts working with a client team
Project 05

Global Institution

Matsuri's AI experts worked alongside analysts and economists at a global multilateral institution to design and plan a large-scale classification and indexing framework for report repositories and documents. The initiative established a foundation for AI-enabled search, discovery, and analysis across the institution's knowledge assets and played an important role in advancing its broader AI strategy.

AI StrategyKnowledge ManagementDocument IntelligenceClassificationAI Search
Project 06

Indiggo

Matsuri experts developed and integrated analytical modules that generate a comprehensive set of performance indicators, streamlining Indiggo's investment index development pipeline. The solution enables analysts to compare proprietary indices against benchmarks and calibrate different thematic structures, improving the efficiency and flexibility of index development and analysis.

Data ScienceFinancial AnalyticsInvestment IndicesBenchmarkingPerformance Analytics
Analyst reviewing investment index dashboards

Three ways to work with Matsuri.
One senior-led engineering team.

Build
We build it.
Give us the problem. We'll help build the solution.
Embed
We join your team.
Bring senior technical expertise into your team.
Advise
We help you decide.
Make the right decisions before you commit to the wrong ones.
01 · Build

We help organizations navigate difficult technical and AI decisions, from product strategy and architecture through engineering, AI integration, and production deployment.

Technical Architecture · Data Strategy · Technology Roadmaps · Responsible AI · Deployments
Selected work
mREPort for CBRE — proprietary Generative AI portfolio analytics platform
Agentic lead qualification engine for Model Rocket
ML anomaly detection for a U.S. federal financial regulatory agency
02 · Embed

When you already have a product, organization, or engineering team in place, Matsuri can embed experienced practitioners directly into the work.

Our AI specialists, software engineers, data scientists, and cloud architects work as part of your team, contributing to architecture, implementation, problem-solving, and delivery while sharing knowledge with the people around them.

It's not just additional capacity. It's additional technical depth.

Selected engagements
AI strategy consultant embedded at a global multilateral institution
Senior cloud engineer embedded at Indiggo
03 · Advise

Make the right decisions before you commit to the wrong ones.

We help organizations navigate difficult technical and AI decisions—from strategy and architecture to data foundations, technology selection, and roadmaps.

Our approach is practical and grounded in engineering. We don't produce a strategy that ends when the presentation does. We focus on decisions that can be translated into a roadmap and, when needed, into working technology.

Deep expertise across the stack,
from intelligent systems to production infrastructure.

AI & Agentic Systems
Agentic AI · LLM applications · Multi-agent systems · NLP · Model development · Fine-tuning · Evaluation · AI orchestration
Software & Product Engineering
Full-stack development · Application architecture · APIs · Systems integration · UX · Product engineering · Production systems
Data & Analytics
Data engineering · Data architecture · Data platforms · Unstructured data · Anomaly detection · Recommendation systems · Forecasting · Analytics
Cloud & Infrastructure
AWS · Azure · GCP · Cloud architecture · MLOps · CI/CD · Model deployment · Distributed systems · Hybrid cloud
Strategy & Architecture
AI strategy · Technical roadmaps · Systems architecture · Data strategy · AI governance · Responsible AI

Deep expertise. Hands-on execution. No compromise between the two.

The difference isn't just what we know. It's how we work.
Senior expertise stays close to the work.
Our most experienced engineers and technical leaders stay involved in the architecture, difficult technical decisions, and problems that determine whether a project succeeds. You don't hire senior expertise and then hand the work to someone else.
We build stronger teams, not just software.
Senior practitioners work alongside developing talent, providing continuous technical mentorship, guidance, and review. This creates stronger engineers, better technical decisions, and knowledge that stays with the team.
We own the roadmap—and the outcome.
We work against a clear technical roadmap, maintain momentum, and stay accountable to timelines, quality, and delivery. We're not there simply to complete tickets—we're there to help get the product shipped.
Senior enough to get the hard decisions right. Deep enough to get the work shipped.
We challenge the obvious solution.
We don't assume the first technically feasible approach is the right one. We challenge assumptions, explore new technologies and architectures, and look for smarter ways to solve the problem—whether that means applying AI, automating a workflow, simplifying a system, or rethinking the product itself.
One team across the technology stack.
AI doesn't exist in isolation. Our teams bring together AI, software engineering, data, cloud, and product expertise so the pieces work as one system. That means fewer handoffs, faster decisions, and solutions designed for the whole product—not just one technical layer.
Global team. Boutique by design.
Our team spans the U.S. and India, giving clients access to deep technical expertise across locations while maintaining a close, collaborative working model. We stay deliberately small enough for senior people to know the work, the technology, and the people building it.

Senior expertise. Hands-on engineering. One team.

Janaki Parameswaran
Janaki Parameswaran
Founder & CEO

Janaki founded Matsuri around a simple belief: the hardest technology problems are solved by bringing deep expertise close to the work—and giving talented teams the environment to do their best work.

She brings extensive experience leading enterprise technology initiatives across complex systems, cloud transformation, and financial services. Throughout her career, she has led teams responsible for high-profile applications and technology programs operating across multiple business and technical groups, with a consistent focus on delivering against demanding timelines and critical milestones.

At Matsuri, Janaki works at the intersection of technology, product, and people. She helps clients turn complex problems into practical technical roadmaps, brings the right senior expertise to each engagement, and stays close to delivery as teams turn those plans into production systems.

She is equally focused on developing the people doing the work. Matsuri's senior practitioners mentor and guide emerging engineers and technologists, creating teams that become stronger as they build. The result is a culture built around technical rigor, continuous learning, creative problem-solving, and getting the work shipped.

Enterprise TechnologyCloud TransformationAI StrategyProduct DeliveryTechnical Leadership
Advisors
Vijay Perincherry

Dr. Vijay Perincherry is an expert in consumer behavior analysis and the use of analytics and AI to build personalized engagement platforms. He has architected and built several analytical products and platforms in education, fintech, consumer analytics, and commercial real estate. He is also active in the responsible and ethical use of data in the age of AI. Dr. Perincherry holds nine patents in these fields.

Consumer AnalyticsPersonalizationResponsible AI9 Patents
David White

Deep expertise in enterprise AI and cloud from Red Hat — AI & ML Edge Practice Lead for North America. Hybrid cloud AI deployments.

Cloud ArchitectureAI/ML InfrastructureHybrid CloudEdge
Denis Dobrovolskii

Leads technology strategy and engineering execution. Background in software engineering and knowledge management. Experience at FINRA.

EngineeringSystems ArchitectureFinTechLeadership
Vaneet Sethi

Dr. Vaneet Sethi is a global leader in the line of Insights and Analytics, applying data, technology, and AI to strengthen sales, marketing, and R&D decisions. With over 25 years of experience, he has built a career as a trusted advisor in pharma commercial strategy, more recently focused on scaling analytics through technology and driving its broader adoption across organizations.

Insights & AnalyticsPharma Commercial StrategyAI AdoptionData Strategy

Build better technology. Make ambitious ideas possible.

Matsuri was founded on a simple belief: exceptional technology comes from exceptional people working closely together on the right problems.

We bring deep technical expertise, hands-on engineering, and thoughtful product thinking to every engagement. We use modern technology—including AI and agentic systems—not because it's new, but because it can create a better solution.

We stay close to the work from architecture through deployment. Senior practitioners guide the hardest decisions, developing engineers grow through the process, and the entire team stays focused on the roadmap, the timeline, and the outcome.

We're deliberately small. That means we can move quickly, stay curious, challenge assumptions, and give every engagement the attention and expertise it deserves.

Build with depth. Solve with imagination. Ship with purpose.

What We Believe

Depth matters.
We believe the hardest problems deserve deep expertise. Senior practitioners stay close to the work, make the difficult decisions, and share what they know with the people around them.
Build with curiosity.
We don't settle for the obvious solution. We challenge assumptions, explore new technologies, and look for smarter ways to solve difficult problems.
Make the team stronger.
Great work isn't just about what gets shipped. It's about developing the people who build it. We mentor, teach, review, and share knowledge so every engagement leaves the team stronger.
Own the outcome.
We care about more than completing tasks. We work against a roadmap, stay accountable to timelines and quality, and remain focused on getting technology into the hands of the people who need it.

Have a hard problem worth solving?

Tell us what you're trying to build, what isn't working, or where you're stuck.

Whether you need us to Build the solution, Embed senior technical expertise into your team, or Advise on the right path forward, we'll start with an honest conversation about the problem—not a sales pitch.

No boilerplate. No pressure. Just a thoughtful conversation about what you're building and whether we can help.