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About Curlscape

Simulation engineers who build AI

AI that runs on your own infrastructure, trained on your own data: agents that take over repetitive engineering work, surrogate models that predict in minutes, and a digital thread across your engineering and production data.

Velocity streamlines over a heatsink with a thermal field, from one of our own conjugate-heat-transfer runs
Conjugate heat transfer — velocity streamlines over a heatsink

01Curlscape Solutions Pvt. Ltd.

AI-native. Engineering-fluent. On your side of the table.

We're not a simulation consultancy adding a sprinkle of AI, and we're not a software reseller with an implementation arm.

We're an AI engineering company that speaks simulation, CAD, PLM, and manufacturing natively. We train and deploy ML models, build data pipelines and scalable AI systems in production, and we understand boundary conditions, mesh quality, and why your BOM never matches your as-built. We don't resell software, so our only incentive is what works on your stack.

Office, India
Pune
CFD runs in published studies
230+
published Lab studies
3
member
NAFEMS

02Values

What we hold ourselves to

01

We show our work

Studies are documented method-first: what we ran, how it was verified, and where each method reaches its limits.

02

Your tools stay

We sit over your existing stack instead of asking you to rip it out and start again.

03

Your data and IP stay yours

Runs on your infrastructure, so your geometry, BOMs, and field data stay in your environment. IP ownership of what the pipeline produces is yours, written into the engagement.

04

No resale incentive

We don't resell software, so our only incentive is what works on your stack.

03People

Who you work with

Engagements are led by our founder and advised by Sandeepak Natu. Both spent years inside the simulation tools your team already uses.

Aniket KulkarniLinkedIn
Founder01 / 02

Aniket Kulkarni

Ex-Ansys, alumnus of Cranfield University, with extensive experience delivering AI in production systems. Three granted US patents in thermal simulation and reduced-order modeling.

Aniket spent seven years at Ansys building thermal models for electronics, from chip packages to full systems, and is a named inventor on three granted patents in compact thermal models and reduced-order modeling. He then led data science and AI teams shipping models to production, and founded Curlscape to bring the two together.

Education

  • MSc, Computational Fluid Dynamics, Cranfield University
  • BE, Mechanical Engineering, PES Institute of Technology, Bangalore

Focus

  • Electronics thermal management
  • Reduced-order and surrogate modeling
  • Battery electrical and thermal modeling
  • Production ML and agentic AI

Granted patents

  • 7years at Ansys in electronics-thermal simulation
  • 3granted US patents, thermal simulation and ROM
Sandeepak NatuLinkedIn
Advisor02 / 02

Sandeepak Natu

29 years in engineering simulation. Simulation practitioner, entrepreneur and industry analyst.

Regular speaker and webinar presenter on simulation technology and market trends, digital twins, and the role of AI/ML in physics simulation.

Education

  • M.Tech., Mechanical Engineering (Thermal Sciences and CFD), IIT Bombay, 1997

Focus

  • Engineering simulation
  • Consulting
  • Solution selling
  • Business development
  • Entrepreneurship
  • 29years in simulation, consulting and business building
  • 4US multinationals supported with India-based R&D teams

04What we do

Solutions and services

Solutions

Agentic AI, Digital Thread & Surrogate Modeling

AI platforms purpose-built for engineering and simulation teams. Deploy agents that prep CAD, mesh, and set up solvers — and surrogate models that turn weeks of simulation into minutes. Prism answers questions across your engineering data and shows the records behind each answer.

Explore Solutions

Infrastructure & Data Services

Own your AI stack

Fine-tuned models, air-gapped LLM deployments, and document intelligence — for enterprises where data privacy, cost, or control rules out off-the-shelf AI.

Explore Infrastructure

Custom Enterprise Agents

Production-grade agents, built to spec

Support, sales, research, and voice agents that connect to your databases, APIs, and knowledge bases — deployed and monitored in production.

Explore Custom Agents

From the Lab

Electronics thermal · Multi-fidelity surrogates

Problem pages backed by runs we have published, including where each method fell short.

Explore the Lab

05Domains

Where we have run and published work

Each domain below links to a study we ran ourselves, limitations included.

06Community

Where to find us

Memberships
  • NAFEMS

    Member of NAFEMS, the international association for the engineering modelling, analysis and simulation community.

Events

Upcoming

07Client reviews

What clients say on Clutch

Independent reviews of our AI and software engagements, collected by Clutch.

Clutch rating

5.0

from 3 reviews

Read all reviews on Clutch
AI consulting · Apr 2025
“They were very client-friendly and adept at balancing business and technology needs.”
Founder, ScanGeni Ventures, via Clutch
Document generator development and design · Jul 2025
“They delivered well and were very responsive.”
Founder, Digital Ascent, via Clutch

08Contact

Talk to us directly

Phone+91 97654 55014Emailaniket@curlscape.comCompanyCurlscape on LinkedInFounderAniket Kulkarni on LinkedIn
Office

Curlscape Solutions Pvt. Ltd., 2302, Tower 18, Blueridge, Hinjewadi Phase 1, Pune, Maharashtra, India - 411057

It starts with a call and ends with a system your team owns. Paid engagements are scoped and costed upfront, so you know the number before you commit.

Schedule a call
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