
The trade-off: Linking commercial process simulations with AI-based multi-objective optimisation
A story using Quaisr to connect multi-objective optimisation with a styrene production process example in gPROMS
Connect your people, live streams, and high-performance compute in one secure, scalable platform. Quaisr provides the digital backbone for large organisations to unify simulations, data, and AI, enabling informed, physics-grounded decisions across the entire lifecycle of engineered systems.
Move beyond static scripts. Build event-driven workflows that react to the real world, seamlessly blending human expertise with automated execution.
Active & passive blocks
Architect workflows that not only run code ("Active") but wait for external triggers ("Passive"). Stream live data from IoT devices with sub-second latency, or pause execution until a specific room temperature or sensor reading is detected.
Human-in-the-loop
Integrate manual intervention points directly into automated chains. Use "Passive" blocks to halt a run until a human operator inputs a value or approves a stage, ensuring safety and control.
Language agnostic
Whether it’s Python, MATLAB, or commercial solvers like Siemens Star-CCM+ or OpenFOAM, wrap your existing code in blocks without refactoring.
We meet your team where they work, delivering 10x faster decision-making. Whether you are a developer, a data scientist, or an AI agent, Quaisr provides the native interface you need.
AI agent ready
MCPFuture-proof your stack with our AI agent-ready server integration. Allow your internal AI agents and LLMs to "tool call" Quaisr workflows directly to fetch data or run simulations.
Developer CLI & API
Power users can bypass the UI entirely. Use the Command Line Interface (CLI) to manage resources, or the Platform API to trigger scripts from local laptops, GitHub Actions, or other automation pipelines.
Visual canvas
For visual learners and systems architects, our drag-and-drop canvas provides a clear, audit-ready view of data flow, logic, and model versions.
Transform complex backend models into user-friendly tools for the wider business in hours, not months.
Interactive widgets
Don’t just show numbers, but visualise them. Embed custom widgets like 3D mixing tanks, interactive floor maps, world maps, or sliders directly into the dashboard via iframe or custom code.
Operator dashboards
Combine form building and input arrangement to create "textbox-like" experiences. Turn complex Python scripts, open-source code, and commercial engineering software into a single, governed dashboard that visualises disparate outputs in one unified interface.
The data gallery
A unified repository for your outputs. Mark specific runs as "logs" to track history, knowledge, and insights in one consistent place, preventing data swamps.
We deploy into your environment, respecting your policies. Your IP never leaves your control.
HPC & secrets management
Authenticate high-performance computing resources safely, managing passwords and tokens securely to trigger massive compute jobs without exposing credentials in your code. Quaisr’s platform enables fluid, multi-stage workflows that bridge the gap between cloud-native models and on-premise computing, orchestrating complex engineering pipelines across diverse, distributed environments.
Flexible infrastructure
Whether you use standard cloud hosting, on-premise workstations, or hybrid HPC setups, Quaisr integrates with your existing networking policies and SSO providers.
Granular licensing
Empower your entire team by assigning custom roles; from Viewers and Runners to Geologist Wirers or Pharma Modelling Experts. Ensure that high-fidelity models and data-driven insights are democratised while maintaining strict operational governance.
Benefits
We provide a platform to connect your people, mechanistic models, and live data into a single, secure environment for dynamic SimOps orchestration.
Move beyond static scripts to build workflows that react to the real world. Stream live data into Quaisr and wrap existing Python, MATLAB, or commercial simulation code into auditable chains without the friction of refactoring.
We meet your team where they work, from visual canvases to power-user CLI and APIs. Use our Model Context Protocol (MCP) server to allow AI agents to call simulations directly.
Bridge the gap between your computational modellers and experimental or operations engineers by transforming backend scripts into intuitive no-code apps. Embed 3D visualisations or dashboards that simplify complex data into actionable insights.
Deploy within your cloud or on-premise infrastructure to keep your IP under your control. With SOC2 monitoring and granular licensing, we comply with your most rigorous policies.
Industries
From the laboratory to the factory floor, Quaisr provides the connectivity layer needed to ground AI in physics and data-centric engineering.
We accelerate the Chemistry Manufacturing & Control critical path by unifying isolated models for crystallisation, drying, and milling into a single SimOps environment. Quaisr’s platform enables the lab of the future by digitising workflows and creating a closed-loop system where outputs automatically update models to predict the next optimal experiment, reducing the total number of physical trials required and significantly accelerating time-to-market.
Read MoreOur platform upscales sparse continental-scale data to reduce drill-hole placement uncertainty or optimise mineral processing, saving on grand capital expenditure and turning ambiguity into insight. Quaisr turns weeks of manual data aggregation into actionable insights, empowering geologists to up to halve traditional discovery-to-investment timelines.
Read MoreWe accelerate mission-critical projects by connecting expert teams with simulation tools, up to halving the time required for energetics material discovery.
Read MoreWe help product development teams bridge the divide between R&D and mass production by reducing expensive physical experimentation with virtually screened experiments. Quaisr democratises complex modelling tools, allowing non-specialists to run "what-if" scenarios for shelf-life without new training investments.
Read MoreQuaisr accelerates the discovery of new candidate compounds by screening vast design spaces virtually before entering the laboratory. We integrate disparate supply chain data to provide end-to-end traceability for the life cycle of harmful chemical compounds, ensuring compliance with rigorous waste disposal regulations.
Read MoreQuaisr connects engineering, manufacturing, and logistics data to provide an unified operational picture to expert teams that maximises fleet uptime. From identifying low-cost materials for aerospace production, to reducing flight-path energy consumption, we help leaders at BAE Systems and more meet targets without large upfront expenditure.
Read MoreQuaisr de-risks scenario planning by integrating supply, demand, and pricing systems into automated daily update cycles. We accelerate feasibility studies, enable predictive maintenance, and optimise offshore wind foundation designs by orchestrating massive simulation campaigns.
Read MoreImpact
Real-world applications of our platform across high-stakes industries. Explore how global enterprises use Quaisr to orchestrate simulations, data, and AI across the entire engineering lifecycle, turning complex system data into an operational edge.
FTSE 100 Life Sciences
“This new workflow saves $200k per experiment.”
FTSE 100 Life Sciences
“We have so many tools and this is the system to link them. If we can't do end-to-end simulations, we can’t solve our key problems.”
AstraZeneca, FTSE 100 Pharma
“My god, this is impressive. I want to do more pressure tests.”
Top-Tier Global CDMO
“There's real value in democratising models. We don't want modelling owned by a few – we want everyone contributing.”
Global Mining Major
“The Quaisr team just finished the proof-of-concept as an example, and I get the impression they set it all up this morning!”
Global Mining Major
“These workflows are exactly how a geophysicist constructs them, but now they can scale.”
FTSE 100 Energy Supermajor
“In hybrid modelling, Quaisr has something unique. The main providers aren’t working to integrate AI and physics-based modelling like this.”
FTSE 100 FMCG
“We are correctly putting connectivity into the hands of the experts.”
BAE Systems, FTSE 100 Defence
“Our clients don't want to be locked into one algorithm: they want best-of-breed. Taking these steps to build and connect is exactly what attracts us.”
FTSE 250 Defence
“This solution brings value back to the tools we've already invested in, and puts them to use without a two-year learning curve.”
FTSE 100 Consumer Goods
“FMCG R&D groups are stuck at the operationalisation stage. Quaisr solves that.”
Global Manufacturer
“Our models work well 80% of the time. Quaisr is adding value for the other 20%... where things get difficult.”
Resources
Discover articles, engineering notes, and insights from the team building the orchestration layer for simulation.
Schedule a technical deep-dive to discuss your specific simulation stack, HPC security requirements, and data protocols. See exactly how Quaisr fits into your existing architecture.
Schedule a technical deep-dive to discuss your specific simulation stack, HPC security requirements, and data protocols. See exactly how Quaisr fits into your existing architecture.