Accelerated AI-Driven R&D ForManufacturing R&D

Scalarity helps research and manufacturing teams run smarter experiments. Generate hypotheses from literature, simulate with DFT and fine-tuned models, narrow the search space, and dispatch validated trials to your lab.

Scalarity platform interface showing experiment pipeline
Demo

See Scalarity in action.

Watch Scalarity turn scattered research work into a clear path from idea, to run, to result.

The problem

The problems slowing your R&D.

R&D teams waste time on fragmented data, repetitive work, lost experiments, and inefficient exploration. Scalarity fixes all of them.

Fragmented knowledge → Unified context

Knowledge scattered across tools, notebooks, and people becomes one shared knowledge base.

Schlep work → Smart agents

Repetitive planning, search, and logging work is automated.

Large parameter space → Narrowed search

Hundreds of variables to explore, no systematic way to prioritize. Simulation prunes the space before committing lab resources.

Reproducibility gaps → Auto-captured runs

Can't reproduce experiments because conditions weren't logged. Every parameter is captured automatically.

Slow iteration cycles → Accelerated loops

Manual handoffs between simulation, experiments, and analysis take days or weeks. Agents orchestrate the full loop end-to-end.

Handoff friction → Clean provenance

Context gets lost when work moves between people or systems. Agents own the handoffs with full audit trail.

The platform

One workspace for high-velocity R&D work.

Plan, prioritize, dispatch, capture, and report research work in one place — without forcing teams to rebuild how their lab already operates.

/01Planning

Hypothesis & planning

Agents draft experiment plans grounded in your group's prior work and the public literature.

/02Simulation

Simulation & surrogates

Bring your DFT, MD, or surrogates. Agents queue, orchestrate, and reconcile results.

/03Characterisation

Characterisation

XRD, SEM, NMR, electrochem — pulled into a single structured record. No screenshots.

/04Execution

Experiment dispatch

Queue validated candidates for execution — prioritizing by cost, timeline, and available capacity.

/05Reporting

Reporting & handoff

Auto-generated, version-controlled reports that survive turnover and re-onboarding.

Agents

Agents that move research work from intent to result.

Each agent owns a practical slice of the work — planning recipes, checking process windows, preparing tool instructions, requesting measurements, and summarizing outcomes.

You stay in control where it matters: setup, anomaly review, safety limits, and final go/no-go decisions.

CVD / PVD run
Thin-film deposition optimization
5 agents active

02Recipe Agent

Selects precursors, targets, pressure, temperature, power, and time windows.

03Process Agent

Predicts growth rate, uniformity, stress, stoichiometry, and failure risk.

01Run Orchestrator

Coordinates chamber-to-characterization loops.

Routes recipes, instrument constraints, metrology results, and approvals across the CVD/PVD workflow.

04Chamber AgentPrepares validated CVD/PVD tool instructions.
05Metrology AgentRequests SEM, XRD, ellipsometry, AFM, and thickness data.
06Analysis AgentCompares film quality and proposes the next recipe.
07Human approval gate
Scientists approve chamber settings, safety limits, anomalies, and final go/no-go decisions.
Audit ready
Who it's for

R&D teams turning ideas into validated results.

01
Manufacturing R&D

Process, product, and materials teams

Explore more candidates, tighten process windows, and move from promising concepts to validated trials faster.

More runs. Fewer blind alleys.
02
Research labs

National, corporate, and independent labs

Coordinate instruments, models, and experiments across projects with a full audit trail for every decision.

Shared context across teams.
03
Academic groups

University research teams

Preserve group knowledge, onboard new researchers faster, and make experimental workflows easier to reproduce.

Reproducible group memory.
Trust

Engineered for IP-sensitive research.

Deployed inside your perimeter. Model-agnostic end to end.

Deployment

On-prem, VPC, or hosted

Run the entire stack inside your own perimeter. No data leaves your environment unless you opt in, per project.

SOC 2 Type IIISO 27001GDPR
Models

Bring your own

Model-agnostic. Frontier APIs, your group's fine-tunes, or fully air-gapped open weights. Switch per agent, per workflow.

Ready to accelerate your lab's discovery?