RoboBridge
Close the loop between twin and wet lab.
Trigger micro-scale synthesis and testing on robotic lab units, compare results to physics-ML predictions, and ship a validated recipe with an error-free technical dossier — without hand-rewriting the process.
Models meet the bench
Simulation alone still leaves residual error on the floor.
Process twins predict well — until a real mix saggs, a curing window drifts, or adhesion misses the MIL target. Teams then patch recipes by hand, rewrite TDS files, and lose the continuity that made the digital twin useful.
What you do
Run the lab loop. Keep the dossier honest.
RoboBridge takes Studio Pro parameters and recipe options, drives Hardware-in-the-Loop trials, and writes corrections back into the same chemical record.
Ingest process parameters
Pull recipe options and reactor windows from Studio Pro — same CAS identity, same twin context.
Execute robotic trials
API-trigger micro-scale synthesis and physical tests on connected lab units.
Correct model residuals
Compare lab measurements to physics-ML predictions and autonomously adjust the recipe when residuals appear.
Ship the dossier
Export a validated formulation, optimized reactor parameters, TDS, and Process Errata as PDF — ready for plant handoff.
RoboBridge loop
step 1/4
Recipe · shear · cure window
Process dossier
Capabilities
Lab validation without breaking the chain.
Hardware-in-the-Loop
Interface with robotic laboratory units so physical synthesis and testing sit inside the same workflow as the twin.
Autonomous residual correction
When lab results diverge from predictions, RoboBridge updates the recipe and process dossier with zero manual re-entry.
Error-free documentation
Generate Technical Data Sheets and Process Errata automatically — aligned to the validated batch, not a stale template.
Plant-ready package
Hand a fully validated dossier to Chemical Engineering Agents for scale-up and on-spec production.
Why teams feel the gain
Fewer surprises between pilot and plant.
Closed loop
Twin ↔ lab
Physical results feed back into the same record the twin and agents already share.
Docs that match reality
Auto TDS
TDS and Process Errata regenerate when the recipe corrects — no stale PDFs.
Ready to scale
Validated params
Optimized reactor parameters travel with the batch into plant control.
Who it is for
Teams who refuse to hand-wave the last 3%.
Advanced coatings & materials
Where sagging, adhesion, and thermal windows must match prediction before a pilot campaign.
Automated R&D labs
Groups with robotic synthesis and testing capacity who want software that closes the loop.
Scale-up leads
Engineers who need a validated dossier — not a spreadsheet of residual notes — before plant transfer.
Frequently asked questions
- What is RoboBridge?
- RoboBridge closes the loop between Studio Pro and the wet lab — triggering robotic micro-trials, comparing results to physics-ML predictions, correcting residuals, and generating validated TDS and Process Errata documentation.
- Do we need our own robotic lab hardware?
- RoboBridge is designed to interface via API with robotic laboratory units (Hardware-in-the-Loop). Pilots can start from your existing automation stack or a partner lab configuration.
- What documents does RoboBridge produce?
- A validated formulation, optimized reactor parameters, an error-free Technical Data Sheet (TDS), and a Process Errata document — generated automatically as PDF when the loop closes.
- How does RoboBridge connect to plant control?
- The validated dossier hands off to Chemical Engineering Agents so scale-up and on-spec production inherit the corrected recipe — not a stale twin snapshot.