Lay out the trial in a sandbox. Publish it, and every planned batch lands in the right operator queue.
02
Execute on the floor
Every machine has a queue. The SOP runs step by step on a phone, with targets and windows, and everything recorded is captured.
03
Analyze automatically
Models trained on your own runs show how accurate they are and what drives the result. Any notebook becomes an app.
04
Troubleshoot to the cause
Walk a held roll back through its genealogy to the mix that came in thin. The fix goes into an 8D report and a knowledge base, so next time the agent recognizes it.
Never solve the same failure twice.
Every past failure and fix is searchable, not just what the team remembers. Ask why a batch failed, and Niobia shows its work step by step, so your engineers check the answer instead of hunting for it.
One record, from the first experiment to full production
Development
Pilot
Scale-up
Production
Break silos
Every project and every batch, with its full history and what went wrong, visible across the organization.
Trace any failure
Every step, material lot and operator action behind a bad batch, in one click.
Learn from every fix
Troubleshoot with everything your organization has learned, not only what one engineer remembers.
Capture the floor
Operator steps and deviations are logged, so analysis works from what happened, not the recipe.
Fewer experiments
Plan them, run them on the floor and analyze them, all in one place.
Analysis on request
Describe what you want to know. An agent writes and runs the analysis and shows every step.
Across your data
Managed database
by Niobia
All your data and knowledge, integrated. No silos.
Connected to everything you run, without friction: equipment, plant systems, databases and documents. It gives Lab OS and its agents access to your entire system.
Equipment, plant systems and reports
Battery testers
Lab test equipment
Metrology tools
Process equipment, OPC UA
Historians
MES
LIMS
Reports and 8Ds
Lab OSAgents work across everything
by NiobiaManaged databaseNiobia Sync · always on
Connected databases and documents
PostgreSQL
Snowflake
BigQuery
MongoDB
SharePoint
Google Drive
OneDrive
Google Sheets
Excel
Batch genealogy, built in
No joining tables or hunting for the last lot.
Machine learning on any source
Anyone can connect a source and run it. No data team needed.
Permissions by team
Single sign-on and an audit log. Sharing never means losing control.
Yours
Runs in your cloud or on your floor, and is never shared with frontier models.
On the tool
Edge AI
by Niobia
Increase your yield in months, not years.
AI that runs on your process, test and metrology equipment, inside your firewall. It catches drift at the source, tells you what is wrong, and closes the loop when your engineer approves. Available on its own, or with Lab OS and Managed database.
Edge AI
DetectTroubleshootFix
Drift caught at the source.
Niobia Edge connects directly to your process, test and metrology equipment. Live SPC on every signal flags drift before it becomes a failure, even while every point is still inside the limits.
It tells you what is wrong.
Process engineering AI, fine-tuned on open-weight models, reads the line, the batch and its history, and names the likely cause. It runs inside your firewall, with no internet needed.
You approve. The loop closes.
It proposes the fix and what should happen next. Your engineer approves, the correction is written back to the tool, and the line returns to target.
Niobia Edge · coating lineIn control
Surface roughnesslive SPC0.80 µm
Every point inside the limits
Watching
Roughness, thickness and flow, live from the line
Control charts and trend rules on every signal
Niobia agent · finding
Coater steady: die gap and pump flow on target
New slurry batch loaded just before the rise
Slurry viscosity trending up since it loaded
Likely cause: agglomerates in the slurry. It points to the mixer, not the die.
Proposed fix
Mixer shear, step 21,200 → 1,500 rpm
Breaks up the agglomerates. Roughness should fall back within minutes.
Approve and writeChange value
Written to tool
Confirmed
Back on target
Sample data
Built for any process.
Lab OS, Managed database and Edge AI, tuned to how you make things. Use one, or all three together.