Open-loop today
Fixed recipes can't respond when materials, temperature, or cell quality drift mid-shift.
Binning & matching · Panevex agent
Binova
Fuses live IV/flash and EL/defect data to sort cells into optimal bins and compose strings that minimize mismatch loss — re-optimizing continuously against the actual cell population and power targets.
Power-class optimizationwhat it does
DGX / HGX + edge GPUruns on
Closed-loopcontrol mode
Binova — Cell binning and power-class matching that recovers every watt.
The problem it solves
Why binning & matching breaks without autonomy
Invisible failure
The defects that matter most are the ones no operator can see at line speed.
Lost watts & yield
Every uncorrected drift ships as lost power, rework, or a field-degradation liability.
How Binova works
Fuses live IV/flash and EL/defect data to sort cells into optimal bins and compose strings that minimize mismatch loss — re-optimizing continuously against the actual cell population and power targets.
- Perceives its station in real time with fused sensing.
- Predicts the physical outcome before the module moves on.
- Controls the machine in closed loop, within human-set guardrails.
- Writes every outcome back to the shared module twin.
Capabilities
What Binova delivers
Real-time perception
Station-specific sensing tuned for binning & matching.
Closed-loop control
Set-points corrected on the machine with bounded latency.
Auditable actions
Every decision stores the evidence that justified it.
Yield analytics
Root-cause traces from outcome back to this station.
MES integration
Fits your existing PLCs, SCADA, and MES.
Edge-native
Runs on DGX / HGX + edge GPU for deterministic performance.
| Attribute | Detail |
|---|---|
| Station | Binning & matching |
| Primary function | Power-class optimization |
| Runs on | DGX / HGX + edge GPU |
| Control mode | Closed-loop, guardrailed |
| Data written to | Twinvex module digital twin |
| Integrates with | MES · SCADA · equipment PLCs |
99.4%
Perception recall
<10 ms
Edge decision latency
24/7
Autonomous operation
3.2 W
Contributes to recovered power
In the loop
Where Binova sits in the flywheel
One agent, one shared brain
Binova doesn't work in isolation. It reads from and writes to the same module twin as every other agent, so its improvements compound across the whole line.
- Shares the module digital twin
- Learns from every run on every line
- Policy transfers across fabs
“Binova turned our binning & matching station from a source of escapes into our most predictable process. It just runs.”
BIProcess EngineerTier-1 module manufacturer
The rest of the stack
Better together
String & interconnectRibbix
Sound, low-loss bonds without cracks or cold joints.
Explore EL & defect sensingElumnexSee inside every cell — predict microcracks before they cost you watts.
Explore Lamination & cureLamiraCured right the first time — no delamination, bubbles, or cell shift.
Explore Module digital twinTwinvexHit target power-class and yield before the physical run.
ExploreDo we need the whole Panevex platform to run Binova?
No. Binova can deploy standalone on its station and still delivers value — though it gets stronger as more agents share the twin.
Will it work with our existing machines?
Yes. Binova augments your current equipment through standard PLC, SCADA, and MES interfaces — no rip-and-replace.
How is the autonomy kept safe?
Every actuator has human-set guardrails. Low-confidence decisions hold within safe bounds and escalate with evidence.
See Binova on your line
Book a walkthrough and we'll show Binova running against your real binning & matching data.