Catch the fault.
Skip the noise.
Get the fix.
Static alarms can't tell a cloud from a fault — so teams drown in false alarms until they stop looking. We build a behavior model for each inverter, score deviations as they happen, and return a cited fix pulled from your own OEM documentation.
Four Steps. No Manual Triage.
From raw telemetry to a cited fix — without touching a dashboard between steps.
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01 · Learn
Model normal behavior
Each inverter learns its expected output conditioned on local weather, tilt, and shade.
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02 · Score
Score the deviation
Output gaps become a severity score and streak length, separating true drift from passing clouds.
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03 · Ground
Reference OEM manuals
High-confidence faults are matched against manufacturer manuals and repair history with verified citations.
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04 · Route
Equip your technician
Recommendations route directly into work orders. Your team reviews and approves every maintenance action.
Proof of work
Tested on a Real Fleet
Seven inverters. 2.31 MW. Six months of production data. Benchmarked directly against the site's existing rule-based alerts.
- 216 labeled faults caught on the fleet's highest-signal inverter — 41–56% precision and recall lift over rule-based thresholds
- Two inverters flagged as weak-signal — traced to a data-backfill gap before the signal was forwarded to the operations team
- Same platform and security model for the pilot as for ongoing monitoring
Free 3-Week Diagnostic Pilot
See Your Fleet's False-Alarm Rate Before You Commit
Send at least three months of inverter or SCADA production data (15-minute intervals ideal) and basic site details. We'll tell you within the first week whether your data clears the bar to start — and if it doesn't, we'll say so up front.
- No on-site visit, no new hardware, no engineering time from your team
- No cost, and no obligation to continue afterward
- Your data stays in-region and isolated for the duration of the pilot; request full deletion anytime after
Runs on Your Site. Your Data Never Leaves.
For teams with strict data residency or connectivity constraints, the platform deploys on-prem as a signed bundle — no cloud account, no registry login, no changes to your firewall.
Deployment
- Ships as a signed bundle — installs on bare metal or VM (Ubuntu 22.04), no internet connection required after install
- No registry login, no git clone, no cloud account — your security team doesn't need to open a new approval process
- Optional GPU support (4+ GB VRAM) for faster on-site ML model training
Data & Governance
- All telemetry, model artifacts, and audit logs stay on your machine — Postgres and local filesystem, nothing external
- RBAC, JWT auth, and a full audit trail built in — every access and override is captured
- ISO 27001-mapped security test suite ships with the platform; run it against your own deployment
Also available as a managed cloud service — same platform, same validation pipeline, data processed in-region.
Find out how many of your alerts are real.
Three weeks. No cost. No obligation. No on-site visit required.