ArraySignal · Prior-stage feature guide

All features

Find the capabilities from Stages 1–39 and the supporting investigation workflows in one place. Some stages power the application behind the scenes; they are not separate tabs. This directory shows where a feature lives, not a claim that every model or integration is active.

Read-only demo: synthetic examples and workflow previews only. Uploads, saved outcomes, billing, provider connections, and external delivery require an authorized customer workspace.

Showing 49 of 49 capabilities. Search stays in this page's memory; it is not sent to a server or saved.

Stages 1–5 · Foundation

PV modeling, weather & data foundation

Application structure, organizations/sites, reference PV physics, and historical weather support the product behind the scenes.

Embedded infrastructure, not five separate customer screens. Weather and model inputs must be usable.

Explore sample or workflow: PV modeling, weather & data foundation

Stage 10 · Data & investigations

CSV ingestion & normalization

Import measured CSV history with explicit column mapping, units, timezone, and quality warnings.

Authorized site only; matching timestamps may be updated after confirmation. Keep the original export: hosted raw copies are temporary.

Explore sample or workflow: CSV ingestion & normalization

Stage 13 · Operations & account

Fleet dashboard & action queue

Compare sites, filter the portfolio, review losses, and prioritize investigation.

Customer totals need analyzed site data. Sample totals are independent fictional examples.

Explore sample or workflow: Fleet dashboard & action queue

Stage 16 · Operations & account

Portfolio reports & delivery schedules

Review printable portfolio summaries and manage opt-in Site Analysis PDF schedules.

Scheduled core PDFs require eligible plan, site data, opt-in, and configured delivery. Printing a portfolio page is a separate action.

Explore sample or workflow: Portfolio reports & delivery schedules

Stage 17 · Operations & account

Team, roles & account security

Manage organization membership and account access using existing permissions.

Privileged team changes remain owner/admin-only. The public demo cannot impersonate an account.

Explore sample or workflow: Team, roles & account security

Stage 19 · Foundation

Private real-world validation

Private, Git-ignored validation workflows evaluate eligible operational datasets.

Operator tooling, not a public customer-data browser. Synthetic tests do not establish field validation.

Explore sample or workflow: Private real-world validation

Stage 20 · Operations & account

Subscriptions & billing

Review your plan, site allowance, and authorized billing actions.

Hosted billing and entitlement checks remain separate from scientific model readiness.

Explore sample or workflow: Subscriptions & billing

Stage 22 · Site analytics

Inverter-level monitoring

Compare device output, peers, outages, and equipment evidence.

Requires suitable device telemetry and plan/provider capability. Site-level data does not prove inverter health.

Explore sample or workflow: Inverter-level monitoring

Stage 24 · Data & investigations

Advanced fault classification

Inspect differentiated equipment, environmental, and data-related evidence.

Classification keeps uncertainty and alternative explanations; it does not confirm a physical failure.

Explore sample or workflow: Advanced fault classification

Stage 25 · Foundation

ML-assisted classification

The model registry, shadow evaluation, fallback, and activation gates support classification.

A visible feature does not make the model ACTIVE. Evidence and authorized promotion are still required.

Explore sample or workflow: ML-assisted classification

Stage 27 · Site analytics

Soiling & cleaning

Inspect accumulation, recoveries, method agreement, uncertainty, and cleaning economics.

Requires usable performance history; rainfall alone does not prove a clean array.

Explore sample or workflow: Soiling & cleaning

Stage 28 · Site analytics

Snow coverage & loss

Review weather and electrical snow evidence, modeled coverage, recovery, and energy loss.

Missing telemetry cannot confirm snow loss; weather-only estimates remain labeled.

Explore sample or workflow: Snow coverage & loss

Stage 29 · Site analytics

Shading & shading change

Compare solar-position fingerprints, changes, affected areas, and supported impact.

Requires comparable baseline coverage; no automatic obstruction or vegetation confirmation.

Explore sample or workflow: Shading & shading change

Stage 31 · Site analytics

Availability

Inspect equipment state, outages, unknown time, capacity weighting, and policy results.

Contract claims require a valid policy. Communications failure is not a confirmed equipment outage.

Explore sample or workflow: Availability

Stage 33 · Site analytics

Energy & power forecasting

Inspect forecast power, uncertainty, freshness, assumptions, and accuracy.

Weather vintages and operational trials govern evaluation; SHADOW correction does not imply active hybrid forecasting.

Explore sample or workflow: Energy & power forecasting

Stage 34 · Site analytics

Predictive maintenance

Review component health, risk horizons, evidence, confidence, and impact.

Predictive model activation requires field evidence. Missing data and cold starts retain fallback/abstention.

Explore sample or workflow: Predictive maintenance

Stage 35 · Site analytics

Maintenance recommendations

Compare actions, do-nothing consequences, economics, constraints, and timing.

Human approval is required. SHADOW recommendations do not authorize customer action or dispatch.

Explore sample or workflow: Maintenance recommendations

Stage 36 · Operations & account

Work-order management

Review drafts, approval, scheduling, checklists, execution, verification, and history.

Commands require permitted roles and audit reasons; completion and verified recovery are distinct.

Explore sample or workflow: Work-order management

Stage 37 · Operations & account

CMMS integration

Manage authorized MaintainX connection, mappings, export, synchronization, and conflicts.

Needs configured credentials/provider access and approved export. No automatic public-demo dispatch.

Explore sample or workflow: CMMS integration

Stage 38 · Operations & account

Alerting & notifications

Inspect deduplicated episodes, grouping, suppression, routing, and delivery history.

External delivery requires verified destinations, configuration, and eligible policy; the demo sends nothing.

Explore sample or workflow: Alerting & notifications

Stage 39 · Site analytics

Portfolio benchmarking

Compare technically compatible peers and inspect qualified performance opportunities.

A published run and sufficient comparable peers are required; no results is not zero performance.

Explore sample or workflow: Portfolio benchmarking

Supporting workflow · Data & investigations

Historical forensic investigation

Upload, map, quality-check, and analyze an operational CSV without a live SCADA connection.

Authorized customer uploads only. Public previews neither receive a file nor run an analysis.

Explore sample or workflow: Historical forensic investigation

Supporting workflow · Data & investigations

On-demand Site Analysis PDF & email

Generate or email a report from the current completed Site Analysis.

Run Site Analysis first. Email requires an authorized recipient and configured delivery; this is distinct from portfolio printing.

Explore sample or workflow: On-demand Site Analysis PDF & email

Supporting workflow · Data & investigations

Investigation evidence packets

Open a reproducible report from a persisted finding, with an anonymized version and PDF.

Run and save an analysis, then select Open investigation evidence packet on a persisted finding.

Explore sample or workflow: Investigation evidence packets

Supporting workflow · Data & investigations

Resolution feedback & learning loop

Record field outcomes while retaining original predictions and append-only history.

Record investigation outcome is offered only for persisted customer findings. No demo confirmation is saved.

Explore sample or workflow: Resolution feedback & learning loop

Supporting workflow · Data & investigations

Diagnostic performance

Review outcome-based precision, calibration, and recurring confirmed causes.

Owner/admin access and resolved labels are required. No field labels means no verified accuracy.

Explore sample or workflow: Diagnostic performance

Supporting workflow · Operations & account

Fleet pattern intelligence

Review persistent patterns across genuinely comparable site cohorts.

Requires sufficient comparable and independent reference sites; correlations do not prove shared causes.

Explore sample or workflow: Fleet pattern intelligence

Supporting workflow · Operations & account

Passkeys & remembered access

Manage your existing account security and passkey enrollment.

Verified identity and device support remain required; entering another person's email never grants their access.

Explore sample or workflow: Passkeys & remembered access

Supporting workflow · Data & investigations

Provider connections & sync health

Review connection readiness, mapped sites, synchronization, and source errors.

No provider is connected by the demo; customers retain their own connection state and capabilities.

Explore sample or workflow: Provider connections & sync health

Supporting workflow · Foundation

Healthy counterfactual API

An implemented backend capability for qualified healthy-production comparisons.

API capability, not a currently implemented standalone customer panel. Access, input evidence, and limitations still apply.

API / operator capability — no standalone web screen.

Supporting workflow · Foundation

Anonymized peer-comparison API

Backend peer comparisons remain separate from Stage 39 portfolio benchmarking.

API capability with cohort/privacy constraints; no standalone web view is currently implemented.

API / operator capability — no standalone web screen.

Supporting workflow · Foundation

Economic-assumption administration

Backend organization settings supply configured rates, costs, and decision thresholds.

Authorized API/configuration workflow. The feature guide does not invent a web editor or change financial assumptions.

API / operator capability — no standalone web screen.

Supporting workflow · Foundation

Fleet audit API

Backend audit capabilities support qualified operational review.

API/operator capability, not a standalone customer dashboard or a completed audit claim.

API / operator capability — no standalone web screen.