Aggregate cross-fleet analytics - without breaking tenant isolation.
Fleet operators want benchmarks across assets, sites, and tenants. Cross-tenant aggregation while preserving isolation is hard to do without leaking data. Flex83 ships the primitives — aggregate, anonymize, query, and monetize as a premium tier
Benchmarking is the most valuable feature you can’t safely ship.
Fleet customers want to know how they compare to industry peers. You have the data. But cross-tenant aggregation without leakage requires platform-level controls most teams can’t safely build.
Premium SKU
Cross-fleet benchmarks are routinely the most valuable analytics tier OEMs can offer. Customers pay premium prices for “how do I compare?” that no single tenant’s data answers.
Risk
One cross-tenant query that exposes a customer’s identifiable data is a contract termination. Enterprise customers won’t even pilot without proven isolation.
Slow
Hand-rolled benchmark pipelines run nightly — sometimes weekly. By the time the report ships, the data is too old to act on.
Aggregate across fleets — with isolation enforced by the platform.
Flex83 ships Data Workbench and FlexCube as a cross-tenant analytics layer. Tenants stay isolated by default. Aggregation views are explicit, governed, and auditable. Anonymization rules apply automatically. Benchmark queries run on live data, not stale exports.
Your product team monetizes the benchmark. Flex83 enforces the isolation.
OLAP engine optimized for cross-asset, cross-tenant aggregation.
SQL editor across tenants with policy-enforced anonymization.
Per-query row-level policy — no cross-tenant identifier ever leaks.
Pre-built fleet-wide views — OEE, uptime, energy, utilization.
K-anonymity and differential privacy rules baked into aggregations.
Track benchmark queries per tenant for premium-tier billing.
From raw fleet telemetry to safely-shared benchmarks.
A reference architecture for shipping cross-asset analytics on Flex83 without leakage.
Telemetry lands in tenant-isolated workspaces by default.
FlexCube builds cross-tenant OLAP views under policy.
K-anonymity and identifier stripping enforced at query time.
Data Workbench serves benchmark queries via governed views.
Each tenant sees their position against the anonymized aggregate.
Turn fleet data into a paid product.
Three things that change when cross-tenant aggregation is platform-governed.
Sell benchmarking as a premium SKU
Charge for cross-fleet insights without building the aggregation engine. Meter per tenant, bill per query, monetize the platform’s scale.
Pass the cross-tenant security review
Isolation is policy-enforced at the query layer. Show enterprise customers the audit trail — not a verbal assurance.
Benchmark on live data, not last quarter’s
FlexCube queries against the live lakehouse, not a stale export. Customers see their position against the industry today — not last month.
Cross-fleet analytics
at production scale.
Assets aggregatable in cross-fleet views
Benchmark queries against streaming, not stale exports
Per-query isolation policy — enforced, not assumed
Built-in usage metering for premium analytics tiers
Stop building fragile aggregation pipelines. Start shipping benchmarks.
Talk to a Flex83 platform expert about your cross-fleet analytics roadmap. We’ll walk you through FlexCube, the isolation policy model, and what shipping a premium benchmarking tier looks like in production.