Enterprise-grade endpoint compute orchestration

Your laptops are idle
16 hours a day.
Put them to work.

CalmGrid is a secure control plane that schedules approved AI workloads onto employee devices during off-hours, with full compliance, identity, and security enforcement.

16h+ Daily idle time per device
$200B+ Enterprise AI spend by 2027
0 Data leaves the org
How It Works

From idle endpoints to governed AI capacity in four steps

CalmGrid discovers eligible devices, enforces scheduling policies, executes containerized workloads during off-hours, and collects results. Your IT team stays in full control.

01 — DISCOVER

Inventory eligible devices

A lightweight agent registers with your UEM. CalmGrid maps every CPU, GPU, and NPU across your fleet, along with battery state, thermal headroom, and compliance posture.

02 — GOVERN

Set policies, not prayers

Define off-hours windows, thermal ceilings, battery minimums, workload whitelists, and opt-in requirements. Policies enforce themselves. No human in the loop at runtime.

03 — EXECUTE

Run workloads safely

Containerized AI jobs launch only when devices meet every policy gate. If a user returns or a threshold trips, the job pre-empts, checkpoints, and reschedules elsewhere.

04 — MEASURE

See what you saved

Real-time dashboard shows total capacity harvested, cloud spend avoided, and per-device utilization. Attribute compute to cost centers. Prove ROI to the CFO.

Enterprise compliance is the product, not a feature

CalmGrid doesn't bypass your security stack. It integrates with it.

🔐

Identity & Zero Trust

Entra ID / Okta SSO. Device identity verification via certificate chain. Every workload execution tied to an identity context.

🛡️

UEM Integration

Native Intune and JAMF hooks. Compliance state checked before every job dispatch. Non-compliant devices automatically excluded.

🔍

EDR Awareness

CrowdStrike, SentinelOne, Defender ATP. CalmGrid reads EDR telemetry and stands down if threat level elevates.

🌡️

Thermal & Battery Guards

Hard limits on CPU/GPU temperature and minimum battery charge. Jobs throttle or migrate before user experience degrades.

📋

Audit Trail

Every job, every device, every decision logged. Export to SIEM. SOC 2 and ISO 27001 alignment from day one.

// CalmGrid policy evaluation

device LAPTOP-4A7F
├─ intune_compliant: true
├─ edr_threat_level: none
├─ battery_level: 84%
├─ cpu_temp: 38°C
├─ user_active: false
├─ off_hours_window: active
└─ opt_in_status: confirmed

// All gates passed
dispatch "batch-inference-q4-embeddings"
├─ container: calmgrid/runtime:latest
├─ gpu_limit: 50%
├─ preempt_on: user_return | thermal_cap
└─ status: RUNNING ■■■■□□□□
Compliance First

Built for the security team, not around them

Every integration CalmGrid ships was designed to pass the CISO's review before the CFO's.

Intune / JAMF

Native UEM hooks

CrowdStrike

EDR-aware scheduling

Entra ID / Okta

Zero-trust identity

SOC 2

Audit-ready logging

Data Residency

Nothing leaves the org

The compute you need is already on your balance sheet.

CalmGrid turns the capital you've already spent on endpoints into governed AI capacity. No new hardware. No cloud premium. No data leaving the building.