---
title: "Edge AI Deployments"
description: "AI models that run on devices, not the cloud, for low latency and privacy. We compress models and ship them with ONNX, TensorRT, Core ML, and llama.cpp."
image: "https://foundrysoft.co/api/og?type=page&title=Edge+AI+Deployments&st=AI+models+that+run+on+devices%2C+not+the+cloud%2C+for+low+latency+and+privacy.+We+compress+models+and+ship+them+with+ONNX%2C+TensorRT%2C+Core+ML%2C+a%E2%80%A6"
url: "https://foundrysoft.co/services/edge-ai"
---

Primary / Edge

Primary / Edge

# Edge AI Deployments

AI models that run on devices, not the cloud, for low latency and privacy. We compress models and ship them with ONNX, TensorRT, Core ML, and llama.cpp.

Get in touch [All services](https://foundrysoft.co/services)

Focus

Primary / Edge

Engagement

Fixed-scope or dedicated

Timeline

From 4 weeks

Ownership

100% yours

How we deliver

## Our process for edge ai deployments

A fixed four-step path from first call to production, with weekly demos and a hard launch date.

Days 1–4

Step 01

### Discovery & data audit

We map your use case, evaluate data readiness, and define success metrics and guardrails up front.

Deliverable

Feasibility report & eval plan

Days 5–9

Step 02

### Model & pipeline design

We architect the retrieval, model, and orchestration layers with cost, latency, and safety in mind.

Deliverable

Architecture & prompt/eval harness

Weeks 2–3

Step 03

### Build, evaluate & harden

We build with a regression eval suite, add guardrails against prompt injection and PII leaks, and tune quality.

Deliverable

Tested system & eval dashboard

Week 4

Step 04

### Deploy & monitor

We ship to production with telemetry, cost controls, and one-click rollback, then hand over full ownership.

Deliverable

Live system, docs & handover

See where your project fits.

[Book your systems audit](https://foundrysoft.co/contact)

### AI where the data lives

Some tasks can't wait for a cloud round-trip. We deploy AI models directly to devices, factories, and local sites where latency, privacy, or bandwidth are critical.

-   **Model compression:** We optimize models for specific hardware, GPUs, NPUs, and CPUs, using techniques like quantization and pruning.
-   **Runtime engineering:** We use ONNX, TensorRT, Core ML, and llama.cpp to ensure models run within strict memory and power limits.
-   **Fleet management:** We handle remote updates, device health monitoring, and rollback across large groups of devices.
-   **Hybrid systems:** We build setups that run locally but can use the cloud as a fallback or for data processing.

### Performance targets

Edge AI starts with a hardware budget. We design for your specific devices and measure every watt and millisecond.

-   **Latency:** We aim for single-digit millisecond response times on standard edge hardware.
-   **Efficiency:** We size models to fit your device's memory while maintaining high accuracy.
-   **Reliability:** All deployments include full monitoring and verified updates from day one.

#### What's included

-   Production-grade evals & guardrails
-   Full telemetry and cost controls
-   Prompt & model version control
-   100% IP, model & data ownership

#### Have a project like this?

Tell us the goal, we'll reply with a scope and a fixed quote within a day.

Get in touch

#### Next service

[Enterprise Software Development](https://foundrysoft.co/services/enterprise-software-development)

Explore more

## Related services

[All services](https://foundrysoft.co/services)

[Primary / Agents

### AgentOps

Run AI agents in production with telemetry, regression evals, and guardrails. We add observability, prompt versioning, and one-click rollbacks before launch.

Learn more](https://foundrysoft.co/services/agentops) [Artificial Intelligence (AI)

### AI Agent for Customer Service

Expert AI Agent for Customer Service services by FoundrySoft. We build scalable, secure, and modern solutions tailored to your business needs.

Learn more](https://foundrysoft.co/services/ai-agent-customer-service) [Artificial Intelligence (AI)

### AI Agent Development

Expert AI Agent Development services by FoundrySoft. We build scalable, secure, and modern solutions tailored to your business needs.

Learn more](https://foundrysoft.co/services/ai-agent-development)

## Ready to build edge ai deployments?

Every project starts with a clear scope and a fixed timeline. Tell us what you're building and we'll reply within one business day.

Get in touch

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