Deployment Atlas

Hardware Decisions for
Neural Network Deployment

draviak organises deployment hardware knowledge into clear routes — so engineering teams can move from trained model to running service with confidence.

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+60 3-2618 9374

[email protected]

Kuala Lumpur, MY

Available Routes

Three Routes to Hardware Clarity

Each offering is structured as a route stage — from self-directed reference through to a custom-scoped engagement.

Route 01

Deployment Guidance Library

A curated reference library covering how trained models are matched to suitable hardware. Written for engineering teams researching options. Includes articles and quarterly updates — single-seat subscription.

Neutral, structured reference articles
Quarterly content updates
Single-seat access

RM 490 Enquire

Route 02

Planning Workshop

A facilitated session that helps teams reason through deployment hardware choices for their workloads. Suited to teams preparing to ship. Includes a working session and a summary resource document.

Facilitated working session
Workload-focused reasoning
Written summary resource

RM 2,000 Enquire

Route 03

Custom Guidance Engagement

A tailored engagement that organises deployment guidance around your organisation's stated questions. Delivered as a structured information resource. Includes discovery, a written guide, and a walkthrough.

Discovery and scoping session
Organisation-specific written guide
Walkthrough and Q&A

RM 4,650 Enquire

Why draviak

Waypoints That Matter to Engineering Teams

Structured by Deployment Stage

Resources are organised around the actual steps teams follow — from evaluating model requirements through to running service configuration.

Neutral Information, No Vendor Bias

Guidance is written to inform decisions, not to favour particular hardware vendors. Teams get the framework, not a sales pitch.

Written for Engineering Teams

Content assumes technical familiarity and respects the reader's time. No padding, no generic introductions — straight to the applicable information.

Kept Current with Quarterly Updates

The deployment hardware landscape shifts. Library subscribers receive quarterly updates reflecting new hardware categories and revised guidance.

Adaptable to Your Workload Shape

Workshop and engagement formats start from your team's specific workload profile, so the output relates directly to what you're building.

Deliverables You Can Reference Later

Every engagement produces a written output — a summary resource or structured guide — that stays useful as teams revisit hardware decisions over time.

Start Here

Ready to Map Your Deployment Path?

Whether your team is researching options or preparing to ship, there's a route that fits. Reach out and we'll point you to the right starting point.

Get in Touch View All Routes

+60 3-2618 9374 [email protected]

Reference Panel

Frequently Asked Questions

What does "deployment hardware guidance" actually cover?

It covers the considerations teams face when selecting and configuring hardware to serve trained neural network models — including compute type, memory requirements, throughput characteristics, and the tradeoffs between on-premise and cloud-hosted options. It does not cover model training or data engineering.

Which route is appropriate for our team?

The Guidance Library suits teams at the research stage who want to build familiarity with the landscape. The Planning Workshop fits teams with a defined workload preparing to make decisions. The Custom Engagement suits teams with specific, scoped questions that need a written reference tailored to their context. We're happy to discuss which fits best before any commitment.

How long does a Planning Workshop take?

A Planning Workshop is structured as a single working session, typically two to three hours, followed by a written summary resource delivered within a few business days. Teams usually come with a defined workload in mind and a set of open hardware questions.

Is the guidance vendor-neutral?

Yes. draviak does not hold commercial relationships with hardware vendors and the guidance is written to support your team's independent decision-making. We name hardware categories and their characteristics; the selection is yours.

How do I access the Guidance Library after subscribing?

After your subscription is confirmed, you'll receive access credentials via email, along with an orientation document explaining how the library is structured. Quarterly updates are delivered directly to your registered email address.

Can more than one person from our organisation use a single subscription?

The Guidance Library is structured as a single-seat subscription. If your team needs broader access, please get in touch — we can discuss an arrangement that fits your organisation's size and situation.

What information do you need from us before a Custom Engagement?

We begin every Custom Engagement with a discovery session to understand your team's questions, the models involved, your intended serving environment, and any known constraints. A brief written brief beforehand helps, but isn't required — we structure the discovery session to surface what's needed.

Our Location

Visit Our Kuala Lumpur Office

Jalan Bukit Bintang 105, 55100 Kuala Lumpur, Wilayah Persekutuan

Waypoint: Contact

Reach Out to Our Team

We're available to discuss which route fits your team's current stage.

Contact Details

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