Ruiter.ai | AI Systems Strategy & Architecture Studio

Build Smarter Systems with Expert AI Architecture & Strategy

We help technical teams make the right decisions at critical stages from model selection to system deployment.

Get in touch

Get in touch

What We Do

We help engineering teams design better ML systems from model architecture to deployment planning. No code. No hype. Just fast, senior-level guidance for building scalable, maintainable AI infrastructure.

Process

Your path to excellence

A simple, effective approach from inception to deployment and beyond.

Discovery & Scoping

We align on your goals, data constraints, and system requirements.

class Sampling(layers.Layer):

    """Uses (mean, log_var) to sample z, the vector encoding a digit."""

 

    def call(self, inputs):

        mean, log_var = inputs

        batch = tf.shape(mean)[0]

        dim = tf.shape(mean)[1]

        return mean + tf.exp(0.5 * log_var) * epsilon

class Sampling(layers.Layer):

    """Uses (mean, log_var) to sample z, the vector encoding a digit."""

 

    def call(self, inputs):

        mean, log_var = inputs

        batch = tf.shape(mean)[0]

        dim = tf.shape(mean)[1]

        return mean + tf.exp(0.5 * log_var) * epsilon

class Sampling(layers.Layer):

    """Uses (mean, log_var) to sample z, the vector encoding a digit."""

 

    def call(self, inputs):

        mean, log_var = inputs

        batch = tf.shape(mean)[0]

        dim = tf.shape(mean)[1]

        return mean + tf.exp(0.5 * log_var) * epsilon

Architecture & Design Review

We help you shape model classes, infra choices, and data flows.

Security

Efficiency

Speed

Accuracy

Status:

Updating:

Security

Efficiency

Speed

Accuracy

Status:

Updating:

Security

Efficiency

Speed

Accuracy

Status:

Updating:

Implementation & Support

We provide guidance to accelerate your build including async support for iteration, scaling, or course correction post-deployment.

Services

Technical guidance for AI teams building real systems

We offer focused consulting for model decisions, infrastructure design, and deployment planning tailored for high-impact execution.

Ask me something..

Ask me something..

Ask me something..

Model Architecture Guidance

Choosing the wrong model wastes time and compute. We help you evaluate LLMs, tabular networks, or classical ML with clear reasoning and trade-offs.

Generate content..

Generate

Generate content..

Generate

Generate content..

Generate

System Design & Infrastructure Reviews

Effortlessly generate high-quality, engaging content tailored to your audience using AI-powered tools.

Maximilian Vaughn

Founder

Justin Rocks

Marketing head

E-mail

justin@main.com

Phone

+1(812)98XXX

Company

XYZ LLC

Verified

Yes

Generate Leads

Maximilian Vaughn

Founder

Justin Rocks

Marketing head

E-mail

justin@main.com

Phone

+1(812)98XXX

Company

XYZ LLC

Verified

Yes

Generate Leads

Maximilian Vaughn

Founder

Justin Rocks

Marketing head

E-mail

justin@main.com

Phone

+1(812)98XXX

Company

XYZ LLC

Verified

Yes

Generate Leads

Prompting, Fine-tuning, or Adapters?

Not sure whether to fine-tune or just prompt? We help you pick the leanest and most effective approach for your use case.

Filters :

Work Efficiency

Cost Reduction

Automated Tasks

Lead Nurturing

Work Efficiency

+23%

Day 1

Day 2

Day 3

Day 4

Day 5

Day 6

Day 7

Work efficiency in this week increased to 23% as compared to last week.

Overall :

48.9%

Overall now you have 48.9% better system as compared to previous week

Export

Work Efficiency

+23%

Day 1

Day 2

Day 3

Day 4

Day 5

Day 6

Day 7

Work efficiency in this week increased to 23% as compared to last week.

Work Efficiency

+23%

Day 1

Day 2

Day 3

Day 4

Day 5

Day 6

Day 7

Work efficiency in this week increased to 23% as compared to last week.

Inference & Deployment Planning

Real-time or batch? On-prem or Vertex AI? We help you get clear on latency, cost, and rollout trade-offs before you commit infra.

On Call..

Mic On

Video Off

Caption On

Present

AI Developer

Sales expert

Marketing expert

You

Note Taking…

AI Developer

Sales expert

Marketing expert

You

AI Developer

Sales expert

Marketing expert

You

Technical Advisory (On-Call)

Need expert input during dev cycles? We provide async support, call summaries, and second opinions to keep you moving.

Benefits

Why teams rely on Ruiter.ai

We help you make high-impact AI decisions quickly and avoid costly rework down the line.

Minimize Expensive Errors

Make architecture and model choices with clarity so you avoid costly rebuilds and delays.

Validated AI Decisions

Design systems that perform better in production through informed architecture, model, and deployment planning tailored to your use case.

Accelerate Team Velocity

Unblock your engineers with fast, strategic answers and proven design patterns that move things forward.

Pricing

Custom AI Solutions to Scale Your Business

Transparent pricing designed to fit your requirements.

AI Strategy & Architecture Consulting

From €300/hour

For teams that need high-signal guidance on deep learning systems, infrastructure trade-offs, or LLM stack design.

Schedule a Consultation

Schedule a Consultation

Architecture & deployment reviews

Model selection & evaluation strategy

Open-source vs proprietary assessment

Inference optimization (batch vs real-time)

Follow-up async support

System Review Package

From €2000

For startups or dev teams that want a one-time deep-dive into their architecture, use case, or scaling concerns.

Request a Review

Request a Review

1x discovery call

Written review & architecture notes

Risk & trade-off breakdown

Model or deployment recommendations

Slack/email follow-up

Ongoing Technical Advisory

From €3000

Perfect for fast-moving teams building AI systems who want a trusted senior advisor on call.

Book Retainer Access

Book Retainer Access

Monthly advisory hours

Priority async support

Input on model, infra & scaling choices

Team enablement & diagrams

Optional participation in planning calls

AI Strategy & Architecture Consulting

From €300/hour

For teams that need high-signal guidance on deep learning systems, infrastructure trade-offs, or LLM stack design.

Schedule a Consultation

Schedule a Consultation

Architecture & deployment reviews

Model selection & evaluation strategy

Open-source vs proprietary assessment

Inference optimization (batch vs real-time)

Follow-up async support

System Review Package

From €2000

For startups or dev teams that want a one-time deep-dive into their architecture, use case, or scaling concerns.

Request a Review

Request a Review

1x discovery call

Written review & architecture notes

Risk & trade-off breakdown

Model or deployment recommendations

Slack/email follow-up

Ongoing Technical Advisory

From €3000

Perfect for fast-moving teams building AI systems who want a trusted senior advisor on call.

Book Retainer Access

Book Retainer Access

Monthly advisory hours

Priority async support

Input on model, infra & scaling choices

Team enablement & diagrams

Optional participation in planning calls

AI Strategy & Architecture Consulting

From €300/hour

For teams that need high-signal guidance on deep learning systems, infrastructure trade-offs, or LLM stack design.

Schedule a Consultation

Schedule a Consultation

Architecture & deployment reviews

Model selection & evaluation strategy

Open-source vs proprietary assessment

Inference optimization (batch vs real-time)

Follow-up async support

System Review Package

From €2000

For startups or dev teams that want a one-time deep-dive into their architecture, use case, or scaling concerns.

Request a Review

Request a Review

1x discovery call

Written review & architecture notes

Risk & trade-off breakdown

Model or deployment recommendations

Slack/email follow-up

Ongoing Technical Advisory

From €3000

Perfect for fast-moving teams building AI systems who want a trusted senior advisor on call.

Book Retainer Access

Book Retainer Access

Monthly advisory hours

Priority async support

Input on model, infra & scaling choices

Team enablement & diagrams

Optional participation in planning calls

Contact

Get in touch with Ruiter.ai

Get in touch with Ruiter.ai

Whether you're exploring an idea or need expert input on a live project, we’re happy to talk. No sales pressure. Just clarity, fast.

Whether you're exploring an idea or need expert input on a live project, we’re happy to talk. No sales pressure. Just clarity, fast.

alain@ruiter.ai

Amsterdam, NL

FAQs

Get fast answers to technical questions

FAQs designed to provide the information you need.

What kind of AI/ML support do you provide?

What types of processes can be improved using AI?

How long does it take to apply AI in a project?

Will bringing in AI disrupt our current systems?

Do you also provide other services?

What kind of AI/ML support do you provide?

What types of processes can be improved using AI?

How long does it take to apply AI in a project?

Will bringing in AI disrupt our current systems?

Do you also provide other services?

Ruiter.ai

Get expert input on your
AI systems

Book a call to clarify your AI architecture, model direction, or deployment strategy.

Schedule a call

Schedule a call

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