top of page
AI Strategy and Capacity Brokerage

Smarter Monetization.
Sharper Inference.
Stronger Margins.

ATOM is an AI strategy and brokerage desk.

We help businesses across sectors unlock recurring revenue, reduce inference costs, and route AI workloads more intelligently.

STRATEGIC SERVICES

Design Smarter Pricing. Optimize AI Costs.

Route Intelligently.

ATOM delivers high-leverage strategies across three domains: AI Monetization, AI Cost Optimization, and AI Infrastructure Routing. Whether seeking better pricing models, lower inference spend, or smarter vendor execution, our modular services help you act clearly and confidently.

01

AI Monetization Strategy

We help you unlock recurring revenue by designing monetization strategies that fit your value delivery and user behavior. From conversion triggers to bundles, we structure your pricing for growth.

Services include:

  • Pricing model and tier design

  • Conversion trigger/paywall mapping

  • Value-based pricing refinement

  • LTV/CAC and cohort metrics

  • Routing-optimized monetization

  • Multi-product and bundle strategy

  • Freemium-to-paid pricing design

02

AI Cost Optimization Strategy

We help you reduce AI infrastructure spend while preserving performance. From modality-aware audits to multi-vendor routing strategies, we uncover inference savings and help scale AI ops.

Services include:

  • AI usage and modality auditing

  • Cost-performance benchmarking

  • Scaling and savings forecasting

  • Infrastructure ROI modeling

  • Multi-vendor optimization planning

  • Vendor switching risk minimization

  • Inference routing strategy design

03

AI Inference Brokerage

We broker access to low-cost, high-performance inference providers and design routing strategies that balance cost, latency, and compliance across modalities. Our edge is optimizing where and how your AI loads run.

 

Services include:

  • Multi-model inference provider scan

  • Latency- and cost-based routing

  • Benchmarking of Whisper, TTS, LLMs

  • Container and white-label sourcing

  • Pre-negotiated vendor access

  • SLA fallback and rerouting design

  • Success-based brokerage execution

20161212_122223_edited.jpg

ABOUT US

ATOM was founded by Stamos Kanellakis, an information economist with 25+ years of experience advising C-suite teams across sectors on revenue strategy and cost optimization, in North America, Europe, and the Gulf.

 

We exist to answer a single question:

How do you grow in the AI economy without margin erosion or model chaos?

ATOM LinkedIn Connect

WHY ATOM?

Your Growth is our priority

ATOM was built to help you monetize smarter and operate leaner in the AI economy.

 

We don’t push software or sell buzzwords. We partner with teams to design monetization models, reduce infrastructure waste, and broker compute at the right price.

 

Every strategy we deliver is tied to a measurable margin impact.

01

Outcome-Driven

We help you implement revenue, cost, and vendor strategies that prove ROI in weeks, not quarters, through execution, not theory.

02

AI-Native Cost Intelligence

We benchmark usage by modality, model, and host to uncover smarter routing, better pricing, and scalable options your team can act on.

03

Modular Engagements

You get clear deliverables, flexible scope, and no retainers unless you want one. Trust, speed, and value define every project we take.

AI Monetization

How We Fit Where You Operate

Adaptive Scope by AI Maturity

We meet you where you are, whether monetizing models, scaling usage, or routing workloads across modalities.

No-Code to Deep-Tech Compatibility

We optimize strategies across teams, from APIs to custom deployments, without requiring you to rebuild.

Arbitrage Without Risk Exposure

We unlock margin through smarter routing and sourcing, without compromising vendor SLAs or stability.

Not just decks. We help implement pricing, cost, and vendor moves that show ROI in weeks, not quarters.

Trusted by Growth-Obsessed Teams

We partner with companies that don’t just adapt to the AI economy. They lead it.

From Strategy to Results.
Let’s Go!

Whether you're refining pricing, reducing inference costs, or comparing vendors, we’ll help you move fast, with clarity, precision, and measurable impact

bottom of page