INFERENCE INTELLIGENCE DESK
Smarter Monetization, Sharper Inference, Stronger Margins
ATOM delivers structured pricing intelligence, vendor access insights, and monetization strategies to help AI teams reduce inference costs, optimize workload routing, and build stronger unit economics across voice, text, and image modalities.
GLOBAL INFERENCE SIGNALS
Vendor shifts and pricing trends across all AI modalities in 7 key regions.
STRATEGIC SERVICES
Price Smarter.
Spend Leaner.
Route Better.
ATOM delivers high-leverage strategies across three core domains: AI Revenue Strategy, AI Cost Optimization, and Inference Brokerage. Whether optimizing pricing models, lowering inference costs, or improving vendor execution, ATOM helps you act with clarity, speed, and margin focus.
01
AI Revenue Strategy
We design monetization strategies tailored to AI-native platforms, from usage-based APIs to multi-modal bundles. We help clients unlock scalable, recurring revenue by aligning value delivery with pricing strategy.
Strategic Capabilities:
Monetization model and pricing architecture
Conversion and paywall trigger mapping
Value-based pricing refinement
Bundled SKU and multi-product packaging
CAC–LTV optimization for GenAI go-to-market
Monetization strategy for routing-based businesses
02
AI Cost Optimization
We audit modality-level AI usage and uncover pricing inefficiencies using real vendor benchmarks. From cost-performance modeling to multi-vendor switching, we help teams scale with sharper spend strategies, not heavier infrastructure.
Strategic Capabilities:
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Modality-aware usage audits (STT, TTS, LLMs, etc.)
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Cost-performance benchmarks by vendor and region
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Inference ROI and break-even modeling
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Switching costs and savings forecasting
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Multi-vendor optimization planning
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Procurement-side cost control strategies
03
AI Inference Brokerage
We serve as your AI inference desk—brokering access to high-performance providers while surfacing pricing signals across modalities and geographies. With ATOM’s market intelligence and vendor access, we route your workloads to optimize cost, speed, and compliance.
Strategic Capabilities:
Vendor discovery and price signal briefs
Region-aware price arbitrage identification
SLA-compliant routing design
Whisper, STT, TTS, Cloning, and LLM benchmarking
Access to pre-vetted and partner-tier vendors
Success-based workload routing and deal execution
ABOUT US
We exist to answer a single question:
How do you grow in the AI economy without margin erosion or model chaos?
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 Middle East.
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 inference at the right price.
Every strategy we deliver is tied to measurable margin gains.
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.
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.
