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Independent analysis for semiconductor, AI, and capital strategy decisions.

Published forecasts and white papers from the TIRIAS Research team — independent reports and clearly labeled sponsored work. Our freshest analysis publishes continuously in TIRIAS Insight.

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GenAI FTCO Service

Forecasting the Growth of Generative AI Usage, Compute Requirements, and Infrastructure Costs

The Tirias Research GenAI FTCO Service provides insight into the demand, compute requirements, compute capacity, and TCO of generative AI inference. The forecast and TCO model incorporate extensive knowledge of silicon performance and roadmaps, data center operational cost models, application benchmarks, and market research. Service customers employ the model to build scenarios at multiple layers, driving their product and corporate strategy.

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Coverage Areas

From silicon to capital markets.

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Semiconductors

Silicon architecture, process nodes, and competitive positioning across the value chain.

AI Infrastructure

Compute capacity, power constraints, TCO modeling, and capital deployment for AI at scale.

Aerospace & Defense

Defense programs, SATCOM, resilient navigation, and program execution from proposal to O&M.

Data Center & Cloud

Server platforms, accelerators, and the economics of hyperscale build-outs.

Networking & Interconnect

Scale-up and scale-out fabrics, optics, and the bandwidth demands of AI clusters.

Foundry & Manufacturing

Foundry roadmaps, advanced packaging, and semiconductor supply chain dynamics.

EDA & Chip Design

Design tooling, IP ecosystems, and the methodology shifts reshaping silicon development.

Quantum Computing

Qubit modalities, error-correction milestones, and the road to commercial advantage.

Capital Markets

Sector positioning, M&A evaluation, and investment thesis development for allocators.

AI & ML

7 reports

AI & ML

Independent

Forecasting the Rise of Agentic AI & Interaction Models

Generative AI Inference Demand and the Global Compute Build-Out

Examines the rapid expansion of generative AI inference demand and its implications for global compute infrastructure as the market shifts from consumer AI adoption to agentic workloads, real-time media, and multimodal interaction. A multi-wave framework connects innovation cycles to user demand, output volume, accelerator requirements, data center power and cooling, and total cost of operation.

Jun 2026
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AI & ML

Independent

Lattice SensAI 4.1

Tools and IP Transform Low-Power FPGAs into Intelligent AI/ML Edge Computing Engines

Explores how the Lattice sensAI 4.1 solution stack expands developers' abilities to use Lattice FPGAs for edge AI/ML applications, enabling intelligent edge computing at low power.

Feb 202414 min read
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AI & ML

Independent

Edge Impulse Accelerates MLOps With EON Tuner

Explores how Edge Impulse accelerates MLOps using new EON capabilities for machine learning on low-power embedded devices.

Oct 202311 min read
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AI & ML

Independent

Using Machine Learning in Embedded Systems

Explores how new software tools allow designers to add machine learning capabilities to any edge embedded system, lowering the barrier to intelligent edge computing.

Mar 202310 min read
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AI & ML

Independent

Smart Inference Devices

The Wave of Perceptive Electronics Powered by Machine Learning

Covers the Perceive Ergo inference processor for small, low-power consumer devices, examining the architectural choices enabling on-device ML inference.

Apr 202210 min read
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AI & ML

Independent

NVIDIA PLASTER Deep Learning Framework

Explores seven major AI and deep learning challenges: Programmability, Latency, Accuracy, Size of Model, Throughput, Energy Efficiency, and Rate of Learning. A framework for evaluating deep learning infrastructure investments.

Oct 201912 min read
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AI & ML

Independent

Dell EMC Accelerates Pace in Machine Learning

Covers the Dell EMC and NVIDIA Volta joint development agreement, examining how enterprise infrastructure vendors are positioning for AI and ML workload growth.

Feb 20199 min read
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Semiconductors

4 reports

Semiconductors

Independent

Second Generation AMD EPYC Processor Enhanced Cache and Memory Architecture

Covers AMD's hybrid multi-die architecture and its impact on server processor design, analyzing cache hierarchy, memory bandwidth, and platform economics.

Dec 202115 min read
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Semiconductors

Independent

Lattice Crosslink-NX

Embedded Vision Processing at the Edge

Covers Lattice CrossLinkPlus FPGAs for embedded vision applications at the edge, detailing performance-per-watt advantages for computer vision inference workloads.

Sep 202111 min read
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Semiconductors

Independent

The 2nd Generation AMD EPYC Processor Redefines Data Center Economics

Covers the second-generation EPYC Rome processor launch, with detailed analysis of performance per dollar, memory bandwidth, and impact on hyperscale and enterprise TCO.

Aug 202014 min read
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Semiconductors

Independent

AMD Optimizes EPYC Memory with NUMA

Covers AMD EPYC memory design balancing cost, die area, bandwidth, and latency using MCM and Infinity Fabric, with implications for HPC and enterprise workload placement.

Jun 201911 min read
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Cloud & Infrastructure

2 reports

Cloud & Infrastructure

Sponsored · NETINT

Interactive Applications Powered by Video at the Cloud Edge

TCO and environmental impact model comparing software on CPU, GPU, and ASIC approaches for interactive streaming services. Quantifies operational and capital efficiency across deployment architectures.

Nov 202212 min read
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Cloud & Infrastructure

Sponsored · NETINT

The Emergence of Cloud Mobile Gaming

Covers infrastructure for mobile streaming using Arm-based servers, virtualized multi-user graphics, and high-performance low-latency video streaming. Analyzes the supply chain and capital requirements for cloud gaming at scale.

Aug 202213 min read
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5G & Wireless

2 reports

5G & Wireless

Sponsored · Qualcomm

Introducing Lossless Audio Streaming for Bluetooth

What it Means for Consumers

Addresses the challenges of lossless and hi-res audio across the wireless audio chain, exploring technical constraints and the consumer experience impact.

Jun 20239 min read
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5G & Wireless

Sponsored · NGCodec

The Instantaneous Cloud

Emerging Consumer Applications of 5G Wireless Networks

Covers how 5G enables cloud edge computing for streaming high-performance graphics experiences, modeling latency requirements and infrastructure build-out implications.

Nov 201810 min read
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Data Center

1 report

Data Center

Independent

The Ampere eMAG Cloud Server Is The Better Arm Choice

Analysis of Ampere Computing's Arm-based cloud server offerings, examining TCO, performance density, and competitive positioning against x86 incumbents.

Nov 202011 min read
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Automotive

2 reports

Automotive

Independent

Arm and Siemens Partner to Change the Future of Automotive Semiconductor Design

Covers integration of Arm's IP library into the Siemens PAVE360 digital twin simulation platform, examining implications for automotive chip development timelines and validation costs.

May 202112 min read
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Automotive

Independent

AV Simulation Extends to Silicon

Covers closed-loop simulation platforms for autonomous and mechatronic systems, examining how silicon-level validation is compressing AV development cycles.

Mar 202010 min read
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