A Practical Guide to Measuring and Optimizing Power in Optical Networks

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The ICT sector consumed about 4 percent of global electricity in the use stage, representing about 1.5 to 4 percent of global greenhouse gas (GHG) emissions in 2024.

Modern AI clusters contain thousands of GPUs interconnected by high-speed networks. At these scales, even small improvements in energy efficiency translate into significant reductions in operational cost, cooling requirements, and environmental impact.

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This had led to the optical networking industry entering a new phase of design priorities. For decades, network infrastructure was optimized primarily around capacity, reach, and latency. Today, however, another parameter has become equally critical: power consumption efficiency. 

The focal point of this shift is picojoules per bit (pJ/bit)—a critical efficiency metric that measures the energy required to move a single bit of data across a network element or fiber link. Though it appears as a singular value, it represents the collective performance of the entire hardware stack, from the high-speed Digital Signal Processor (DSP) and laser sources to the optical amplifiers and thermal management systems that keep them operational.

Optical networking already forms the backbone of global connectivity, carrying the vast majority of inter-data-center and long-haul traffic. But as bandwidth requirements continue to rise—from 400G links to 800G and soon 1.6T—the industry must carefully measure and optimize the power consumed by every bit of transmitted data.

This article provides a practical guide to understanding: 

  1. Why power efficiency matters in optical networks
  2. The metrics used to measure energy efficiency 
  3. Tools and methodologies used to evaluate power consumption, and 
  4. Emerging trends in optical networking technology that design engineers can apply to reduce energy usage without compromising performance.

Learn how yieldWerx helps teams analyze test data to improve yield, reliability, and power efficiency.

Two Decades of Efficiency: The Road to Sub-Single-Digit pJ/bit

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Over the last twenty years, the optical industry has achieved a monumental 10-fold increase in energy efficiency. This leap is driven by the synergy of CMOS scaling, photonic integration, and advanced DSP algorithms. It has allowed each new generation of transceivers to multiply capacity while simultaneously slashing the energy cost per bit.

The efficiency roadmap highlights a dramatic descent in power consumption:

  • 10G Legacy: Early direct-detect transceivers set the baseline at 80–100 pJ/bit.
  • The Coherent Shift (100G): The move to DP-QPSK modulation and 40nm nodes cut requirements nearly in half, to 40–60 pJ/bit.
  • The 400G Era: By leveraging 7nm CMOS and higher-order modulation, efficiency improved to the 15–25 pJ/bit range.
  • The Modern 800G Standard: Utilizing 5nm DSPs, current pluggable modules operate at 10–15 pJ/bit.
  • The Leading Edge (2026): Production Co-Packaged Optics (CPO) have now broken the 7 pJ/bit barrier, while the first 1.6T transceivers on 3nm processes are beginning to deploy, pushing efficiency into the single digits.

Understanding Power Metrics in Optical Networks

Optimizing energy efficiency begins with the ability to measure power consumption accurately and consistently. In optical networking, engineers use several standardized metrics to evaluate how efficiently network components convert electrical energy into data transmission capacity.

Energy per Bit (pJ/bit)

The most important metric for evaluating optical network efficiency is energy per bit, typically expressed in picojoules per bit (pJ/bit). This metric quantifies the amount of energy required to transmit one bit of data through a device or network segment.

The formula is straightforward:

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Where:

Ptotal​  = power consumption of the device
RData​  = data rate

For example, if a 400G optical transceiver consumes 20 W, the energy efficiency is approximately 50 pJ/bit.

This metric allows engineers to compare devices across generations. Even if a higher-speed module consumes more absolute power, it may still be significantly more efficient because its power overhead is spread across more data throughput. For instance, a single 400G transceiver is generally more energy efficient than four 100G modules, because the fixed power components—lasers, packaging, and cooling—are shared across a higher data rate.

The industry has made substantial progress using this metric. Early optical modules often exceeded 80–100 pJ/bit, while modern systems aim for single-digit pJ/bit efficiency.

Bandwidth Density (Tbps/mm or Tbps/W)

Bandwidth density measures how much data throughput an optical system can deliver relative to physical area or power consumption. In modern optical networking—especially in hyperscale data centers—this metric has become critical because both space and power are limited resources.

Bandwidth density is typically expressed in two forms:

  • Tbps/mm² – throughput per unit of physical chip or module area
  • Tbps/W – throughput delivered per watt of power

Higher bandwidth density means a system can move more data using less hardware and less energy. Traditional pluggable optical modules sit at the front panel of switches and require electrical signals to travel longer distances inside the switch ASIC package. This increases power consumption, signal loss, and thermal load.

Co-packaged optics, by contrast, place optical engines directly next to the switching silicon, dramatically shortening electrical paths. This enables:

  • higher throughput per switch
  • reduced electrical I/O power
  • better thermal and space utilization inside networking equipment

Optical Power Efficiency (dBm and Optical Link Budget)

In optical communication systems, maintaining sufficient signal power across the fiber link is essential for reliable data transmission. Optical power efficiency is evaluated through parameters such as:

  • Optical launch power – the signal power emitted by the transmitter
  • Receiver sensitivity – the minimum optical power required for the receiver to correctly detect the signal
  • Optical link budget – the total allowable loss across the link

The link budget is typically calculated as:

Link Budget = Tx Power − Rx Sensitivity

This value represents the maximum total loss the system can tolerate while still maintaining reliable communication.

Losses within a link can come from several sources like:

  • fiber attenuation
  • connectors and splices
  • optical filters and switches
  • dispersion and other signal impairments

Efficient optical power management ensures that the transmitted signal is strong enough to maintain reliability but not excessively high, which would require additional power consumption or unnecessary amplification.

Optimizing the link budget allows operators to design systems that balance performance, reach, and energy efficiency.

Bit Error Rate (BER) and Power Efficiency

Although the Bit Error Rate (BER) is primarily a reliability metric rather than a direct energy metric, it plays an important role in power optimization.

BER measures the proportion of transmitted bits that are incorrectly received. High-performance optical systems typically aim for:

                                                                                         BER < 10-9

Maintaining a low BER ensures that the transmitted signal remains sufficiently clear and detectable by the receiver.

If the optical signal becomes too weak or distorted, the system must rely more heavily on digital signal processing (DSP) and forward error correction (FEC) to recover the data. While these techniques improve reliability, they also increase:

  1. DSP power consumption
  2. processing latency
  3. system complexity

Optimizing optical power levels, modulation formats, and receiver sensitivity helps maintain low BER while minimizing the computational overhead required for error correction.

In practice, achieving the optimal balance between signal strength, energy efficiency, and error performance is one of the key challenges in modern optical network design.

Tools And Strategies Used to Measure Power Optimization in Optical Networks

Unlike traditional fiber-optic systems where optical power is typically measured externally, PICs rely on integrated monitoring structures and telemetry systems that provide continuous visibility into signal behavior within the chip.

Optical power in photonic systems is typically expressed in dBm, a logarithmic unit referenced to one milliwatt. Because optical signals experience attenuation as they pass through modulators, splitters, filters, and waveguides, monitoring power levels is essential for maintaining signal integrity and ensuring that receivers operate within their sensitivity range.

Waveguide Tap Couplers

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Inside a PIC, optical power is commonly measured using waveguide tap couplers and integrated photodiodes. Tap couplers divert a very small fraction of the optical signal—usually between one and five percent—from the main waveguide. This sampled light is routed to an integrated photodiode, which converts the optical signal into an electrical current proportional to the optical power. Because only a small portion of the signal is tapped, the monitoring process introduces minimal additional loss.

These on-chip sensors feed data into telemetry systems, which allow network operators and control software to monitor optical performance in real time. Telemetry can report parameters such as transmitted optical power, received optical power, laser bias current, device temperature, and power efficiency. In large-scale optical systems, this data is used for digital diagnostics monitoring (DDM) and automated network management, helping operators detect power imbalances, component drift, or early signs of device degradation.

Traditional Methods

During development and manufacturing, engineers also rely on specialized test equipment to measure and optimize optical power more precisely. Optical power meters provide calibrated absolute power measurements, optical spectrum analyzers reveal wavelength and power distribution, and bit-error-rate testers (BERTs) help correlate optical power levels with overall link reliability. These tools are essential for validating link budgets and calibrating on-chip monitoring circuits.

Strategies for Reducing Energy per Bit in Optical Networks

Achieving lower energy consumption requires improvements across several parts of the optical system, including digital processing, photonic integration, amplification, and network architecture.

More Efficient DSPs and Advanced Semiconductor Processes

The digital signal processor (DSP) is typically the largest power consumer in a coherent optical transceiver. Improvements in semiconductor manufacturing have played a major role in reducing this power consumption.

Each transition to a more advanced CMOS process node—from 16 nm to 7 nm, then to 5 nm and now 3 nm—reduces switching power in the DSP thanks to lower supply voltages and smaller transistors. As of 2026, many 800G coherent DSPs are manufactured using 5 nm technology, while 3 nm designs are beginning to appear in 1.6T systems.

Industry roadmaps aim to push DSP efficiency below 5–6 pJ/bit by the end of the decade, supported by both semiconductor scaling and smarter algorithms. Improvements in forward error correction (FEC), signal equalization, and carrier recovery techniques can reduce the number of operations required to process each bit of data, directly lowering power consumption.

Another promising approach is rate-adaptive transmission, where DSP power can be reduced by lowering the symbol rate during periods of lower traffic demand.

Photonic Integration and Silicon Photonics

Another major contributor to energy efficiency is photonic integration, where multiple optical components are combined onto a single chip.

Photonic Integrated Circuits (PICs) reduce the size, cost, and power consumption of optical systems by integrating components such as modulators, photodetectors, and polarization-handling elements. Several integration platforms are used in modern optical transceivers.

Indium phosphide (InP) PICs can integrate lasers, modulators, and detectors on a single chip, making them attractive for high-performance coherent systems where laser quality is critical.

Silicon photonics (SiPh) has become the dominant platform for large-scale optical interconnects. Because it uses CMOS-compatible manufacturing processes, silicon photonics benefits from large wafer sizes, high yields, and lower costs. As of 2026, shipments of silicon photonics-based 800G modules exceed seven million units annually, and industry projections suggest that around 44% of optical transceivers will use silicon photonics by 2028.

Integration also improves energy efficiency. By placing optical components on a single chip, silicon photonics eliminates many discrete electrical connections and their associated losses.

Rate-Adaptive Transmission for Energy Savings

Modern optical networks are increasingly adopting elastic transmission technologies that can adapt to traffic conditions.

In Elastic Optical Networks (EONs), transceivers can adjust both the modulation format and symbol rate depending on link requirements and traffic demand. During periods of lower traffic, reducing the transmission rate allows the DSP and other components to operate at lower power.

Studies show that lowering the symbol rate can reduce DSP power consumption by up to 40%, while network-level simulations demonstrate energy savings of more than 30% when networks dynamically adjust transmission rates to match daily traffic patterns.

System-Level Approaches to Green Optical Networks

While component improvements are important, the largest gains often come from architectural changes at the system level.

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Energy Efficiency in Co-Packaged Optics

Co-Packaged Optics (CPO)

One of the most significant architectural shifts in data center networking is co-packaged optics (CPO).

In traditional systems, pluggable optical modules sit at the front panel of a switch, requiring high-speed electrical signals to travel across long copper traces from the switch ASIC to the module. These long electrical paths increase signal loss and require additional electronics such as retimers.

CPO places optical engines directly next to the switching ASIC inside the same package, dramatically shortening the electrical path from centimeters to millimeters. This reduces electrical losses, eliminates retimer chips, and lowers overall power consumption.

Current CPO implementations achieve around 5–7 pJ/bit, compared with roughly 15 pJ/bit for traditional pluggable optics. For a high-capacity switch with dozens of optical ports, this improvement can translate into hundreds of watts of power savings.

Read More About Silicon Photonics & CPOs in Our Separate Blog Posts:

Bright Horizons in Silicon Photonic

Understanding Co-Packaged Optics: The Need for Integrating Photonics and Chiplets

AI-Driven Network Energy Optimization

Artificial intelligence is increasingly being used to optimize energy usage across large optical networks.

Machine learning systems can analyze network conditions in real time and automatically adjust transmission parameters such as modulation format, launch power, and wavelength routing. AI-based traffic engineering can also consolidate traffic onto fewer active links during low-demand periods, allowing unused equipment to be powered down.

Early network deployments have shown energy savings of around 20% or more using AI-driven optimization without compromising service quality.

Power-Aware Network Design

Energy efficiency can also be improved through smarter network planning and architecture.

For example, optimizing the placement of optical amplifiers can reduce the number of amplification sites along a fiber route. Choosing modulation formats that balance spectral efficiency with DSP power consumption can also lower energy usage.

Another important trend is IP-over-DWDM networking, where routers and switches directly interface with DWDM optical wavelengths without intermediate transponder systems. Technologies such as 400G ZR and ZR+ coherent pluggables make this approach practical, reducing both equipment complexity and power consumption.

Case Study: NVIDIA AI Data Centers — Co-Packaged Optics for GPU Fabrics

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One of the clearest real-world examples of power optimization in optical networking comes from AI data center infrastructure, where hyperscale GPU clusters require extremely high bandwidth interconnects. As AI training workloads grow larger, the energy required to move data between GPUs has become a major operational constraint.

At GTC 2025, NVIDIA introduced next-generation networking platforms that integrate co-packaged optics (CPO) directly into switching ASICs used in its Spectrum-X Ethernet and Quantum-X InfiniBand switches. This architectural shift is designed to overcome the power and bandwidth limitations of traditional pluggable optical modules used in AI clusters. They integrate optics innovations with 4x fewer lasers to deliver 3.5x more power efficiency, 63x greater signal integrity, 10x better network resiliency at scale and 1.3x faster deployment compared with traditional methods.

In large hyperscale AI clusters, interconnect energy consumption can be enormous. NVIDIA estimates that transitioning from pluggable optics to co-packaged optics can dramatically reduce networking power requirements.

Conclusion

Energy efficiency has become a defining challenge for modern optical networking infrastructure. As global data demand continues to rise and AI workloads reshape data center architectures, the industry must carefully balance bandwidth, latency, and power consumption.

Metrics such as pJ/bit provide a practical framework for evaluating network efficiency, while advanced measurement tools and system-level modeling techniques help engineers identify opportunities for optimization.

However, measuring power efficiency is only the first step. Achieving meaningful improvements requires the ability to correlate performance data across the entire hardware lifecycle—from wafer fabrication and photonic device manufacturing to system-level testing and field deployment. As optical systems become more complex, with tightly integrated photonic and electronic components, identifying sources of power inefficiency increasingly depends on advanced data analytics and yield intelligence.

This is where platforms like yieldWerx play an important role. By aggregating and analyzing large volumes of semiconductor test, manufacturing, and reliability data, such platforms enable engineering teams to detect performance anomalies, optimize device yields, and improve power efficiency across optical components and photonic integrated circuits.

In the years ahead, the ability to deliver more bandwidth with fewer watts will become one of the most important benchmarks for optical networking performance. Achieving this goal will depend not only on innovations in photonics and semiconductor design, but also on the data-driven manufacturing intelligence needed to continuously optimize the performance of complex optical systems at scale.

Ready to unlock deeper insights into power efficiency and device performance? See how yieldWerx helps semiconductor and photonics teams turn complex test data into actionable yield and reliability improvements

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yieldWerx does not sell, rent, or trade your personal information to third parties for monetary consideration. We share information only under the following circumstances: 

Affiliated Entities: With our global subsidiaries and corporate affiliates to support international sales, service delivery, and enterprise support. 

Third-Party Service Providers: With vetted vendors who perform business operations on our behalf (e.g., website hosting, CRM platforms, email delivery, security monitoring, and analytics). These providers are contractually obligated to protect your data and may only use it to perform specific tasks for yieldWerx. 

Corporate Transactions: In connection with any merger, acquisition, financing, re-organization, or sale of company assets, subject to standard confidentiality protections. 

Legal Obligations & Safety: When required by law, court order, or government subpoena, or when necessary to protect the rights, property, safety, or security of yieldWerx, our users, or the public. 

5. Cookies and Web Analytics

You can manage or restrict cookie usage directly through your internet browser settings: 

Strictly Necessary: Required for basic site navigation and secured portal logins (cannot be toggled off). 

Performance & Analytics: Helps us count visits and traffic sources to measure site performance. 

Functional & Advertising: Remembers your preferences and optimizes promotional relevance. 

Disabling performance or functional cookies may limit access to specific features or gated downloads on yieldWerx.com. 

6. Data Security & Retention

Security Infrastructure: We maintain organizational, technical, and physical safeguards—including encryption, firewalls, and strict access controls—designed to protect personal information against unauthorized access, loss, or alteration. 

Retention Period: Personal information is retained only as long as necessary to fulfill the purposes outlined in this policy, unless a longer retention period is required or permitted by law (e.g., tax, audit, or legal defense obligations). 

7. International Data Transfers

yieldWerx operates globally. Information collected through yieldWerx.com may be transferred to, stored, and processed in the United States or other countries where yieldWerx or its service providers maintain facilities. We implement appropriate safeguards (such as Standard Contractual Clauses) to ensure your data receives protection equivalent to applicable privacy laws in your home jurisdiction. 

8. Your Data Protection Rights

Depending on your jurisdiction (e.g., California/CPRA, European Economic Area/GDPR), you may hold the following rights regarding your personal information: 

Right to Access / Know: Request details on the categories and specific pieces of personal information we have collected about you. 

Right to Correction / Rectification: Request correction of inaccurate or incomplete personal records. 

Right to Deletion / Erasure: Request deletion of your personal information, subject to legal retention exceptions. 

Right to Opt-Out of Marketing: Click the “Unsubscribe” link in any promotional email to instantly opt out of marketing communications. 

Non-Discrimination: We will never discriminate or retaliate against you for exercising any of your legal privacy rights. 

To submit a data access or deletion request, please email us at trust@yieldwerx.com. 

9. Third-Party Links

yieldWerx.com may contain links to external third-party sites (e.g., industry consortia, event partners, or technical standards organizations). We are not responsible for the privacy practices or content of external websites. We encourage you to review the privacy policy of any site you visit. 

10. EnterpriseCustomer Data & Data Processing Addendum (DPA) 

While this Privacy Policy primarily addresses information collected from visitors to yieldWerx.com and our public marketing platforms, yieldWerx also acts as a Data Processor for enterprise clients who subscribe to our semiconductor yield management platform. 

  • Customer Ownership: All client data uploaded into yieldWerx software remains the exclusive property of our enterprise customers. yieldWerx processes this data solely to deliver the analytical services contracted under our Master Services Agreement (MSA). 
  • Data Processing Addendum (DPA): For customers processing personal data or telemetry subject to global privacy regulations (such as GDPR or CCPA/CPRA), yieldWerx incorporates a comprehensive Data Processing Addendum into our standard enterprise software contracts. 

Enterprise customers requiring a copy of our standard DPA or customized data transfer agreements may contact trust@yieldwerx.com. 

11. Data Retention & Lifecycle Management

yieldWerx retains personal data and information collected through our public website only for as long as necessary to fulfill the operational, legal, or commercial purposes outlined in this policy: 

Marketing & Communication Data: Contact information submitted via forms (e.g., demo requests, whitepaper downloads) is retained until you unsubscribe or request deletion. 

System & Audit Logs: Server logs, IP addresses, and website security records are retained for security audit purposes for up to 12 months, after which they are automatically anonymized or purged. 

Enterprise Customer Production Telemetry: Parametric test logs, STDF data, and chip analytics uploaded to our platform are stored, archived, or deleted in strict compliance with the custom retention schedules defined in each client’s Master Services Agreement (MSA) and Data Processing Addendum (DPA). 

12. Security by design

We ensure complete data protection through industry-standard encryption of data in transit (using TLS, SFTP, and site-to-site VPN) and at rest. Security across our platform is strictly managed using role-based access control (RBAC) and multi-factor authentication (MFA), backed by continuous security monitoring, patch management, and vulnerability management. Additionally, physical security controls are maintained across all yieldWerx facilities. 

13. Incident response & breach notification

We maintain a formal incident-response program with defined severity classifications and escalation timelines. If a security incident affecting customer data is confirmed, we commit to notifying the customer’s designated contact within 24 hours of confirmation and assigning a single named incident liaison for the duration of the event. If the investigation is ongoing, we deliver an interim update within 48 hours, followed by a full incident report detailing the root cause and remediation steps within 72 hours. 

We welcome good-faith security research. If you believe you’ve found a vulnerability in a yieldWerx product or service, please report it to trust@yieldwerx.com. We investigate every report and will not pursue legal action against researchers acting in good faith. 

14. CCPA Service Provider Commitment:

To the extent yieldWerx processes personal information subject to the California Consumer Privacy Act (CCPA/CPRA) on behalf of Customer, yieldWerx acts solely as a Service Provider. yieldWerx shall not: (a) sell or share such personal information; (b) retain, use, or disclose personal information for any purpose other than providing the contracted services; or (c) combine personal information received from or on behalf of Customer with personal data received from other sources, except as permitted under the CCPA. 

15. Updates to This Privacy Policy

We reserve the right to update this Privacy Policy to reflect changes in our legal obligations, privacy practices, or operational services. When updates occur, we will revise the “Last Updated” date at the top of this page. Continued use of yieldWerx.com after updates are posted signifies your acknowledgment of the revised terms. 

16. Contact Information

If you have questions, concerns, or requests regarding this Privacy Policy or yieldWerx’s privacy practices, please contact us at: 

yieldWerx Semiconductor 

Suite 202 8105 Rasor Blvd Plano, TX 75024 

Attn: Privacy & Data Protection Office 

Email: trust@yieldwerx.com 

Website: https://yieldwerx.com 

wats

WATS

Partner

WATS is a test data management and analytics platform developed by Virinco, built to collect, standardize, and analyze data from electronics manufacturing test systems. It provides real-time visibility into board-level performance across ICT, functional test, and final test operations, helping engineers monitor yield, detect anomalies, and improve quality at high volume.

EnlightTec

Partner

Enlight Technology is one of the few domestic electronic design automation (EDA) solution providers. Our primary mission is to develop chip and electronic hardware, as well as system development tools, striving to help customers bring their products from concept to market with the best efficiency and effectiveness.
We integrate EDA technology resources and solutions, leveraging practical experience and technical support capabilities to build a complete cross-disciplinary ecosystem covering silicon photonics, chips, advanced packaging, systems, and manufacturing. Enlight Technology is one of the very few Taiwanese EDA solution providers with both electrical and optical design capabilities. It offers one-stop support, from silicon photonics (PIC) optoelectronic integration circuit design and EIC–PIC co-design, to end-to-end design verification of ICs, packages, and PCB systems:

  • Silicon Photonics & EIC–PIC Co-design
  • IC Design & Verification
  • PCB Systems Design & DFM (Design for Manufacturability)
modus_test_img

Modus Test

Partner

Modus Test, LLC was founded on the idea that there are creative ways to improve results by combining innovation with the best known methods in test design and manufacturing. Providing innovative test solutions include the MPT series of parametric test and systems and accessories.
Modus Test has a global presence and the capability to support customers in all the IC development centers and high volume manufacturing sites around the world. See for yourself how combining innovation with best-known methods can improve your results.
PTC-Logo

PTC

Partner

PTC is a semiconductor consulting firm based in Malaysia, providing strategic and technical consulting services to semiconductor manufacturing, assembly, test, product and ecosystem companies across Asia. yieldWerx, a leading innovator in semiconductor yield management solutions, and PTC, a premier Malaysia-based consulting firm for the semiconductor manufacturing industry, have announced a strategic collaboration to address the growing need for comprehensive data analytics across the semiconductor manufacturing lifecycle in the rapidly expanding markets of Malaysia and India.
This collaboration combines yieldWerx’s state-of-the-art analytics platform with PTC’s extensive industry knowledge and regional presence to strengthen semiconductor manufacturing capabilities across East Asia. By providing sophisticated analytics solutions tailored to regional needs, yieldWerx and PTC aim to streamline factory setup and operations, implement rigorous quality assurance protocols, and accelerate the development of sustainable semiconductor ecosystems across both countries. PTC will act as the regional consulting partner, offering advisory, deployment support, and strategic integration services to fabless clients, OSAT facilities, and manufacturing startups adopting the platform.