SYDNEY, April 28, 2026 /PRNewswire/ -- Saigon Technology, a global software development and AI engineering company working with enterprises across Australia and APAC, recently reveals the biggest barrier to scaling AI is no longer model performance. It is the ability to connect predictive and generative systems into a single, production-ready architecture.
Australian enterprises are accelerating their investment in artificial intelligence. Organizations are deploying both predictive models to forecast outcomes and generative AI to create content, automate workflows, and improve customer engagement.
But a critical challenge is emerging.
Hybrid AI: The Next Strategic Imperative
Hybrid AI, which combines predictive and generative capabilities, is increasingly seen as the next step in enterprise AI adoption. Predictive AI identifies what is likely to happen. While generative AI determines what should happen next. When integrated effectively, the two create a closed loop between insight and action.
For example, a predictive model may identify a customer at risk of churning. A generative system can then produce a personalized retention offer tailored to that customer's behavior and preferences.
This is where business value is created. It is also where most implementations fail.
The Integration Gap
A common pattern appears across enterprise AI projects.
Organizations develop predictive and generative systems separately, often with different teams, data pipelines, and success metrics. Then they try to integrate them at the end.
"It sounds practical, but it is the root cause of most hybrid AI failures." said Thanh Pham, CEO of Saigon Technology
The generative AI team optimizes for output quality. The predictive team focuses on model accuracy. Neither is responsible for how the systems interact. Connecting them at the end often consumes months of rework.
Saigon Technology estimates that 60-70% of hybrid AI project costs are spent on integration, not model development, which is avoidable. So, integration architecture is now the first thing they design, before either model gets built.
Why AI Projects Stall Before Production
Integration is only one part of the challenge.
Beyond integration, three factors that prevent AI initiatives from reaching production:
- Data readiness is underestimated: Most effort goes into cleaning, structuring, and maintaining data pipelines.
- The prototype-to-production gap is ignored: Models that perform well in testing often fail under real-world conditions without rigorous stress testing.
- User adoption is not addressed early enough. Even good AI can fail if business users do not trust or understand the outputs. Adoption, therefore, becomes as critical as development.
A Framework for Scalable AI
To address these challenges, Saigon Technology has developed a 4-Layer Hybrid AI Framework, designed for production-scale deployment.
The framework includes:
- A unified data foundation
- A model coordination layer
- Built-in governance for accuracy and compliance
- Continuous feedback loops to improve performance over time
- This approach has been applied for hundreds of Saigon Technology's worldwide clients across industries.
Looking Ahead
As AI adoption accelerates across Australia, the gap between experimentation and production is becoming more visible. The succeed companies will be those design systems that work together from the outset.
Saigon Technology continues to partner with enterprises across Australia, the US, and APAC to build integrated AI systems that move beyond isolated use cases and deliver measurable business impact.
For organizations planning their next AI initiative, the message is clear: Integration is not the final step. It is the starting point.
Learn more at saigontechnology.com
** This press release is distributed by PR Newswire through automated distribution system, for which the client assumes full responsibility. **
Saigon Technology Highlights The #1 Mistake in Combining Predictive and Generative AI
|
HEFEI, China, April 28, 2026 /PRNewswire/ -- Sungrow, the globally leading PV inverter and energy storage system provider, successfully completed the world's first large-scale grid-forming full-scenario validation. The program covered 14 scenarios over 138 hours and was independently witnessed and verified by TÜV Rheinland. All results met multiple international standards, confirming reliable operation under complex grid conditions.
As global power systems rapidly transition toward high shares of renewable energy, grid stability is becoming a critical challenge. The test base features a world-leading 30MW grid simulation platform, along with the real short-circuit capacity regulation equipment and advanced arc-fault testing devices, enabling the replication of complex and extreme grid conditions at full scale. These tests align with grid codes and requirements across major global markets, including Europe, Australia, and China, addressing growing challenges related to grid stability and high renewable penetration worldwide.
Validated Performance Across Main Critical Grid Scenarios
- Short-Circuit Performance: Reliable Fault Support
A short-circuit test was conducted using real arc-fault equipment to simulate the most severe fault conditions. Under identical fault scenarios, the grid-forming system remained connected and continuously supplied fault current, while conventional systems are more likely to disconnect.
Key advantages：
Response time as fast as 10 ms
Stable and continuous fault current contribution
Strong fault ride-through capability
- Inertial Response: Stronger Frequency Stability
Compared with conventional grid-following systems, which may lose stability under the same disturbance, Sungrow's solution maintained continuous operation and restored frequency stability within milliseconds.
Key advantages：
Millisecond-level response to frequency deviations
Stable operation under sudden disturbances
Improved system resilience in weak grids
- Black Start: Rapid System Recovery
In a full blackout test, all external power was disconnected from the site. During this test, Sungrow's grid-forming PCS (Power Conversion System) established system voltage within 19 seconds, then successfully restarted the entire facility, restoring loads and infrastructure without external support. This capability enables industry-leading GW-scale black start and significantly enhances system restoration speed.
Key advantages：
Faster restoration
GW-scale black-start capability
virtually no circulation current
In addition to the three tests mentioned above, another eleven tests including on/off-grid switching, load switching, and oscillation damping were also successfully completed.
As demand for grid-forming technologies continues to grow, validating their real-world performance is becoming increasingly important. Reliance solely on digital power system simulations is not sufficient, while live testing provides more reliable and real validation. "Based on two decades of experience on grid-forming technology and in-depth understanding of power system stability requirements, Sungrow has built a 30 MW large-scale simulation platform and conducted 14 comprehensive real-world extreme test scenarios," said Henry Liu, General Manager of the Microgrid and Grid Solutions Center at Sungrow. "These results demonstrate grid-forming capabilities and mark a critical step toward the large-scale deployment of grid-forming technologies."
Sungrow will continue to advance the development of evaluation frameworks and industry standards, supporting broader adoption and enabling more stable, resilient power systems worldwide.
About Sungrow
Sungrow, a global leader in renewable energy technology, has pioneered sustainable power solutions for over 29 years. As of Dec 2025, Sungrow has installed over 1000 GW of power electronic converters worldwide. The company is recognized as the world's most bankable PV inverter and energy storage company (BloombergNEF). Its innovations power clean energy projects across the globe, supported by a network of 520 service outlets guaranteeing excellent customer experiences. At Sungrow, we're committed to bridging to a sustainable future through cutting-edge technology and unparalleled service. For more information, please visit: www.sungrowpower.com/en
Contact:
luly.wang@sungrow-hq.com
HEFEI, China, April 28, 2026 /PRNewswire/ -- Sungrow, the globally leading PV inverter and energy storage system provider, successfully completed the world's first large-scale grid-forming full-scenario validation. The program covered 14 scenarios over 138 hours and was independently witnessed and verified by TÜV Rheinland. All results met multiple international standards, confirming reliable operation under complex grid conditions.
As global power systems rapidly transition toward high shares of renewable energy, grid stability is becoming a critical challenge. The test base features a world-leading 30MW grid simulation platform, along with the real short-circuit capacity regulation equipment and advanced arc-fault testing devices, enabling the replication of complex and extreme grid conditions at full scale. These tests align with grid codes and requirements across major global markets, including Europe, Australia, and China, addressing growing challenges related to grid stability and high renewable penetration worldwide.
Validated Performance Across Main Critical Grid Scenarios
- Short-Circuit Performance: Reliable Fault Support
A short-circuit test was conducted using real arc-fault equipment to simulate the most severe fault conditions. Under identical fault scenarios, the grid-forming system remained connected and continuously supplied fault current, while conventional systems are more likely to disconnect.
Key advantages：
Response time as fast as 10 ms
Stable and continuous fault current contribution
Strong fault ride-through capability
- Inertial Response: Stronger Frequency Stability
Compared with conventional grid-following systems, which may lose stability under the same disturbance, Sungrow's solution maintained continuous operation and restored frequency stability within milliseconds.
Key advantages：
Millisecond-level response to frequency deviations
Stable operation under sudden disturbances
Improved system resilience in weak grids
- Black Start: Rapid System Recovery
In a full blackout test, all external power was disconnected from the site. During this test, Sungrow's grid-forming PCS (Power Conversion System) established system voltage within 19 seconds, then successfully restarted the entire facility, restoring loads and infrastructure without external support. This capability enables industry-leading GW-scale black start and significantly enhances system restoration speed.
Key advantages：
Faster restoration
GW-scale black-start capability
virtually no circulation current
In addition to the three tests mentioned above, another eleven tests including on/off-grid switching, load switching, and oscillation damping were also successfully completed.
As demand for grid-forming technologies continues to grow, validating their real-world performance is becoming increasingly important. Reliance solely on digital power system simulations is not sufficient, while live testing provides more reliable and real validation. "Based on two decades of experience on grid-forming technology and in-depth understanding of power system stability requirements, Sungrow has built a 30 MW large-scale simulation platform and conducted 14 comprehensive real-world extreme test scenarios," said Henry Liu, General Manager of the Microgrid and Grid Solutions Center at Sungrow. "These results demonstrate grid-forming capabilities and mark a critical step toward the large-scale deployment of grid-forming technologies."
Sungrow will continue to advance the development of evaluation frameworks and industry standards, supporting broader adoption and enabling more stable, resilient power systems worldwide.
About Sungrow
Sungrow, a global leader in renewable energy technology, has pioneered sustainable power solutions for over 29 years. As of Dec 2025, Sungrow has installed over 1000 GW of power electronic converters worldwide. The company is recognized as the world's most bankable PV inverter and energy storage company (BloombergNEF). Its innovations power clean energy projects across the globe, supported by a network of 520 service outlets guaranteeing excellent customer experiences. At Sungrow, we're committed to bridging to a sustainable future through cutting-edge technology and unparalleled service. For more information, please visit: www.sungrowpower.com/en
Contact:
luly.wang@sungrow-hq.com
** This press release is distributed by PR Newswire through automated distribution system, for which the client assumes full responsibility. **
Beyond Simulation: Sungrow Completes World's First Large-Scale Full-Condition Grid-Forming Extreme Test
