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Datadog LLM Observability Is Now Generally Available to Help Businesses Monitor, Improve and Secure Generative AI Applications

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New product helps companies like WHOOP and AppFolio monitor hallucinations, adopt LLMs and release generative AI features with confidence

NEW YORK, June 26, 2024 /PRNewswire/ — Datadog, Inc. (NASDAQ: DDOG), the monitoring and security platform for cloud applications, today announced the general availability of LLM Observability, which allows AI application developers and machine learning (ML) engineers to efficiently monitor, improve and secure large language model (LLM) applications. With LLM Observability, companies can accelerate the deployment of generative AI applications to production environments and scale them reliably.

Organizations across all industries are racing to release generative AI features in a cost-effective way, but implementing and bringing them to production can present several challenges due to the complexity of LLM chains, their non-deterministic nature and the security risks they pose.

Datadog LLM Observability helps customers overcome these challenges so they can confidently deploy and monitor their generative AI applications. This new product provides visibility into each step of the LLM chain to easily identify the root cause of errors and unexpected responses such as hallucinations. Users can also monitor operational metrics like latency and token usage to optimize performance and cost, and can evaluate the quality of their AI applications—such as topic relevance or toxicity—and gain insights to mitigate security and privacy risks with out-of-the-box quality and safety evaluations.

Unlike traditional tools and point solutions, Datadog’s LLM Observability offers prompt and response clustering, seamless integration with Datadog Application Performance Monitoring (APM), and out-of-the-box evaluation and sensitive data scanning capabilities to enhance the performance, accuracy and security of generative AI applications while helping to keep data private and secure.

“WHOOP Coach is powered by the latest and greatest in LLM AI. Datadog’s LLM Observability allows our engineering teams to evaluate performance of model changes, monitor production performance and increase quality of Coach interactions. LLM Observability allows WHOOP to provide and maintain coaching for all our members 24/7,” said Bobby Johansen, Senior Director Software at WHOOP.

“The Datadog LLM Observability solution helps our team understand, debug and evaluate the usage and performance of our GenAI applications. With it, we are able to address real-world issues, including monitoring response quality to prevent negative interactions and performance degradations, while ensuring we are providing our end users with positive experiences,” said Kyle Triplett, VP of Product at AppFolio.

“There’s a rush to adopt new LLM-based technologies, but organizations of all sizes and industries are finding it difficult to do so in a way that is both cost effective and doesn’t negatively impact the end user experience,” said Yrieix Garnier, VP of Product at Datadog. “Datadog LLM Observability provides the deep visibility needed to help teams manage and understand performance, detect drifts or biases, and resolve issues before they have a significant impact on the business or end-user experience.”

LLM Observability helps organizations:

Evaluate Inference Quality: Visualize the quality and effectiveness of LLM applications’ conversations—such as failure to answer—to monitor any hallucinations, drifts and the overall experience of the apps’ end users.Identify Root Causes: Quickly pinpoint the root cause of errors and failures in the LLM chain with full visibility into end-to-end traces for each user request.Improve Costs and Performance: Efficiently monitor key operational metrics for applications across all major platforms—including OpenAI, Anthropic, Azure OpenAI, Amazon Bedrock, Vertex AI and more—in a unified dashboard to uncover opportunities for performance and cost optimization.Protect Against Security Threats: Safeguard applications against prompt hacking and help prevent leaks of sensitive data, such as PII, emails and IP addresses, using built-in security and privacy scanners powered by Datadog Sensitive Data Scanner.

Datadog LLM Observability is generally available now. To learn more, please visit: http://datadoghq.com/product/llm-observability.

About Datadog

Datadog is the observability and security platform for cloud applications. Our SaaS platform integrates and automates infrastructure monitoring, application performance monitoring, log management, user experience monitoring, cloud security and many other capabilities to provide unified, real-time observability and security for our customers’ entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics.

Forward-Looking Statements

This press release may include certain “forward-looking statements” within the meaning of Section 27A of the Securities Act of 1933, as amended, or the Securities Act, and Section 21E of the Securities Exchange Act of 1934, as amended including statements on the benefits of new products and features. These forward-looking statements reflect our current views about our plans, intentions, expectations, strategies and prospects, which are based on the information currently available to us and on assumptions we have made. Actual results may differ materially from those described in the forward-looking statements and are subject to a variety of assumptions, uncertainties, risks and factors that are beyond our control, including those risks detailed under the caption “Risk Factors” and elsewhere in our Securities and Exchange Commission filings and reports, including the Quarterly Report on Form 10-Q filed with the Securities and Exchange Commission on November 7, 2023, as well as future filings and reports by us. Except as required by law, we undertake no duty or obligation to update any forward-looking statements contained in this release as a result of new information, future events, changes in expectations or otherwise.

Contact
Dan Haggerty
press@datadoghq.com

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Sapient Insights Group Reveals the HR Technology Solutions Ranking Highest in Vendor Satisfaction and User Experience for 2026

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Voice of the Customer badges awarded across 23 HR technology categories, based on 10,000 responses to Sapient’s 2026-2027 Annual HR Systems Survey

LAS VEGAS, Oct. 21, 2026 /PRNewswire-PRWeb/ — Sapient Insights Group today revealed the HR technology solutions ranking highest in vendor satisfaction and user experience in its 2026-2027 HR Systems Survey, now in its 29th year. This year Sapient awarded 630 Voice of the Customer badges across 23 technology categories and three company sizes. The rankings are based on responses from HR professionals representing 6,038 organizations.

Stacey Harris, Chief Research Officer and Managing Partner at Sapient Insights Group, presents the HR technology solutions ranking highest in vendor satisfaction and user experience for 2026.

To help buyers find the providers that fit their organization, the rankings are split into three company sizes: small, mid-sized, and enterprise. Respondents rate their satisfaction with their current solution in each technology category on a scale of 1 to 5, with attention to support and service. Sapient also ranks solutions on user experience. The top five solutions in each category and size earn a badge for vendor satisfaction and a badge for user experience. Three categories with smaller sample sizes (Time Labor Budgeting, Contingent Workforce Management, and Skills Management) are ranked in aggregate across all company sizes.

The survey continues to grow with the HR technology market. New this year, the survey adds Compliance Management to the HR Blueprint, application-level outcome questions, payment models for applications and AI, and finance applications covering Core, Expense, and Planning. It also asks more “why” questions throughout, so the results show not just what organizations are doing but the reasons behind their choices.

“Our Voice of the Customer rankings come straight from HR practitioners, with no sponsorship involved, which is why buyers and vendors both pay attention to them,” said Stacey Harris, chief research officer and managing partner at Sapient Insights Group. “This year we expanded the rankings to cover more of the HR technology landscape, which gives buyers a clearer view of how solutions perform for the specific work they need done, not just at the suite level. It also gives vendors honest feedback from the people who use their products every day.”

The highest-ranking solutions for vendor satisfaction are listed below. Rankings include point solutions, modules within technology suites, and in some cases service providers.

Payroll
Dayforce – Enterprise
isolved – Mid-sized
BambooHR – Small

HR Management
Dayforce – Enterprise
HiBob – Mid-sized
BambooHR – Small

Benefits
Businessolver – Enterprise
Fidelity NetBenefits/PSW – Mid-sized
HiBob – Small

HR Service Delivery: Portal
Dovetail – Enterprise
Workday Help – Mid-sized
isolved – Small

HR Service Delivery: Content Management
Dovetail – Enterprise
DocuSign – Mid-sized
isolved – Small

HR Service Delivery: Employee Help Desk
Dovetail – Enterprise
ServiceNow – Mid-sized
isolved – Small

HR Service Delivery: Engagement Survey
Dovetail – Enterprise
isolved – Mid-sized
BambooHR – Small

Time and Attendance
Darwinbox – Enterprise
isolved – Mid-sized
isolved – Small

Absence Management
Darwinbox – Enterprise
isolved – Mid-sized
BambooHR – Small

Leave Management
Darwinbox – Enterprise
isolved – Mid-sized
isolved – Small

Workforce Scheduling
Darwinbox – Enterprise
isolved – Mid-sized
isolved – Small

Labor Budgeting
isolved – All sizes

Learning
Cornerstone – Enterprise
OpenSesame – Mid-sized
isolved – Small

Recruiting
Indeed – Enterprise
Greenhouse – Mid-sized
BambooHR – Small

Onboarding
Dayforce – Enterprise
isolved (ApplicantPro) – Mid-sized
BambooHR – Small

Performance
Dayforce – Enterprise
HiBob – Mid-sized
BambooHR – Small

Compensation
Dayforce – Enterprise
Payscale Payfactors – Mid-sized
Insperity – Small

Succession
Dayforce – Enterprise
Microsoft Glint – Mid-sized
Paylocity – Small

Rewards and Recognition
Awardco – Enterprise
isolved – Mid-sized
Gifted – Small

Analytics
Visier – Enterprise
Visier – Mid-sized
UKG People Analytics – Small

AI/ML
Visier Vee – Enterprise
Grammarly – Mid-sized
Anthropic Claude – Small

Contingent Workforce Management
ServiceNow – All sizes

Skills Management HiBob – All sizes

The complete Voice of the Customer results, including the top five solutions for vendor satisfaction and user experience in every category and company size, are available here (https://sapientinsights.com/top-vendors/).

Sapient Insights Group will publish detailed survey findings and analysis in its annual HR Systems Research Report on November 6, 2026. The report will be available to purchase here (https://sapientinsights.com/shop/).

About the 2026-2027 HR Systems Survey

Now in its 29th year, Sapient’s HR Systems Survey is the longest-running, most comprehensive survey of the HR technology landscape, and the only fully objective, non-sponsored study of its kind. This year, HR professionals representing 6,038 organizations around the globe took part. The survey now covers 23 technology categories. The annual report includes an in-depth look at each category, along with current and future adoption rates, customer retention, replacement plans, and projected vendor growth.

For more information about the survey and report, schedule a call (https://calendly.com/summerorellano/schedule-a-call-with-sapient-insights-group).

About Sapient Insights Group Sapient Insights Group is a certified women-owned, privately-owned consulting, research, and advisory firm. The company works with organizations in the areas of HR and finance technology; HR strategy and transformation; leadership and culture; change management; talent management; mergers and acquisitions; and project management. The company’s HR Systems Survey is the HR profession’s most trusted source for objective data on the HR technology market and insights to guide buyer investments and vendor product development and marketing. For more information, visit www.sapientinsights.com.

Media Contact

Allison Williams, Sapient Insights Group, 1 4043044748, Info@sapientinsights.com, https://sapientinsights.com/

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SOURCE Sapient Insights Group

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SAJ Debuts First CEC-Approved Systems under Australia’s New Battery Standard at All Energy 2026

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EK70 HS5 and EK90 HS5 on show at Stand M143, with Australia’s Strongest Man at Stand E01 and the SAJ range across three distributor stands

MELBOURNE, Australia, Oct. 22, 2026 /PRNewswire/ — SAJ will exhibit at All Energy Australia 2026 at the Melbourne Convention and Exhibition Centre on 28–29 October. At Stand M143, installers can get their first hands-on look at the EK70 HS5 and EK90 HS5, the first products approved under Australia’s new SA TS 5398 standard.

At 2pm on Wednesday 28 October, DEKRA and CCS will present SAJ with the CEC certificates for the EK70 HS5 and EK90 HS5 on the stand, making SAJ the first brand listed under SA TS 5398. SAJ and DEKRA will also sign a strategic cooperation agreement covering safety, quality and compliance.

On the stand

EK70 HS5 – the all-in-one home energy system, combining hybrid inverter, LFP battery and whole-home backup in one unit. Modular 6, 7 and 9 kWh battery blocks stack to suit the household.EK90 HS5 – the premium tier, with 12,000-cycle cells, nine-layer safety protection, edge AI and a 15-year warranty.B2S and H2 – modular storage and the latest from SAJ’s residential range.elekeeper 5.0 – SAJ’s energy management app, with AI-assisted design, five-minute app commissioning and remote diagnosis.C&I – SAJ’s latest commercial and industrial solutions.

Live demonstrations of the EK70 HS5 and EK90 HS5, elekeeper 5.0 and the C&I range run at 10am on both days and again at 3pm on Wednesday.

Visitors can also play the claw machine on the stand throughout both days to win tennis balls signed by SAJ brand ambassador Alex de Minaur.

Beat Australia’s Strongest Man of 2026 at Stand E01

At Stand E01, near the hall entrance, visitors can take on Bradman Houston, Australia’s Strongest Man 2026, on the high striker. Bradman will be there each day. Anyone who beats his score wins!

Bradman recently partnered with SAJ and Sydney Solar & Electrical on a video series about lifting technique and fitness for solar installers, now on SAJ’s Instagram.

SAJ across the floor

The SAJ range is also on show with the company’s three national distribution partners, for stock, pricing and account conversations:

One Stop Warehouse – Stand EE113, with the EK90 HS5 on displaySupply Partners – Stand L135Tradezone – Stand S113

“All Energy is where the industry sees what’s next, and for SAJ that’s the EK70 HS5 and EK90 HS5,” said Alan Li, the Sales Director of SAJ Electric Australia. “Installers told us they want one integrated system that’s faster to install and that they can stand behind. Being the first brand listed under SA TS 5398 is the proof. We’d love installers to see both systems up close at Stand M143, and to try their luck against Bradman at E01 while they’re there.”

Visit SAJ

Where: Stand M143 (Beat the Strongest Man at Stand E01), Melbourne Convention and Exhibition CentreWhen: Wednesday 28 – Thursday 29 October 2026More information: au.saj-electric.com

About SAJ

Founded in Guangzhou in 2005, SAJ (Guangzhou Sanjing Electric Co., Ltd.) is a specialist in smart energy storage, delivering integrated solutions across solar generation, battery storage, energy management and EV charging for residential and commercial customers. SAJ has operated in Australia since 2013 and works with three national distribution partners – One Stop Warehouse, Supply Partners and Tradezone – backed by local technical support and warranty infrastructure.

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SOURCE SAJ

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Starvia Automotive Expands Used-Car Exports to Afghanistan and Iran

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GUANGZHOU, China, Oct. 22, 2026 /PRNewswire/ — Starvia Automotive has added Afghanistan and Iran to the destinations covered by its used-car export business, the company said on Oct. 21, as it focuses on used vehicles built to Chinese-market specifications. Buyers in both markets can now request an assessment of a specific vehicle before an order is confirmed.

What the review covers

For a used vehicle, the model name alone does not determine whether an export order can proceed. Year of manufacture, vehicle identity, condition, ownership documents and destination import rules are reviewed for each request, together with carrier acceptance, transit requirements and payment restrictions, according to the company.

Starvia cited two listings in its online used-car catalog as examples of the process: a 2023 Volkswagen Polo and a 2021 Volkswagen Tharu. The company said the listings show published stock and do not confirm that either unit is available or eligible for import into both markets. Stock, vehicle records and destination suitability are confirmed before a model is presented as an order option.

How an inquiry is handled

Inquiries are submitted through the company’s online form, which asks for destination city, importer details, preferred vehicle, quantity and purchasing timeframe. Starvia said the information is used to identify suitable vehicles, check documentation and seek a transport option, and that alternatives can be discussed if the first model does not meet the requirements.

An Arabic-language version of the site is available at https://www.starviaauto.com/ar?utm_source=prnews for buyers who prefer Arabic.

Any vehicle offer, freight estimate or shipment timing remains subject to commercial, regulatory and logistics checks, the company said. Buyers should obtain destination-side import approval before committing to a purchase.

About Starvia Automotive

Starvia Automotive is a Guangzhou-based exporter of new and used vehicles. Its online catalog lists used cars with vehicle history and inspection information for buyers in multiple regions.

View original content:https://www.prnewswire.co.uk/news-releases/starvia-automotive-expands-used-car-exports-to-afghanistan-and-iran-302915298.html

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