
Improving Retrieval-Augmented Generation For Healthcare Chatbot
To ensure accurate and safe generative outputs from its healthcare chatbot, a leading U.S. tech company partnered with iMerit to evaluate and refine a new medical dataset using Retrieval-Augmented Generation (RAG). Leveraging a team of nurses and a board-certified physician, iMerit developed a scalable, expert-driven workflow to audit medical definitions for accuracy, safety, and usefulness—achieving 99% consensus and over 72% in project cost savings.
This case study highlights how iMerit's domain-specific RLHF and human-in-the-loop evaluation helped the client reduce risk, improve quality, and scale responsibly in a high-stakes healthcare environment.



RLHF For AI Co-Pilot
A leading professional social networking platform partnered with iMerit to enhance its AI-powered co-pilot through Reinforcement Learning from Human Feedback (RLHF). The goal was to ensure that the co-pilot delivers accurate, coherent, and responsible responses tailored to users' job-related queries. iMerit provided expert annotation and response evaluation services, helping align the assistant’s output with the platform’s values and professional tone.
By leveraging a skilled team and customizable tools, iMerit improved the assistant’s conversational quality, boosted user satisfaction, and upheld ethical standards. The collaboration led to measurable gains in responsiveness, relevance, and user engagement—making the AI co-pilot a more effective and trusted digital assistant.



Leveraging Consensus Logic and Escalations to Improve RLHF
In the evolving world of AI development, ensuring alignment between machine behavior and human intent is critical. This blog explores how consensus logic and escalation workflows can significantly enhance the effectiveness of Reinforcement Learning from Human Feedback (RLHF). By aggregating multiple human judgments and escalating ambiguous cases to expert reviewers, these strategies reduce bias, increase reliability, and improve the overall trustworthiness of AI systems.



Unlocking the Potential of In-cabin Solutions: Emerging Use Cases & Evolving Data Needs
As vehicles advance toward autonomy, in-cabin monitoring systems are becoming essential for enhancing safety, comfort, and compliance. These AI-driven systems track driver alertness, passenger behaviour, and environmental factors—transforming the driving experience and meeting growing regulatory demands. With the market projected to soar past $3.2B by 2031, the need for smart, reliable monitoring has never been greater.
iMerit supports this evolution with high-quality data annotation via its Ango Hub platform, combining predictive AI with expert oversight. This ensures automotive companies can train accurate, bias-free models for use cases ranging from driver fatigue detection to child safety—driving innovation in next-generation vehicle intelligence.



Generative AI Chatbots in Healthcare
Generative AI chatbots are reshaping the healthcare industry by streamlining operations, enhancing patient care, and offering round-the-clock support. From symptom checking and appointment scheduling to chronic disease management and mental health assistance, these AI-powered assistants provide scalable, accessible solutions for patients and professionals alike. As technology evolves, so does their potential—integrating with wearables, delivering personalised care, and supporting complex diagnoses with impressive accuracy.
Despite the promise, challenges like data privacy, regulatory compliance, and the need for expertly annotated medical datasets remain. iMerit addresses these issues head-on with secure, HIPAA-compliant data solutions, expert-driven annotation services, and domain-specific reinforcement learning support. With its proven track record and deep expertise in healthcare AI, iMerit is empowering organisations to build accurate, ethical, and scalable AI chatbots that are shaping the future of patient-centred care.



Turning Raw Data into AI Insights with Snowflake and Ango Hub
In today’s fast-evolving AI landscape, enterprises face challenges in scaling machine learning workflows from development to production. This blog explores how the integration of Snowflake and iMerit's Ango Hub streamlines AI data pipelines—combining robust cloud data warehousing with advanced multimodal data annotation. Learn how this powerful synergy accelerates model training, enhances data quality, and enables seamless MLOps with automation and human-in-the-loop precision.
Discover how Snowflake and Ango Hub transform raw data into AI insights through seamless integration of cloud storage, automated annotation, and expert validation—empowering scalable, high-quality AI development.



Data Freedom Technical Webinar: Navigating Hypervisor Migration
In a landscape where businesses large and small grapple with the daunting task of workload migration, Veeam stands out as a beacon of simplicity and efficiency. This product demo is your opportunity to discover the edge Veeam can provide to its customers.
In this session, we will discuss:
- Veeam’s Extensive Support: Dive into the vast array of hypervisor and cloud environments that Veeam seamlessly integrates with.
- Strategic Workload Movement: Create a clear, streamlined strategy to transition your workloads with minimal complexity.
- Leveraging Existing Tools: Learn how to effortlessly migrate workloads with Veeam’s powerful tools – many of which you may already possess.
- Watch this product demo to see why Veeam customers always have an advantage when it comes to hypervisor migrations. Register now to take the first step toward mastering your migration journey.



451 Enterprise Buyers Guide
The Enterprise Buyers' Guide to Data Protection 2024 is designed to highlight key market trends and challenges while providing information on what capabilities and processes organizations should consider implementing to ensure their investment in data protection not only meets current requirements but can adapt to modern workloads, including software as a service and cloud‑native architectures, which require higher levels of scalability and data mobility relative to traditional and legacy applications.



Building a Cyber Resilient Data Recovery Strategy
Building a holistic cybersecurity program can be complex and multifaceted, but organizations that leverage frameworks such as the NIST Cybersecurity Framework 2.0, can better establish standards, guidelines and best practices to manage their cybersecurity risk.
With insights and knowledge to utilize Veeam® Data Platform, IT organizations, security teams and responsible decisions makers can build a cyber-resilient data recovery strategy.
Read this new white paper and learn how to:
- Improve cybersecurity through the industry recognized NIST Framework.
- Empower IT to actively participate in the cybersecurity plan.
- Harness Veeam capabilities for your cybersecurity strategy.



The Forrester Wave™: Data Resilience Solutions, Q4 2024
Veeam has been named a Leader in The Forrester Wave™: Data Resilience Solutions, Q4 2024, and achieved the highest score in the strategy category. Additionally, Veeam received above average Customer Feedback in the evaluation.
We believe Veeam received this recognition due to expanding data resilience, data portability, security, and intelligence within our market-leading backup solution. Veeam presents a leading enterprise feature set from continuous product development through innovation and acquisition.
In this complementary report, Forrester evaluates critical factors that customers should consider for their purchase and evaluates each solution based on the following factors:
- Strategy
- Current Offering
- Customer feedback
Download the Forrester Wave™: Data Resilience Solutions, Q4 2024 to find out why Veeam is a Leader.


Is the Virtualization Shake-up Causing a Market Upheaval?
Following Broadcom's acquisition of VMware, 72% of surveyed organizations said that they plan to migrate their servers from VMware in the future, according to a new study conducted by Foundry and CIO.com.
Watch this on-demand webinar for an overview of the survey results and an in-depth discussion on:
- How 550 CIOs are looking at Broadcom, vSphere, and their broader hybrid IT strategies moving forward.
- What is driving these organizations to reconsider their hypervisor and cloud strategies, including timing, skills, tools, and more.
- How Veeam can help users migrate, modernize, and secure their hybrid data estates anywhere.
- How optimizing existing storage or turnkey backup can move data across hypervisors, clouds, virtual and physical servers, and applications.
And more!



Hypervisor Migration: Keeping Data Safe in a Changing Industry
Change is the only true constant in the world, and your virtual datacenter is no exception. Changing a hypervisor is not something that should be taken lightly, so when you are considering this type of switch, you need to review your data resilience strategy too. Whether you’re moving between vendors or migrating to new platforms or locations, Veeam keeps your business running safely, securely, and without loss at any scale.
Watch this webinar with Billy Cashwell and John Annand from Info-Tech to learn more about:
- Migrating without changing your workflow or processes.
- Secure, consistent protection across virtualization platforms.
- How Veeam can protect you through the journey.



Research Report: Vmware Customers Weigh Alternatives
The Broadcom-VMware merger has left many long-standing customers mulling a change in their hypervisors. Foundry and CIO.com's comprehensive survey of over 550 enterprise IT leaders provides an in-depth analysis of this landscape change.
Download this brand new analyst research report and access key insights, like:
- Over 56% of enterprises surveyed plan to decrease their use of VMware over the next year.
- The majority is considering a range of alternatives, with 71% looking at on-prem options.
- 89% expect to need at least one full-time engineer to achieve their desired strategy.



Mastering Hybrid Cloud Backup Costs, Security and Management
Unlock cost-effective hybrid cloud backup strategies. Learn to secure data and improve efficiency with expert tips in this e-book.



The State of Hybrid and Multi Cloud in 2024
Explore insights on hybrid and multi-cloud data protection. Discover how enterprises enhance reliability and secure cloud workloads.

