Alternatives to Mesma
Compare Mesma alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Mesma in 2026. Compare features, ratings, user reviews, pricing, and more from Mesma competitors and alternatives in order to make an informed decision for your business.
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1
DataBuck
FirstEigen
DataBuck is an AI-powered data validation platform that automates risk detection across dynamic, high-volume, and evolving data environments. DataBuck empowers your teams to: ✅ Enhance trust in analytics and reports, ensuring they are built on accurate and reliable data. ✅ Reduce maintenance costs by minimizing manual intervention. ✅ Scale operations 10x faster compared to traditional tools, enabling seamless adaptability in ever-changing data ecosystems. By proactively addressing system risks and improving data accuracy, DataBuck ensures your decision-making is driven by dependable insights. Proudly recognized in Gartner’s 2024 Market Guide for #DataObservability, DataBuck goes beyond traditional observability practices with its AI/ML innovations to deliver autonomous Data Trustability—empowering you to lead with confidence in today’s data-driven world. -
2
Splunk Observability Cloud is a comprehensive, real-time monitoring and observability platform designed to help organizations gain full visibility into their cloud-native environments, infrastructure, applications, and services. It combines metrics, logs, and traces into a unified solution, providing seamless end-to-end visibility across complex architectures. With its powerful analytics, AI-driven insights, and customizable dashboards, Splunk Observability Cloud helps teams quickly identify and resolve performance issues, reduce downtime, and improve system reliability. It supports a wide range of integrations and provides real-time, high-resolution data for proactive monitoring. This enables IT and DevOps teams to detect anomalies, optimize performance, and ensure the health and efficiency of their cloud and hybrid environments.
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3
ServiceNow Cloud Observability
ServiceNow
ServiceNow Cloud Observability is a solution that provides real-time monitoring and visibility into cloud infrastructure, applications, and services. It enables organizations to proactively identify and resolve performance issues by integrating data from various cloud environments into a unified dashboard. With advanced analytics and alerting capabilities, ServiceNow Cloud Observability helps IT and DevOps teams detect anomalies, troubleshoot problems, and ensure optimal system performance. The platform also supports automation and AI-driven insights, allowing teams to respond quickly to incidents and prevent potential disruptions. Overall, it improves operational efficiency and ensures a seamless user experience across cloud environments.Starting Price: $275 per month -
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Riverbed IQ
Riverbed
When organizations invest in an observability platform that unifies data, insights, and actions across IT, they can resolve problems faster, and eliminate data silos, resource-intensive war rooms, and alert fatigue. Riverbed IQ unified observability enables fast, effective decision-making across business and IT, codifying expert troubleshooting knowledge so junior staff can achieve more first-level resolutions, facilitating digital innovation, and continuously improving the digital experience for customers and employees. Broad-based telemetry brings together a unified view of performance and insights, which is the foundation of unified observability upon which all other capabilities are delivered. Riverbed IQ's approach to unified observability begins with our full-fidelity telemetry – across the network and infrastructure and including end-user experience metrics. -
5
EV Observe
EasyVista
Increasing service and support efficiency and business satisfaction starts with predicting and avoiding downtime. EV Observe is a monitoring platform for network, IoT, IT infrastructure, cloud, and application monitoring that delivers an end-to-end service experience. We make it easy for organizations to embrace a proactive and predictive approach to service support, delivery, and observability, including collaborative self-help, self-healing, and comprehensive performance and availability insights. This helps teams to focus on value delivery and innovation that drives business outcomes, resulting in higher employee engagement and a better customer experience, increased productivity, and improved resiliency. Designed for SaaS monitoring in a multi-client, multi-site context for the cloud. Integrated software production tool covering the entire spectrum of software processes, and has instituted DevOps practices. -
6
CR LiftEd
CentralReach
CR LiftEd™ by CentralReach is a cloud-based special education software designed to support educators working with students who have Autism and Intellectual and Developmental Disabilities (IDD). The platform helps teachers, therapists, behavior specialists, and administrators track student progress, manage IEP goals, and collect behavioral and learning data in one centralized system. CR LiftEd replaces manual data collection methods such as paper records and spreadsheets with digital tools that automatically track and visualize progress. Educators can monitor therapy sessions, behavioral observations, and skill acquisition programs while generating reports and progress graphs in real time. By organizing data, collaboration, and reporting in one platform, CR LiftEd helps schools improve teaching efficiency and student learning outcomes.Starting Price: $10 per student per month -
7
Unravel
Unravel Data
Unravel is an AI-native data observability platform designed to help modern enterprises detect, resolve, and prevent data issues at scale. It uses intelligent, automated agents that work alongside data teams to surface insights, guide decisions, and reduce operational toil. Unravel brings data observability and FinOps together, enabling organizations to improve performance, ensure reliability, and optimize cloud data spending. The platform provides end-to-end visibility across pipelines, workloads, and infrastructure. With agent-driven actionability™, Unravel can take action on behalf of teams, integrate directly with existing tools, or recommend next-best actions. It supports major data platforms including Databricks, Snowflake, and Google Cloud BigQuery. By combining automation with human control, Unravel transforms data observability into a collaborative, always-on partner. -
8
TORSH Talent
TORSH
Save time with one platform that puts observation, coaching, and professional learning in one convenient and robust package. Whether you work in one location or many, TORSH Talent puts everything you need at your fingertips, no matter where you are. Inspire your staff by investing in their professional growth with a platform they love that integrates easily into their existing routines. TORSH Talent provides unmatched security and a platform that scales from a small team to a geographically diverse network. TORSH Talent enables you to quickly and effectively identify opportunities for improvement. Bring a cost-efficient tool to your organization to maximize the growth and improvement potential for your team. TORSH Talent provides you with an exceptional framework for collaborating, performing observations, and delivering evidence-based feedback. The time-synced commenting feature allows you to mark a moment in a recorded video observation with a text or audio comment.Starting Price: $9.90 per month -
9
Revolte
Revolte.ai
Revolte is an AI-powered software engineering platform that automates the software development lifecycle from planning to production. The platform executes development, testing, deployment, and runtime operations while keeping engineers in control of requirements, approvals, and outcomes. It integrates with popular engineering tools such as Jira, Git, Figma, Kubernetes, Terraform, Slack, and cloud platforms to fit into existing development workflows. Revolte supports building new applications, modernizing legacy systems, operating production environments, and accelerating feature delivery through AI-driven workflows. Delivery Intelligence, platform automation, and runtime observability help engineering teams improve release quality while reducing manual work. By combining AI execution with developer oversight, Revolte enables faster software delivery, more efficient operations, and fewer production incidents.Starting Price: $149/month -
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Tanzu Observability
Broadcom
Tanzu Observability by Broadcom is a high-performance observability platform designed to monitor, analyze, and optimize cloud-native applications and infrastructure. It provides real-time visibility into the health, performance, and operations of complex applications by collecting and analyzing metrics, traces, and logs. Tanzu Observability leverages advanced AI and machine learning capabilities to detect anomalies and provide actionable insights, helping businesses proactively manage and optimize their digital environments. The platform’s scalable architecture supports large-scale deployments and offers deep insights into application performance, enabling faster troubleshooting and enhanced decision-making. -
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Live Site Map
Live Site Map
Live Site Map is an Information Location platform that helps organisations connect operational information to real-world locations. Instead of searching through folders, spreadsheets and disconnected systems, teams can view information directly on interactive maps and site plans. Create location-based records for assets, inspections, defects, maintenance activities, field observations, photos, documents and custom data. Upload site plans, overlay drawings, add GPS-enabled map elements, and collaborate with your team through a shared visual workspace. Live Site Map is designed for organisations that manage physical assets, infrastructure, construction projects, facilities and field operations. Teams always know what information exists, where it belongs and what has changed over time. Key features include: Interactive maps and site plans GPS-linked records and assets Photo and document management Field inspections and observations Custom map elements and work zonesStarting Price: $79 -
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Sesame
Sesame
Sesame envisions a future where computers are lifelike, capable of seeing, hearing, and collaborating with users naturally. Central to this vision is developing a personal companion, an ever-present, intelligent friend, and conversationalist that keeps users informed and organized, aiding them in becoming better versions of themselves. To experience this innovation, users can try Sesame's research demo. Additionally, Sesame is designing lightweight eyewear intended for all-day wear, providing high-quality audio and convenient access to the companion, enabling it to observe the world alongside the user. The interdisciplinary team at Sesame is dedicated to making voice companions practical for daily life, focusing on integrating natural human-voice interactions to bridge the gap between humans and computers. -
13
Quantified AI
Quantified.ai
Improve sales performance and onboard faster with realistic, AI role-play simulations, data-driven insights, and AI coaching. Quantified’s AI sales simulator is like a flight simulator for sellers, offering an innovative, effective, and fun way for your reps to frequently practice with a customized avatar. Quantified helps organizations provide high-quality, personalized feedback based on observable game tape, benchmarking and AI-based insights that lead to better outcomes. Quantified enables you move beyond message memorization to assess strengths and weaknesses at the rep level to unlock potential and drive sales performance. Quantified creates fun, realistic simulations of your actual , customer-facing conversations for everyone on your sales team, providing real-time performance feedback with a coaching plan to improve specific behavioral skills proven to improve sales performance. -
14
ProgressTeaching
ProgressTeaching
ProgressTeaching is a teaching improvement platform used in primaries, secondaries and MATs across the country. It gives teachers more opportunities to talk about their development needs and improve their teaching. Our teaching improvement platform is so effective that it saves schools up to 800 hours of lost teaching time a year. ProgressTeaching lets you focus on teacher feedback by providing quality information about areas for improvement. Preparing for an observation takes moments not hours. All of the information you need such as seating plans, contextual student information, and attainment and progress for each student, is logged and ready to view. -
15
SureHarvest
SureHarvest
SureHarvest’s technology platform includes three core web-based software solutions designed to help growers, handlers, and agrifood companies pursue sustainability strategies and optimize farm operations. It is a customizable, secure, confidential system for sustainability assessments, certifications, farming decision support, metrics tracking, and reporting, enabling organizations to measure performance, manage audits, document results, and create action plans for continuous improvement. Farming MIS is an integrated farm management workflow system with modules for scouting, sampling, food safety, pest and nutrition tracking, soil and water activities, yield estimation and harvest tracking, planting and field maintenance, compliance reporting, and centralized data collection that works offline in the field and synchronizes later. It supports streamlined data collection and analysis, records quality and safety observations, manages irrigation, and more. -
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ChildDiary
ChildDiary
Save hours with your observations, where you can attach photos or videos, add curriculum tags such as Aistear... or create your own customized curriculum tags. Build childrens' portfolios without stress or overwhelm! All the observation records that you create in ChildDiary are linked to Aistear, Siolta and Montessori, which links to Curriculum Planning, Activities planning, Group and Curriculum Reports (great for inspections for Department of Education or Tusla Inspections) and Individual Assessment Reports. You can save the information only for you or your setting, or share it with the families. When you decide to share with the families, you'll have access to two popular features: "Seen by" to check who saw what you shared, and "Disable comments". Book video calls for your team meetings, meetings with parents, or remote education in an easy, quick and safe way. Add curriculum tags to your observations. -
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PowerSchool Perform
PowerSchool
PowerSchool Perform is a K-12 teacher evaluation software designed to improve teacher support and retention through flexible, comprehensive evaluations. It enables schools to conduct in-person or virtual observations, peer reviews, and self-assessments. The platform simplifies management by tracking evaluation tasks and approvals centrally. Evaluations are turned into personalized growth plans by integrating directly with PowerSchool Professional Learning. PowerSchool Perform supports evaluations for all staff roles, from teachers and principals to support personnel. It provides clear feedback to help educators grow and improve student outcomes. -
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QCView
HTS
QCView is a cloud-based construction quality management solution that helps reduce the cost and time lost due to quality issues in the field. QCView streamlines the workflow for the inspection and observation process, provides project teams with a visual representation of the status of these activities, and reports out key quality control metrics such as project inspection pass rates which helps projects stay informed. Automate the processing, tracking and reporting of quality metrics for inspections and observations. Stay ahead of the curve with our patented Visual Fragnet maps. Get a birds eye view and immediately see in real-time the status of inspections for your project. This enables you to focus resources on areas of need and avoid the headache of surprises down the road. -
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MdE ADORE
MdE ADORE
If weaknesses in your field training documentation are creating issues for your department, ADORE is software that your department needs. ADORE stands for AutomateD Observation Reports and Evaluations and is designed to ease the headache of paperwork created by the reports that training officers are required to do. MdE has 19 years of experience providing training software for EMS and other public safety officials. ADORE is the industry leader in automating evaluations and observation reports nationwide. When you need training software for EMS personnel or public safety crews, we offer several options that provide quality results. Start with one model and transition to another, and coordinate with our team when you require support. Make smarter, data-driven decisions with this central location for trainee performance. Standardize training for each area/division where field training occurs. -
20
ZARUS
Maiora
ZARUS is Maiora’s end-to-end No-Code/Low-Code Data Infrastructure Platform designed to help enterprises integrate, govern, transform, visualise, and observe data seamlessly across cloud, on-premises, and legacy systems. Built for speed, scalability, and compliance, ZARUS eliminates data silos, streamlines workflows, and enables organisations to unlock real-time, AI-ready insights without the burden of high-code development or multiple toolchains. With pre-built connectors, advanced data quality management, observability dashboards, and secure governance frameworks, ZARUS empowers CIOs, CTOs, CDOs, and CFOs to make faster, smarter decisions while reducing operational complexity and costs. -
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Karryos
Karryos
Kayrros is the leading global asset observation platform built on fundamental science, strong R&D and leading technology. Harnessing satellite imagery, geolocation data, textual information and multiple sources of unconventional data with machine learning, natural language processing and advanced mathematics, Kayrros monitors and measures energy, natural resource and industrial activity worldwide. Kayrros integrates satellite imagery, unconventional data and market information on the leading global asset observation platform to deliver customer-specific solutions for decision-making in the energy, natural resource and industrial markets, while measuring environmental impact and providing insight on climate risk. Understanding what is happening in a specific location across the world, or having a clear view of how a crisis impacts an industry, is key to making the best decision possible. -
22
Observe
Observe
Observe – the AI-powered observability company – is reinventing how businesses detect anomalies, troubleshoot applications, and resolve incidents to deliver exceptional customer experiences. Only Observe eliminates silos of logs, metrics, and traces by storing all data in a single, cost-efficient data lake, analyzing all telemetry data using a single language, and providing access through a single, consistent, user interface. Observe’s AI-Powered Observability enables companies to resolve software incidents three times faster at one-third the cost. Customers such as Capital One, Dialpad AI, Top Golf and more trust Observe to turn their data into actionable insights.Starting Price: $0.35 Per GiB -
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Observe.AI
Observe.AI
Observe.AI powers end-to-end quality management with the most accurate speech analytics for Contact Centers. With its Voice AI Platform, support teams analyze 100% of voice calls for quality and compliance, automate agent evaluations, and improve coaching. Analyze Calls for 100% compliance and call quality monitoring, so you'll never miss an opportunity or risk. Evaluate Agents with automated agent evaluations, and build trust with accurate data while fixing broken processes. Coach Teams with targeted coaching, know what training programs drive change, and replicate what top supervisors and trainers do best. Observe.AI uses the industry’s most accurate conversation intelligence engine to analyze customer interactions across every channel, giving you visibility into what's happening in your business. We incorporate these insights into evaluation and coaching workflows to improve agent and seller performance at scale—in one seamless platform. -
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Luciq
Luciq
Luciq is an AI-powered mobile observability platform designed for app developers and enterprises to monitor, diagnose, and improve mobile applications seamlessly. The solution brings together bug reporting, crash analytics, session replay, and performance monitoring in one unified SDK that supports Android, iOS, web and hybrid apps. It enables users to capture detailed device logs, network traces, annotated screenshots, videos and user feedback, while automatically correlating events and errors using machine learning to prioritize issues by impact. Developers gain visibility into user sessions where things went wrong, reproduce defects through replay, and resolve issues faster using integrations with JIRA, Slack, Zapier, Zendesk and other tools. With Luciq’s “Agentic Mobile Observability” approach, the system surface the most critical problems, suggests root-causes and even recommends remediations, helping teams increase velocity, improve app stability and enhance user experience. -
25
Remedico
Remedico
Remedico: A Patient Relationship Management Software for dental clinics, crafted to redefine the future of dental care and clinic operations. Key Features: Smart Appointments™: Efficient scheduling for enhanced clinic workflow. HyperRealistic 3D Dental Chart™: Detailed and interactive patient charting. Treatment Case & Plan Management: Tailored for individual patient needs. Patient Flow™: Streamlines the patient journey, improving experience. Observation Reminders: Set observation reminder on any patient or any treatment case Retention Booster™: AI-enhanced communication tools for higher patient retention. Patient Quiz: Gather patient's personal and medical information easier Dentaverse™: Revolutionary VR application for vivid treatment visualization. With Remedico, clinics embrace a future where patient care and clinic efficiency are seamlessly integrated, fostering growth and patient satisfaction.Starting Price: $99 per month -
26
Avrea
Avrea
Avrea is a CI/CD platform built for the AI era. Once code is created by a developer or an AI agent, Avrea ensures it can be tested, validated, and shipped faster, more often, and with higher quality. The platform includes lightning-fast CI runners, intelligent caching, deep pipeline observability, and AI-powered features that improve build reliability and test quality. Migration is a one-line change in your workflow, and Avrea is enterprise-ready with SOC 2 and ISO 27001 certifications.Starting Price: $0.004 per minute -
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Respan
Respan
Respan is a self-driving observability and evaluation platform built specifically for AI agents. It enables teams to trace full execution flows, including messages, tool calls, routing decisions, memory usage, and outcomes. The platform connects observability, evaluations, and optimization into a continuous improvement loop. Metric-first evaluations allow teams to define performance standards such as accuracy, cost, reliability, and safety. Respan also includes capability and regression testing to protect stable behaviors while improving new ones. An AI-powered evaluation agent analyzes failures, identifies root causes, and recommends next steps automatically. With compliance certifications including ISO 27001, SOC 2, GDPR, and HIPAA, Respan supports secure, large-scale AI deployments across industries.Starting Price: $0/month -
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Censius is an innovative startup in the machine learning and AI space. We bring AI observability to enterprise ML teams. Ensuring that ML models' performance is in check is imperative with the extensive use of machine learning models. Censius is an AI Observability Platform that helps organizations of all scales confidently make their machine-learning models work in production. The company launched its flagship AI observability platform that helps bring accountability and explainability to data science projects. A comprehensive ML monitoring solution helps proactively monitor entire ML pipelines to detect and fix ML issues such as drift, skew, data integrity, and data quality issues. Upon integrating Censius, you can: 1. Monitor and log the necessary model vitals 2. Reduce time-to-recover by detecting issues precisely 3. Explain issues and recovery strategies to stakeholders 4. Explain model decisions 5. Reduce downtime for end-users 6. Build customer trust
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INDUS.AI
INDUS.AI
Instill a Culture of Safety. Automate Observations and Reduce Safety Risks. Transparency and Visibility the INDUS.AI Way Make faster and more informed data-driven decisions, stay on top of your project, and keep all stakeholders informed while reducing surprises, delays, cost overruns, and claims. Improve Efficiency, Transparency, and Safety At Your Job Sites Construction safety reports for General Contractors Solutions for General Contractors. Make data-driven decisions with actionable insights. Protect your margins and improve profitability. Decrease time on claim disputes and subcontractor coordination. Attract and retain talent. Solutions for Developers. Gain real-time visibility and transparency. Proactively identify and mitigate project risks. Track jobsite health to minimize schedule surprises. Improve safety and compliance to reduce liability issues. NDUS.AI is the only AI construction platform that collects and analyzes site data -
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VeriCuda
VeriCuda
VeriCuda quality management is the performance platform for food manufacturing. Recent changes in regulatory audits are calling out food safety culture. VeriCuda makes it easy to meet these requirements by offering user-friendly inspection software that allows input from your team. Make and track observations from a desktop, tablet, or mobile device. Built-in checks are created, allowing all tasks to be closed out. KPIs are tracked in real-time, so you can quickly monitor progress. Generate reports at the click of a button. Follow and meet food safety management guidelines based on the Global Food Safety Initiative. Provides immediate communication to senior management of observations and completion status. Automate and organize major and minor observations at the click of a button. Keep track of compliance checks and requirements. Stay organized and create a strong and positive food safety culture. -
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XPS Network
Sideline Sports
Power your coaching philosophy with XPS Network. You need a powerful solution for your athletes to excel. Analyze performance and training. Create high levels of accountability and feedback. Communicate with your athletes and coaches. Build your lifetime of coaching observation. Organization & Planning. Build your master plan based on your coaching philosophy. Plan all team and individual sessions. Get a complete overview of all activities in your club. Communication. Share all preparations for match and training. Give instructions impossible to misunderstand. Keep all communication in one place. Analyze performance and training. Monitor readiness, wellness and training load. Make data-driven coaching decisions. From managing single athletes to national teams, trainers and coaches use XPS Network to improve their performance. -
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EarlyWorks
EarlyWorks
EarlyWorks is a comprehensive early childhood programming, documentation, portfolio and family communication system. EarlyWorks simplifies and streamlines all aspects of childcare documentation and programming across an entire service. EarlyWorks allows educators to make visible the quality of the program being delivered each day in every room of the service. Observations, analysis of learning, planning, implementation, and evaluation of experiences, can all be documented and easily linked as part of an ongoing cycle. EarlyWorks makes it easy to keep families informed about the program and their child’s progress in real time. Every child’s learning and development can be easily monitored and assessed at any time. Individual planning cycles, learning journeys and learning profiles are updated by EarlyWorks every time documentation is added. Administrators and educators can contribute towards the service’s Quality Improvement Plan. -
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Incy.io
Plan Brothers
Incy.io by Plan Brothers is an observation and incident reporting platform for companies of all sizes. Easy to use for everyone, Incy.io helps companies boost incident and observation reporting processing by offering a wide range of tools in a single solution. These include tools for tracking incidents and observations, reporting with any device, adding pictures, videos, and files to observations made, incident categories, and so much more.Starting Price: $280.00/month -
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StackState
StackState
StackState's Topology and Relationship-Based Observability platform lets you manage your dynamic IT environment more effectively by unifying performance data from your existing monitoring tools into a single topology. Enabling you to: 1. 80% Decreased MTTR: by identifying the root cause and alerting the right teams with the correct information. 2. 65% Fewer Outages: through real-time unified observability and more planful planning. 3. 3x Faster Releases: by giving time back to developers to increase implementations. Get started today with our free guided demo: https://www.stackstate.com/schedule-a-demo -
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Veritus
Veritus
Veritus is an AI-accelerated workflow automation and negotiation platform that helps lending and financial services teams automate debt servicing, collections, and client communications with intelligent processes designed to improve outcomes and compliance. It provides a rules-based negotiation engine that dynamically offers payment plans, settlements, and hardship options according to configurable policies, along with omnichannel engagement across voice, SMS, email, and chat, where AI agents maintain full conversation context and adapt based on borrower responses. It supports compliance management with built-in enforcement of regulations like FDCPA and TCPA, automatic cadence limits, and consent controls, and includes real-time observability and QA tools that analyze interactions for sentiment, compliance scorecards, and call quality metrics. -
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GIM Suite
acQuire
With seamless integration across desktop, web and mobile, GIM Suite enables the capture, management and delivery of geoscientific observations and measurements in any environment. The powerful data management capabilities in GIM Suite improve confidence in decision-making across the mining value chain because you are always working from a single source of truth for one of your most important assets – your geological data. Miners are collecting and using more data than ever before. Smart mining techniques and practices give companies access to more complex deposits. Your geological data is part of a wider mining ecosystem and, when properly integrated, can inform optimizations elsewhere. A single, trusted version of your data can be safely accessed across teams, with everyone in your organization working with the same information. -
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Kazuhm
Kazuhm
The Internet of Things (IoT) is forecast to reach 41B devices that will create over 76ZB of data by 2025. Organizations are deploying IoT programs to improve manufacturing processes and employee safety. Industries from utilities to agriculture to energy to healthcare are improving operations with networks of connected sensors that tell us all kinds of observable and actionable information. But to realize the value of IoT programs, data needs to be processed fast enough to affect decisions in microseconds. And data processing and storage costs need to be low enough for organizations to achieve a positive ROI. Kazuhm is a brand new distributed computing technology that enables IoT data to be processed across IoT networks, on the devices where it is generated, to achieve ultra-low latencies at a lower cost than the cloud or even the edge. -
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Arize AI
Arize AI
Automatically discover issues, diagnose problems, and improve models with Arize’s machine learning observability platform. Machine learning systems address mission critical needs for businesses and their customers every day, yet often fail to perform in the real world. Arize is an end-to-end observability platform to accelerate detecting and resolving issues for your AI models at large. Seamlessly enable observability for any model, from any platform, in any environment. Lightweight SDKs to send training, validation, and production datasets. Link real-time or delayed ground truth to predictions. Gain foresight and confidence that your models will perform as expected once deployed. Proactively catch any performance degradation, data/prediction drift, and quality issues before they spiral. Reduce the time to resolution (MTTR) for even the most complex models with flexible, easy-to-use tools for root cause analysis.Starting Price: $50/month -
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Therap
Therap Services
Therap is the industry leader in providing electronic records and documentation in long-term care services for people with Intellectual or Developmental Disabilities. Therap is a web-based application suite that was designed to provide a comprehensive solution for the planning, documentation, reporting, communication and billing needs of organizations supporting people with intellectual and developmental disabilities in home and community-based services (HCBS) and other settings. Using secure cloud technology, the Therap system improves the quality of service within day programs, assisted living facilities, ICF/IID facilities, community support programs and state organizations. Daily communication and reporting between the states, administrators, health care professionals, case managers, quality assurance teams and families becomes seamless. -
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iceDQ
iceDQ
iceDQ is the #1 data reliability platform offering powerful, unified capabilities for Data Testing, Data Monitoring, and Data Observability. Designed for modern data environments, iceDQ automates complex data pipelines and data migration testing to ensure accuracy, integrity, and trust in your data systems. Its AI-based observability engine continuously monitors data in real-time, quickly detecting anomalies and minimizing business risks. With robust cross-platform connectivity, iceDQ supports seamless data validation, data profiling, and data reconciliation across diverse sources — including databases, files, data lakes, SaaS applications, and cloud environments. Whether you're migrating data, ensuring ETL/ELT process quality, or monitoring live data streams, iceDQ helps enterprises deliver high-quality, reliable data at scale. From financial services to healthcare and beyond, organizations rely on iceDQ to make confident, data-driven decisions backed by trusted data pipelines.Starting Price: $1000 -
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Apica
Apica
Apica is the observability cost optimization leader helping IT teams gain complete control over their telemetry data economics. Apica Ascent processes all observability data types including metrics, logs, traces, and events while optimizing observability costs by 40% compared to traditional approaches. Unlike solutions that lock users into proprietary formats, Ascent offers true flexibility with support for any data lake of choice, on-premises or cloud deployment options, and elimination of expensive tool sprawl through modular solutions. Built to handle high-cardinality data that overwhelms competitive solutions, Ascent includes the patented InstaStore™ optimized storage technology for maximum efficiency and advanced root cause analysis capabilities. Organizations choose us to make observability investments that reduce costs instead of spiraling them out of control. -
42
HoneyHive
HoneyHive
AI engineering doesn't have to be a black box. Get full visibility with tools for tracing, evaluation, prompt management, and more. HoneyHive is an AI observability and evaluation platform designed to assist teams in building reliable generative AI applications. It offers tools for evaluating, testing, and monitoring AI models, enabling engineers, product managers, and domain experts to collaborate effectively. Measure quality over large test suites to identify improvements and regressions with each iteration. Track usage, feedback, and quality at scale, facilitating the identification of issues and driving continuous improvements. HoneyHive supports integration with various model providers and frameworks, offering flexibility and scalability to meet diverse organizational needs. It is suitable for teams aiming to ensure the quality and performance of their AI agents, providing a unified platform for evaluation, monitoring, and prompt management. -
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HCL iControl
HCLSoftware
HCL iControl is a part of Intelligent Full Stack Observability offering under the HCLSoftware AI & Intelligent Operations framework. It offers real-time visibility into critical business processes, empowering teams to proactively manage their business operations. It eliminates blind spots by providing a holistic view, enabling businesses to predict and prevent issues in real-time. This translates to faster decisions, improved efficiency, and better control over business. -
44
OpenMetadata
OpenMetadata
OpenMetadata is an open, unified metadata platform that centralizes all metadata for data discovery, observability, and governance in a single interface. It leverages a Unified Metadata Graph and 80+ turnkey connectors to collect metadata from databases, pipelines, BI tools, ML systems, and more, providing a complete data context that enables teams to search, facet, and preview assets across their entire estate. Its API‑ and schema‑first architecture offers extensible metadata entities and relationships, giving organizations precise control and customization over their metadata model. Built with only four core system components, the platform is designed for simple setup, operation, and scalable performance, allowing both technical and non‑technical users to collaborate on discovery, lineage, quality, observability, collaboration, and governance workflows without complex infrastructure. -
45
Observe
BigBear.ai
A unique data collection and curation capability designed to derive insights out of enormous volumes of publicly available data from multiple domains. Observe captures and distills relevant data into organized sets of information, forming a coherent and continuously updated view of the situations that matter to you anywhere on the globe. Our collections cover many subjects including facilities, location, news, events, social media, public communications, internet services, and more. For situations that require a more customized solution, Observe collections can be used to enrich your proprietary data and analytics via modern, robust APIs. Use publicly available data for sentiment analysis, communication monitoring, and detection of significant events. Eliminate the need for engineering expertise, allowing decision-makers to gather valuable data with ease. Observe delivers near real-time visibility into relevant data. -
46
Nembørn
Nembørn
Nembørn is a vertical ERP solution explicitly designed for childcare centers, from preschools to large multi-site organizations, offering full-cycle operational tools to streamline administration and strengthen brand presence. The platform supports enrollment & capacity management, enabling centers to track availability, manage waitlists, and allocate spaces efficiently. It features billing & payments capabilities with centralized invoicing, voucher handling, split payments, reminders, and dashboard insights for financial oversight. For parent communication & attendance, nembørn offers a branded mobile app and web portal where attendance is recorded, real-time messaging and live translation are supported, and engagement with families is enhanced. Its curriculum module allows staff to integrate their educational framework into the system, document observations, build activity libraries, and facilitate teacher-led learning experiences.Starting Price: Free -
47
ObserveNow
OpsVerse
OpsVerse's ObserveNow is a fully managed observability platform that integrates logs, metrics, distributed traces, and application performance monitoring into a single solution. Built on open source tools, ObserveNow offers rapid deployment, enabling users to start observing their infrastructure within minutes without extensive engineering effort. It supports deployment across various environments, including public clouds, private clouds, or on-premises, and ensures data compliance by allowing data to remain within the user's network. Features include pre-configured dashboards, alerts, anomaly detection, and workflow-based auto-remediation, all aimed at reducing the mean time to detect and the mean time to resolve issues. Additionally, ObserveNow offers a private SaaS option, providing the benefits of SaaS within the user's network or cloud, and operates at a fraction of the cost of traditional observability solutions.Starting Price: $12 per month -
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ELLIO
ELLIO
IP Threat Intel delivers real-time threat intelligence that helps security teams reduce alert fatigue and speed up triage in TIPs, SIEM & SOAR platforms. Available as an API for your SIEM/SOAR/TIP or as a local database for most demanding on-premise workloads. The feed provides detailed information on IP addresses observed in the last 30 days, including ports targeted by an IP. Updated every 60 minutes, it reflects the current threat landscape. Each IP entry includes context on event volume over the past 30 days and the most recent detection by ELLIO's deception network. Provides a list of all IP addresses observed today. Each IP entry includes tags and comments with context on targeted regions, connection volume, and the last time the IP was observed by ELLIO's deception network. Updated every 5 minutes, it ensures you have the most current information for your investigation and incident response.Starting Price: $1.495 per month -
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Virtana Platform
Virtana
Know before you go to the public cloud with a single AI-powered observability platform to migrate, control cost, optimize performance, monitor, and drive uptime for your infrastructure across data centers, private and public clouds. The most difficult challenges facing enterprises as they seek to leverage public clouds are how to “know before you go” which workloads to migrate and how to avoid unexpected costs and performance degradation once workloads are operating in the cloud. With the Virtana unified observability platform, you can migrate and optimize across hybrid, public, and private cloud environments. This modular hybrid-cloud infrastructure optimization platform collects high-fidelity data — then apply AIOps technologies, including machine learning and advanced data analytics to to provide intelligent observability of singular workloads to make better decisions about what to move and where to move it while still meeting performance requirements. -
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OpenLIT
OpenLIT
OpenLIT is an OpenTelemetry-native application observability tool. It's designed to make the integration process of observability into AI projects with just a single line of code. Whether you're working with popular LLM libraries such as OpenAI and HuggingFace. OpenLIT's native support makes adding it to your projects feel effortless and intuitive. Analyze LLM and GPU performance, and costs to achieve maximum efficiency and scalability. Streams data to let you visualize your data and make quick decisions and modifications. Ensures that data is processed quickly without affecting the performance of your application. OpenLIT UI helps you explore LLM costs, token consumption, performance indicators, and user interactions in a straightforward interface. Connect to popular observability systems with ease, including Datadog and Grafana Cloud, to export data automatically. OpenLIT ensures your applications are monitored seamlessly.Starting Price: Free
