# Telmai Reviews **Vendor:** Telmai **Category:** [Data Observability Software](https://www.g2.com/categories/data-observability) **Average Rating:** 4.9/5.0 **Total Reviews:** 22 ## About Telmai Telmai is an AI-powered data observability platform that continuously monitors data across every stage of the pipeline—from ingestion to business applications. Designed for structured and semi-structured data, Telmai automatically detects anomalies, drifts, and data quality issues in real-time without sampling, ensuring reliable data for business intelligence, analytics, and AI workloads. Telmai's open architecture enables seamless data quality monitoring across the entire pipeline, integrating with over 250 systems, including data lakes, warehouses, streaming sources, and cloud storage. This provides deep insights into the health, accuracy, and consistency of data in complex environments. Telmai’s low-code interface empowers both business and technical teams to define custom metrics, automate remediation workflows, and ensure data is always actionable and reliable. ## Telmai Pros & Cons **What users like:** - Users praise the **ease of use** of Telmai, highlighting its quick setup and intuitive interface. (7 reviews) - Users value the **automation** capabilities of Telmai, enhancing data quality while reducing manual effort and operational costs. (5 reviews) - Users value Telmai's **real-time anomaly detection** , ensuring data reliability and quality with minimal operational effort. (4 reviews) - Users commend Telmai for its **superior data quality** , enabling proactive monitoring and reducing manual oversight effortlessly. (4 reviews) - Users praise Telmai for its **easy integrations** , enhancing data observability and complementing diverse data environments effortlessly. (4 reviews) - Users appreciate the **efficiency improvement** of Telmai, enabling quick anomaly detection and reducing manual monitoring efforts. (4 reviews) - Users value Telmai for its **real-time monitoring** , enhancing data reliability and reducing manual oversight efforts effectively. (4 reviews) - Scalability (4 reviews) - Automation Features (3 reviews) - Customer Support (3 reviews) **What users dislike:** - Users indicate that **error handling could be improved** , as they initially had to create external alerting workflows. (2 reviews) - Users face a **steep learning curve** with Telmai, requiring significant effort to train and configure effectively. (2 reviews) - Users find **limited functionality** in Telmai, requiring extra effort to navigate its metrics and manage tables efficiently. (2 reviews) - Users find the **UX improvement** of Telmai necessary, as the interface can be unintuitive and cumbersome for large datasets. (2 reviews) - Users have faced challenges with setting up a **robust alerting workflow** , requiring external tools for effective management. (1 reviews) - Users note a **difficult learning curve** for data analysts, requiring time to grasp Telmai's full capabilities. (1 reviews) - Difficult Setup (1 reviews) - Users note that Telmai can be **expensive** due to its advanced features and required setup efforts. (1 reviews) - Limited Features (1 reviews) - Limited Flexibility (1 reviews) ## Telmai Reviews ### 1. Telmai is essential for maintaining trust and reliability in production data pipelines **Rating:** 5.0/5.0 stars **Reviewed by:** Valerie S. | Senior Data Reliability Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** January 23, 2026 **What do you like best about Telmai?** Telmai has fundamentally changed how we approach data reliability at scale. The ML-driven anomaly detection catches issues in our pipelines before they impact downstream consumers—things like schema drift, data freshness violations, and statistical outliers that would be nearly impossible to monitor manually across our data estate. What sets it apart is the balance between automation and control: we get intelligent, out-of-the-box checks that adapt to our data patterns, but we can also define custom validation rules for business-critical datasets. This has shifted our team from firefighting data incidents to proactively maintaining SLAs, and the automated alerting means stakeholders get notified immediately when thresholds are breached. The integration with our existing stack of cloud data storage providers like Amazon S3, Google, Snowflake, and Starburst was straightforward, and it scales without adding significant compute overhead. Telmai has become a non-negotiable part of our data reliability infrastructure. I am using the tool on a daily basis. Additionally, the support from the Telmai team has been fantastic. They are always willing to help with a tricky SQL-based data quality rule implementation or to help troubleshoot any issues we're having with the platform. The team is very receptive to our product feedback as well. **What do you dislike about Telmai?** The system’s basic error handling works well, but initially we needed to build a more robust alerting workflow outside of Telmai. We connected Telmai's email data alerts to trigger a Zapier workflow, pushing tickets to Jira and alerts to Slack. This workflow took some extra time to set up. The team has since implemented new features like a direct Slack integration, but since we already have a setup that works we haven't tested it out yet. With the improvements the team has already made it's likely that this outside workflow would not be needed today. **What problems is Telmai solving and how is that benefiting you?** Prior to implementing Telmai, our data quality management was almost entirely reactive. We typically discovered issues only after they had already impacted end users—whether through customer reports, escalations from our GTM teams, or ad-hoc queries from analysts and engineers who happened to encounter anomalies in their workflows. This created significant lag time between when issues were introduced and when they were detected, often resulting in downstream impacts to business decisions and customer trust. Telmai's comprehensive suite of out-of-the-box monitors has fundamentally shifted us from reactive to proactive data quality management. We now catch data anomalies—including freshness delays, schema changes, null rate spikes, and statistical outliers—within minutes of occurrence, often before any downstream consumer is affected. More importantly, we're identifying entire categories of data quality issues that would have gone completely undetected under our previous manual approach, such as subtle distribution shifts or gradual data degradation over time. One of the most valuable workflow improvements has been incorporating Telmai monitoring into our incident resolution process. For every data quality issue we remediate, we now establish Telmai observability as part of our "definition of done." This means we're building a comprehensive safety net of monitors that guard against regression—if a pipeline breaks in the same way again, or if we ingest data from a problematic source exhibiting similar quality issues, our team is immediately alerted and can triage and resolve the problem before it propagates. This has dramatically reduced our mean time to detection (MTTD) and mean time to resolution (MTTR). Telmai hasn't just improved our data quality—it's transformed our entire operational model around data reliability and observability. ### 2. Telmai Transformed Our Data Quality with Proactive Monitoring and Seamless Scaling **Rating:** 5.0/5.0 stars **Reviewed by:** Archana R. | Data Reliability Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** January 23, 2026 **What do you like best about Telmai?** Telmai has transformed our approach to data quality by identifying and automatically resolving data inconsistencies before they cause disruptions. This proactive monitoring minimizes reactive manual work and frees our engineering team to focus on strategic initiatives. The platform's intuitive interface empowers both business and technical users to define data policies, ensuring compliance while reducing risk. Telmai integrates seamlessly into our complex data environment, scaling to our needs without adding operational overhead or cloud costs. **What do you dislike about Telmai?** While the system offers basic error handling, built-in advanced error handling and support would be a great addition. The Telmai team has assured us that this feature is on their roadmap for later this year. **What problems is Telmai solving and how is that benefiting you?** With Telmai, defining data policies is simple for technical and business users, helping us meet compliance standards and reduce risks effectively. Its ability to scale within our existing data environment without increasing operational overhead or cloud expenses ensures sustainability. ### 3. Powerful Data Observability with Real-Time Insights, Worth the Initial Setup **Rating:** 4.5/5.0 stars **Reviewed by:** mithil m. | SAP Basis Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** November 04, 2025 **What do you like best about Telmai?** he most helpful thing about Telmai is that it provides complete, end-to-end data observability without relying on sampling. It continuously monitors data across the entire pipeline — from ingestion to consumption, detecting anomalies, drifts, and quality issues in real time. Its support for multiple data formats and open architectures makes it easy to integrate with modern data stacks, while the no/low-code interface helps both technical and business users identify and fix problems quickly. Overall, Telmai is most helpful in ensuring trust, accuracy, and reliability of enterprise data with minimal operational effort. The main upsides of using Telmai are its strong data reliability, visibility, and ease of use. It ensures full data observability across pipelines without sampling, so every record is checked for accuracy. Telmai’s real-time anomaly detection helps catch issues early, preventing bad data from affecting analytics or AI models. It’s highly integrative, supporting diverse data formats and cloud or on-prem systems, making it flexible for complex enterprise environments. The low-code interface and automated insights save time for data engineers and make it accessible to business teams too. Overall, Telmai improves data quality, trust, and operational efficiency while reducing manual monitoring effort. **What do you dislike about Telmai?** he main downsides of Telmai are its initial learning curve and the effort needed to train and configure it effectively. Managing a large number of data assets can be a bit cumbersome, and some users feel the UI could be more intuitive for large-scale operations. Additionally, because Telmai offers full data validation and advanced monitoring, it can be costlier than simpler data-quality tools. Overall, while powerful, it requires some setup time and planning to get the most value from it. **What problems is Telmai solving and how is that benefiting you?** Telmai solves the problem of poor data visibility and quality across complex data pipelines. It detects issues like missing values, schema drifts, and data anomalies in real time, ensuring every record is validated instead of relying on samples. This helps catch problems early, preventing bad data from affecting analytics or AI models. For users, it brings greater trust, faster issue resolution, and reduced manual monitoring, ultimately improving data reliability and decision-making across the organization. ### 4. Smoothless Data Quality Tracking with Time-Saving Automation **Rating:** 4.0/5.0 stars **Reviewed by:** Pradyumn G. | Project Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 19, 2025 **What do you like best about Telmai?** I like Telmai because it is simple to track data quality and it quickly spot the issues without needing complicated setup. It saves time by automated checks and clear the alerts. **What do you dislike about Telmai?** Some deeper insights of Telmai application feels limited and understanding the detailed metrics takes extra attention. Few advanced options of Telmai feel less flexible than expected. **What problems is Telmai solving and how is that benefiting you?** Telmai helps me to catch the data issues early as compared to other applications. It reduces manual efforts and keeps the data quality consistent. Telmai gives me more confidence in reporting as it identifies data gaps easily. ### 5. Effortless Implementation and Outstanding Support **Rating:** 5.0/5.0 stars **Reviewed by:** Samir M. | Innovation & Technology Strategist, Small-Business (50 or fewer emp.) **Reviewed Date:** November 12, 2025 **What do you like best about Telmai?** The ease of implementation, the quality of customer support, and how often I use the product are all important factors for me. **What do you dislike about Telmai?** To be honest, there isn't really anything noteworthy in my opinion. **What problems is Telmai solving and how is that benefiting you?** to keep my data safe and secure ### 6. Telmai offers a solution for managing data streams into your data warehouse **Rating:** 5.0/5.0 stars **Reviewed by:** Bob C. | Chief Data Scientist, Mid-Market (51-1000 emp.) **Reviewed Date:** January 30, 2025 **What do you like best about Telmai?** Monitoring the inflow of multiple data streams into a data warehouse can be extremely labor intensive especially if you are in an industry where data standards and transfer protocols are not well-established like in our business, advertising, where partners often change content format and structure without notice. Telmai’s software offers the power of AI with an ability to learn the intricacies and nuances of our data streams, flagging changes that represent anomalies that need attention. **What do you dislike about Telmai?** As with any AI product there is a need to spend time and effort training the system. There is also a learning curve for the data analysts so that they fully understand the true capabilities of the software. However, these requirements are not ponderous and still represent a significant reduction in time and effort versus trying to build similar capabilities in-house. **What problems is Telmai solving and how is that benefiting you?** We manage over 130 different data channels representing the full activities we have engaged in with our different ad campaigns. It goes beyond ‘simple’ bookkeeping. These data represent the raw material used for ROI analyses and all other efforts to validate the impact of these campaigns. Data capture and data quality are of paramount importance. Without a tool like this, we would be looking at the need for several additional headcounts strictly purposed for data monitoring and QA. ### 7. Fast and Easy Data Observability for the Enterprise **Rating:** 5.0/5.0 stars **Reviewed by:** Ethan D. P. | Director of Data Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** October 21, 2024 **What do you like best about Telmai?** The tool was quick to set up, is cloud-native, has an intuitive UI and workflow, and generates ML-based anomalies out of the box without the need for complex configurations. It is the fastest tool to onboard data for observability, while also using its own external compute to keep costs from accruing in costly warehouses. It integrates well with our data source systems and the Telmai team has been able to work within our preferred communication tools to provide real-time support and advice. The tool is running smoothly in production and I use it every day. **What do you dislike about Telmai?** Management of large numbers of tables can be a hassle if not properly planned. There is some room for UI enhancements that would make that management easier. **What problems is Telmai solving and how is that benefiting you?** Telmai allows us to implement both business and general data quality rules on out critical data assets to ensure the highest quality data products for our internal and external customers. It is easy to onboard new data assets, customize rules for existing assets, and set up meaningful anomaly detection. We are able to use Telmai to run data quality tests, data regression tests, and provide assurance to our customers that the data is of the highest quality. ### 8. Great Data Quality and observability with granular details and easy to share summary! **Rating:** 5.0/5.0 stars **Reviewed by:** Ale C. | Mid-Market (51-1000 emp.) **Reviewed Date:** March 02, 2023 **What do you like best about Telmai?** Analyze and detect in a timely manner data quality issues from a deep perspective. Having a variety of views makes it easier to detect issues, prioritize which ones to tackle, and size their impact. Data Observability with great details is critical to us as a data company, as is being able to drill down to help the investigation and pinpoint the root cause, as well as high level summaries for non-technical teams to share to show improvements in data quality. **What do you dislike about Telmai?** Everything has been going well so far. Each request has been taken into consideration by the product team. **What problems is Telmai solving and how is that benefiting you?** The ability to have an overview of all the data at a glance, with segments, and to apply different rules to validate the quality at the same time, simplifies my work as a Data Quality PM. I like that ML-based engine components are available out-of-the-box to speed up the setup process. To make the detection more precise, I need and enjoy the flexibility to create and implement my own rules easily. ### 9. Streamline Your Data Monitoring with Telmai. **Rating:** 5.0/5.0 stars **Reviewed by:** G Santosh K. | Application Development Associate, Small-Business (50 or fewer emp.) **Reviewed Date:** April 17, 2023 **What do you like best about Telmai?** Telmai is a platform that appears to be designed to help data teams detect and investigate anomalies in real time. Using machine learning and artificial intelligence algorithms, Telmai can help identify unusual patterns and behaviors in data that may indicate potential issues or abnormalities. **What do you dislike about Telmai?** Telmai is a technological platform designed for real-time data monitoring, which may come at a higher cost than other more general-purpose data monitoring tools. However, the cost can be customized as per the utilization and need **What problems is Telmai solving and how is that benefiting you?** Telmai helps data teams proactively address problems before they become more significant issues or threats. It is a valuable platform for data teams looking to proactively detect and investigate anomalies in real-time, potentially improving their ability to mitigate risks and respond to potential threats more quickly and effectively. ### 10. Accelerated our data validations and anomaly detection work-flow using Telmai **Rating:** 5.0/5.0 stars **Reviewed by:** Maria G. | Senior Vice President Of Engineering, Enterprise (> 1000 emp.) **Reviewed Date:** March 01, 2023 **What do you like best about Telmai?** The Telmai team really understands the data quality challenges very well. As a Sr VP of Data engineering for me it was critical to ensure the quality of the data my team was managing had a high degree of confidence with the stakeholders. However I needed a more automated and ML based approach towards ensuring so we optimize the team productivity and also control the infrastructure and engineering spend on these initiatives low. Telmai was super easy to on-board and get started. We specifically liked that the Telmai easily integrated with our heterogeneous data ecosystem and provided deep insights in days. The visual and interactive UX made it easy to identify and resolve blind spots in data for both technical and non-technical users. Collaboration on tools was easy and I got better visibility into our data health. We specifically liked that the tool easily integrated with our heterogeneous data ecosystem and provided insights. Overall we were able to greatly accelerate our data quality journey using Telmai. **What do you dislike about Telmai?** When we engaged with Telmai, the product was in its nascent stage but the team is super solid and highly motivated to add capabilities and address gaps rapidly. **What problems is Telmai solving and how is that benefiting you?** Simplified the process of data quality review before we published the data to customers. In our case it was an internal customer - another department. ### 11. Great tool to get a quick grasp on data inconsistencies and anomalies **Rating:** 5.0/5.0 stars **Reviewed by:** Tejashree A. | Booking and HolidayCheck Club, Mid-Market (51-1000 emp.) **Reviewed Date:** March 06, 2023 **What do you like best about Telmai?** For me, the biggest highlight is a very approachable team that was super engaged with us right from the beginning to understand our needs and wants. They are very open to feedback and can quickly act upon it. As I led the data engineering team, my job was to build a modern and efficient data platform with highly automated data pipelines. New data ingestions happened with minimal development efforts but came with a trade-off that assumed correct and consistent data. Therefore a system that could catch data inconsistencies and provide a seamless data ingestion process is valuable. Since our first collaboration, the product has matured and evolved a lot; I am happy to see new promising features that can help any data organization. **What do you dislike about Telmai?** Nothing major. The data organization of every company and industry is very complex and different, so building one solution that works for everyone is a challenging feat. **What problems is Telmai solving and how is that benefiting you?** Detecting exact data anomalies and inconsistencies and sharing them with the stakeholders and partners to act upon is very useful. ### 12. TelmAI-Loosely coupled Data Quality Assessment Platform **Rating:** 5.0/5.0 stars **Reviewed by:** Jayesh I. | Tech Manager, Enterprise (> 1000 emp.) **Reviewed Date:** February 16, 2023 **What do you like best about Telmai?** To validate millions of records, data attributes and thereby detect anomalies, Telm AI provides users with flexibility to configure rules across the data set. Thus there is no need to write custom code to detect errors in data. Also,it provides users with Alerts every time a new data set is  ingested. The alerts can be observed for every iteration of data that is ingested  thereby giving user trend report to determine the fluctuation in data. **What do you dislike about Telmai?** All features are great and the team is always supportive **What problems is Telmai solving and how is that benefiting you?** TelmAI is eliminating the need to write custom code to validate data  attributes that are very dynamic. By setting expectations/rules, it is allowing me to  launch new scopes much more quickly and efficiently without the need to have any set up effort ### 13. Telmai helps solve the data observability and quality challenges! **Rating:** 5.0/5.0 stars **Reviewed by:** Raghu N. | Mid-Market (51-1000 emp.) **Reviewed Date:** March 01, 2023 **What do you like best about Telmai?** A no-code on-boarding of the platform and can connect to our data source(s) in BigQuery seamlessly and options for alerting. Telmai intuitively will learn from data patterns and finds the baseline to monitor drifts and any gaps to send alerts. We not only know if the data pipeline ran successfully but also data is as expected - which is a huge peace of mind. **What do you dislike about Telmai?** Nothing specific, as with any startup entering a new space. Telmai is shipping new features and improvements at an awesome rate. It would be great for the team to continue the pace and add more features that help highlight the importance of data quality and observability! **What problems is Telmai solving and how is that benefiting you?** Telmai is helping solve two major problems for us. 1) When the data moves through the pipelines, we want to know if the run was successful and completed 2) The data that was transformed is accurate and as expected. Are there any drifts in the attributes that we care and alert us if the difference is outside the normal range. ### 14. Telmai offers a top-tier, SaaS-based data observability platform with no/low-code development **Rating:** 5.0/5.0 stars **Reviewed by:** Kishore D. | Enterprise (> 1000 emp.) **Reviewed Date:** February 16, 2023 **What do you like best about Telmai?** We were impressed by Telmai's flexibility and de-coupled architecture, which make it a standout option in the market. With a wide range of adapters available, integrating Telmai with different data sources across cloud providers (such as Snowflake, Google Bigquery, and AWS S3) is a breeze. Moreover, Telmai's support for real-time API integration enables automated decisions in complex workflows, while the granular-level insights it provides make it easy to quickly review and identify patterns and drifts. All the additional requested features were delivered very quickly. **What do you dislike about Telmai?** None at this point. Liked both the product and the quality of support received towards implementation. **What problems is Telmai solving and how is that benefiting you?** With Telmai, we no longer need to invest time and resources in creating a bespoke data observability solution tailored to specific project needs. Telmai offers a powerful solution that can effectively handle structured and semi-structured data, enabling you to focus on your core business objectives without compromising data quality or accuracy. With Telmai, we were able to bridge the gap between data and insights, to gain valuable insights into complex data to drive better decisions, all while reducing the time and resources required for data observability. ### 15. Fantastic - fast growing product with dynamic features being built and supported at a fast pace **Rating:** 5.0/5.0 stars **Reviewed by:** Harsha B. | Toastmasters International, District Leader , Small-Business (50 or fewer emp.) **Reviewed Date:** February 28, 2023 **What do you like best about Telmai?** The team! I got a preview of their product when they were in their initial stages and I recently again had a chance to view their product to test it out with big data and was amazed to see the rate at which the product had matured and the immense amount of features built in such a short time by a team of people that understand the problems of the data industry and have a deep know-how of the solution. The features I specifically would like call out are the ease of integration, and the overall user experience. Good luck and I look forward to working with Telmai in the future! **What do you dislike about Telmai?** I havent found any glaring issues as of yet, but once I have the opportunity to use the product in depth, I might update this. **What problems is Telmai solving and how is that benefiting you?** Validations for a huge amount of data ### 16. Telmai is centralized data observability solution. **Rating:** 5.0/5.0 stars **Reviewed by:** Ramkumar V. | Enterprise (> 1000 emp.) **Reviewed Date:** February 17, 2023 **What do you like best about Telmai?** When there are unexpected drifts, Telmai will automatically learn from the data and let you know. The no-code, low-code, and visual interface that gave us the proper insights into our data over time impressed us. Moreover, it supports the integration of real-time APIs with large and complex data sets automatically. **What do you dislike about Telmai?** so far like each of the product's features. **What problems is Telmai solving and how is that benefiting you?** Telmai supports with applying rules to data and being able to deal when these rules break effectively prior to an issue. It also helps with understanding what is happening with large and complex data sets automatically in realtime. when there are unexpected drifts large volume telmai alerted for faster investigation. ### 17. Telmai is taking Data Quality and Data Observability to a new level **Rating:** 5.0/5.0 stars **Reviewed by:** Paul V. | Director Solution Consulting, Mid-Market (51-1000 emp.) **Reviewed Date:** November 08, 2022 **What do you like best about Telmai?** Telmai is a new real-time data observability cloud platform that enables organizations to monitor enterprise data quality across the enterprise. Their approach is a unique take on an old problem that has been plaguing organizations for decades. That is, how to address data quality issues as far upstream in the business process as possible and to be able to monitor and observe that in real-time. Using the latest technologies, such as AI and ML, Telmai is set to take on this challenge and solve it once and for all. **What do you dislike about Telmai?** Telmai is a new company, and with that, they'll have the typical challenges new companies face. However, it appears they have the right people and resources to be successful. There'll also be a lot of market reeducation that will need to take place to break down old stereotypes of how an "enterprise data quality" solution should look and behave. **What problems is Telmai solving and how is that benefiting you?** I've been evaluating Telmai on its capabilities and features to see how Telmai could be applied to my team's sales cycles since we get various customer data sets with varying data quality issues. So far, it's showing great promise. ### 18. Seamless Data Manager **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Online Media | Mid-Market (51-1000 emp.) **Reviewed Date:** April 06, 2023 **What do you like best about Telmai?** It is was way easy to use at it is a no-code Saas tool to start off with. Second, it was a seamless experience all together to manage large datasets and to get the entire info within seconds. **What do you dislike about Telmai?** The biggest drawback is that it does not provide API. This eventually does not help with integrations with major applications and services. They will need to work around it soon. **What problems is Telmai solving and how is that benefiting you?** We had it for a limited time, and it helped us a little bit when it came to collecting data and viewing it all under one umbrella. The dashboard was quite intuitive. ### 19. AI-based quality monitoring and anomaly detection for complex data **Rating:** 5.0/5.0 stars **Reviewed by:** Fahad K. | Enterprise (> 1000 emp.) **Reviewed Date:** March 02, 2023 **What do you like best about Telmai?** A broad range of data sources including semi-structured sources, can be analyzed Their no-code anomaly detection is a game changer and it makes for a very compelling data quality tool for my team **What do you dislike about Telmai?** Nothing major so far. I have tried the product and will be adopting it down the road. **What problems is Telmai solving and how is that benefiting you?** Identifying issues in large volumes of data without writing complex rules and maintaining them over time. ### 20. Insights into Data Quality **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** November 08, 2022 **What do you like best about Telmai?** Telmai is easy to use and get started. The landing page is intuitive and it does not take much time to understand what is going on. I love that as soon as your data set is brought in you get immediate insights that business or data professionals can understand and gain value from. Telmai is powerful for data professionals to find out exactly what state their data is in and to get recommendations from the AI functionality. Data quality rules can be created and applied easily without writing code. **What do you dislike about Telmai?** I liked all the features and the usability. **What problems is Telmai solving and how is that benefiting you?** Telmai helps with understanding what is going on with large and complex data sets automatically, applying rules to data and being able to address when these rules break proactively before there is a problem. It helps to keep data clean and to not be blind sighted when there is a problem. ### 21. Great experience using Telmai **Rating:** 5.0/5.0 stars **Reviewed by:** Curt P. | Senior Manager, Cloud and Digital, Enterprise (> 1000 emp.) **Reviewed Date:** January 26, 2023 **What do you like best about Telmai?** So far I have used only the data profiling features. Looking forward to using data monitoring. **What do you dislike about Telmai?** So far all is good. Very happy with the UI and feature set. **What problems is Telmai solving and how is that benefiting you?** It is reducing my data profiling efforts dramatically by reading my files and organizing all the classic measures I need to understand the data quality problems in my data including most importantly, showing me value and pattern distributions. ### 22. Great tool with low code **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Enterprise (> 1000 emp.) **Reviewed Date:** April 04, 2023 **What do you like best about Telmai?** 1. Easy to onboard. 2. Easy integration with different systems. 3. Simple yet interactive UI. 4. Overall improvement in the data quality. **What do you dislike about Telmai?** Since launch the product has improved a lot, there were certain issues in the starting but all thanks to responsive team to get them fixed in time. **What problems is Telmai solving and how is that benefiting you?** Overall process of customers deliverables was simplified. - [View Telmai pricing details and edition comparison](https://www.g2.com/products/telmai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-15+10%3A17%3A47+-0500&secure%5Bsession_id%5D=81596f2e-cdb5-4fff-a1bc-4dd22045e860&secure%5Btoken%5D=1a6ca93f65fecd5b898ef08e8da8157d0e62032e1173cbc734d2635146199ed5&format=llm_user) ## Telmai Integrations - [Zapier](https://www.g2.com/products/zapier/reviews) ## Telmai Features **Functionality** - Real-time Analytics - Data quality monitoring - Automation - End to End visiblity **Management** - Anomaly identification - Single pane view - Real-time alerts - Data lineage - Integrations **Generative AI** - AI Text Generation **Functionality** - Identification - Correction - Normalization - Preventative Cleaning - Data Matching **Agentic AI - Data Observability** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Natural Language Interaction - Proactive Assistance **Management** - Reporting - Automation - Quality Audits - Dashboard - Governance **Generative AI** - AI Text Generation - AI Text Summarization ## Top Telmai Alternatives - [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) - 4.3/5.0 (511 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) - 4.4/5.0 (1,891 reviews) - [Planhat](https://www.g2.com/products/planhat/reviews) - 4.5/5.0 (914 reviews)