# Top Free Large Language Model Operationalization (LLMOps) Software Check out our list of free Large Language Model Operationalization (LLMOps) Software. Products featured on this list are the ones that offer a free trial version. As with most free versions, there are limitations, typically time or features. If you'd like to see more products and to evaluate additional feature options, compare all [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops) to ensure you get the right product. ## View Free Large Language Model Operationalization (LLMOps) Software G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our [scoring methodologies](https://research.g2.com/g2-scoring-methodologies). **29** Large Language Model Operationalization (LLMOps) Products Available View all [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops) View all [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops) ### [Kong Konnect](https://www.g2.com/products/kong-inc-kong-konnect/reviews) [By Kong Inc](https://www.g2.com/sellers/kong-inc) [ (320)4.4 out of 5 ](https://www.g2.com/products/kong-inc-kong-konnect/reviews#reviews "Read Kong Konnect Reviews") Product Description Kong is an AI and API connectivity platform designed to help platform engineering teams, DevOps organizations, and enterprise architects deploy, secure, observe, and govern API traffic across cloud, o **Users:** Software Engineer, Senior Software Engineer · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 40% Mid-Market, 31% Small-Business ![Denis S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Denis S.") DS What stands out most is the flexibility and control it gives us over our API traffic. The plugin-based architecture has been especially useful: we...[Read review](https://www.g2.com/products/kong-inc-kong-konnect/reviews/kong-konnect-review-12550615) ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") AC The speed is phenomenal, but the real game-changer is how the Kong Ingress Controller allows us to automate our entire routing configuration...[Read review](https://www.g2.com/products/kong-inc-kong-konnect/reviews/kong-konnect-review-12552613) Year Founded 2017 HQ Location San Francisco, CA Company Website https://konghq.com/ LinkedIn® Page https://www.linkedin.com/company/278819/ ### [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) [By SuperAnnotate](https://www.g2.com/sellers/superannotate) [ (379)4.8 out of 5 ](https://www.g2.com/products/superannotate/reviews#reviews "Read SuperAnnotate Reviews") Product Description SuperAnnotate bridges the gap between cutting-edge AI innovation and the high-quality human data that powers it - helping advanced AI teams build more intelligent models. With a global network of thou **Users:** Student, Data Trainer · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 57% Small-Business, 23% Mid-Market ![Cintia B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Cintia B.") CB Super Annotate offers a streamlined and intuitive interface that enhances user experience significantly. With its clear layout, users can navigate...[Read review](https://www.g2.com/products/superannotate/reviews/superannotate-review-12379327) ![Josh P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Josh P.") JP I appreciate SuperAnnotate's intuitive interface, which makes it easier to work with. The automation tools are really helpful in streamlining...[Read review](https://www.g2.com/products/superannotate/reviews/superannotate-review-12440846) Year Founded 2018 HQ Location San Francisco, CA Company Website https://superannotate.com/ Twitter @superannotate LinkedIn® Page https://www.linkedin.com/company/18999422/ [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) ### [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) [By IBM](https://www.g2.com/sellers/ibm) [ (143)4.4 out of 5 ](https://www.g2.com/products/ibm-watsonx-ai/reviews#reviews "Read IBM watsonx.ai Reviews") Product Description Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI **Users:** Consultant · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 41% Small-Business, 31% Enterprise ![Karan S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Karan S.") KS I like IBM watsonx.ai for its scalability, toolset, and user interface. I also appreciate the capacity and functioning of the capability models.[Read review](https://www.g2.com/products/ibm-watsonx-ai/reviews/ibm-watsonx-ai-review-12546537) ![Surya I.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Surya I.") SI I love using IBM watsonx.ai for its flexibility in choosing the right model for the job - whether it's high-reasoning models for reverse...[Read review](https://www.g2.com/products/ibm-watsonx-ai/reviews/ibm-watsonx-ai-review-12546548) Year Founded 1911 HQ Location Armonk, New York, United States Company Website https://www.ibm.com Twitter @IBMSecurity LinkedIn® Page https://www.linkedin.com/company/1009/ Ownership SWX:IBM Phone 1-866-277-7488 ### [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) [By IBM](https://www.g2.com/sellers/ibm) [ (392)4.4 out of 5 ](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews#reviews "Read IBM watsonx Orchestrate Reviews") Product Description IBM® watsonx Orchestrate® puts AI to work for automating complex workflows and processes at scale, without changing your existing systems and tools. IBM watsonx Orchestrate helps you build, deploy **Users:** Software Engineer, Senior Software Engineer · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 42% Enterprise, 38% Small-Business ![Verified User in Consulting](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consulting") IC Efficient AI tool for creating customised chat bots. It's ability to handle complex conversations and ease of use are it's highlights[Read review](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews/ibm-watsonx-orchestrate-review-10328389) ![Verified User in Information Technology and Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Information Technology and Services") UI It's easy to use without any coding. They also have Cloud and on-premises deployment options. I liked their integrations capabilities.[Read review](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews/ibm-watsonx-orchestrate-review-10852120) Year Founded 1911 HQ Location Armonk, New York, United States Company Website https://www.ibm.com Twitter @IBMSecurity LinkedIn® Page https://www.linkedin.com/company/1009/ Ownership SWX:IBM Phone 1-866-277-7488 ### [Dataiku](https://www.g2.com/products/dataiku/reviews) [By Dataiku](https://www.g2.com/sellers/dataiku) [ (202)4.4 out of 5 ](https://www.g2.com/products/dataiku/reviews#reviews "Read Dataiku Reviews") Product Description Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and **Users:** Data Scientist, Data Analyst · **Industries:** Financial Services, Pharmaceuticals · **Market Segment:** 58% Enterprise, 24% Mid-Market User SentimentHow are these determined? Users frequently mention the ease of use, strong analytics and AI capabilities, the ability to collaborate within the platform, and the balance between visual workflows and the flexibility to code. Reviewers mentioned that Dataiku can feel bulky and resource-heavy at times, making workflows harder to manage and slower to navigate, and it can be less intuitive in more advanced parts. Year Founded 2013 HQ Location New York, NY Company Website https://Dataiku.com Twitter @dataiku LinkedIn® Page https://www.linkedin.com/company/dataiku/ ### [Botpress](https://www.g2.com/products/botpress/reviews) [By Botpress](https://www.g2.com/sellers/botpress) [ (496)4.5 out of 5 ](https://www.g2.com/products/botpress/reviews#reviews "Read Botpress Reviews") Product Description Botpress is the enterprise-grade AI agent platform for customer support. Founded as an AI agent company, Botpress has spent 10 years building the infrastructure that makes enterprise-grade AI support **Users:** CEO, Founder · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 74% Small-Business, 15% Mid-Market User SentimentHow are these determined? Reviewers like the user-friendly interface, the ease of implementation, the powerful customization options, and the strong integration support that Botpress provides, making it a flexible and developer-friendly tool. Reviewers experienced issues with the quality of documentation, the complexity of advanced features, the difficulty in connecting workflows, and the limitations in conversation management and variable handling. Year Founded 2017 HQ Location Quebec, QC Company Website https://botpress.com Twitter @getbotpress LinkedIn® Page https://www.linkedin.com/company/27121841 ### [Aporia](https://www.g2.com/products/aporia/reviews) [By Coralogix](https://www.g2.com/sellers/coralogix) [ (68)4.8 out of 5 ](https://www.g2.com/products/aporia/reviews#reviews "Read Aporia Reviews") Product Description Aporia is the leading AI Control Platform, trusted by both emerging tech startups and established Fortune 500 companies to guarantee the privacy, security, and reliability of AI applications. With **Industries:** Computer Software, Computer & Network Security · **Market Segment:** 57% Small-Business, 34% Mid-Market ![Joy M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Joy M.") JM according to me the best thing about Aporia is the ease with which one can learn the platform and the different clouds integrated within the...[Read review](https://www.g2.com/products/aporia/reviews/aporia-review-5272813) ![KATHAN P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "KATHAN P.") KP The GUI is very easy to use and it was very easy to setup setup to monitor models here and also get live alerts. The alerts where sent to slack and...[Read review](https://www.g2.com/products/aporia/reviews/aporia-review-7549862) Year Founded 2014 HQ Location San Francisco, CA Company Website https://www.coralogix.com Twitter @Coralogix LinkedIn® Page https://www.linkedin.com/company/3763125/ ### [LaunchDarkly](https://www.g2.com/products/launchdarkly/reviews) [By LaunchDarkly](https://www.g2.com/sellers/launchdarkly) [ (741)4.5 out of 5 ](https://www.g2.com/products/launchdarkly/reviews#reviews "Read LaunchDarkly Reviews") Product Description Founded in 2014 and headquartered in Oakland, California, LaunchDarkly serves over thousands of enterprises, including a quarter of the Fortune 500. LaunchDarkly is the runtime control platform for th **Users:** Software Engineer, Senior Software Engineer · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 47% Mid-Market, 37% Enterprise ![Yadidya P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Yadidya P.") YP That's a fun question! I don’t have personal preferences or firsthand experiences with tools, but I can share what developers and teams commonly...[Read review](https://www.g2.com/products/launchdarkly/reviews/launchdarkly-review-12834235) ![Yashdeep S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Yashdeep S.") YS It takes the stress out of production deployments. If a new feature starts throwing 500 errors or leaking memory in production at 3:00 AM,...[Read review](https://www.g2.com/products/launchdarkly/reviews/launchdarkly-review-12857732) Year Founded 2014 HQ Location Oakland, CA Company Website https://launchdarkly.com/ Twitter @LaunchDarkly LinkedIn® Page https://www.linkedin.com/company/3749939/ ### [TrueFoundry](https://www.g2.com/products/truefoundry/reviews) [By TrueFoundry](https://www.g2.com/sellers/truefoundry) [ (55)4.6 out of 5 ](https://www.g2.com/products/truefoundry/reviews#reviews "Read TrueFoundry Reviews") Product Description TrueFoundry provides an enterprise-grade AI Gateway that encompasses an LLM Gateway, MCP Gateway, and Agent Gateway, enabling enterprises to securely connect, observe, and govern access to models, too **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 49% Mid-Market, 36% Small-Business ![Praveen N.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Praveen N.") PN We evaluated truefoundry as a potential alternative to AWS Sagemaker for hosting ML models. The platform is designed with both novice and...[Read review](https://www.g2.com/products/truefoundry/reviews/truefoundry-review-9756509) ![Verified User in Higher Education](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Higher Education") UH TrueFoundry indeed makes it easy to deploy auto-scalable ML inference services that saves cost but also makes managing and observing our...[Read review](https://www.g2.com/products/truefoundry/reviews/truefoundry-review-10069567) Year Founded 2021 HQ Location San Francisco, California Company Website https://www.truefoundry.com/ LinkedIn® Page https://www.linkedin.com/company/truefoundry/about ### [Carbon](https://www.g2.com/products/carbonai/reviews) [By Carbon](https://www.g2.com/sellers/carbon) [ (32)4.9 out of 5 ](https://www.g2.com/products/carbonai/reviews#reviews "Read Carbon Reviews") Product Description Carbon is the fastest way to connect external data to LLMs, no matter the source. Our universal retrieval engine allows Large Language Models (LLMs) to search for relevant content across multimedia f **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 97% Small-Business, 3% Mid-Market GF So one thing to understand is that the core of our AI model is long-term memory, which is comprised of conversations, documents, websites, and any...[Read review](https://www.g2.com/products/carbonai/reviews/carbon-review-9676530) ![Xiang L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Xiang L.") XL So we were one of the early adopters of Carbon which may be a bias since it is likely the reason why our favourite part of their company is their...[Read review](https://www.g2.com/products/carbonai/reviews/carbon-review-9682503) HQ Location Seattle, US Company Website https://carbon.ai Twitter @carbon\_\_ai LinkedIn® Page http://www.linkedin.com/company/usecarbon ### [elvex](https://www.g2.com/products/elvex/reviews) [By elvex](https://www.g2.com/sellers/elvex) [ (10)4.6 out of 5 ](https://www.g2.com/products/elvex/reviews#reviews "Read elvex Reviews") Product Description elvex is an innovative agent platform designed to transform every employee into an AI-native worker, facilitating a seamless integration of artificial intelligence into daily tasks. Unlike traditional **Industries:** Computer Software · **Market Segment:** 70% Mid-Market, 20% Enterprise ![Rebecca A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rebecca A.") RA I'm in marketing so I mostly use elvex to help build out large campaign briefs which are used cross functionally and are comprised of several...[Read review](https://www.g2.com/products/elvex/reviews/elvex-review-11293505) ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Elvex is extremely flexible and allows us to work with our own data in a secure environment. It's easy to create custom apps tailored to specific...[Read review](https://www.g2.com/products/elvex/reviews/elvex-review-11293878) Year Founded 2023 HQ Location Remote, US Company Website https://www.elvex.com LinkedIn® Page https://www.linkedin.com/company/elvexai/ ### [Versori](https://www.g2.com/products/versori/reviews) [By Versori](https://www.g2.com/sellers/versori) [ (14)5.0 out of 5 ](https://www.g2.com/products/versori/reviews#reviews "Read Versori Reviews") Product Description Versori is an Agentic AI Integration and Workflow Automation Platform designed to help organizations streamline the connection, transformation, and synchronization of data across complex systems. By l **Industries:** Information Technology and Services · **Market Segment:** 57% Small-Business, 43% Mid-Market ![Mike C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mike C.") MC I've found Versori to be a resourceful group. Most integration situations have been rather straightforward; but in those other situations, their...[Read review](https://www.g2.com/products/versori/reviews/versori-review-11263025) Year Founded 2022 HQ Location Manchester, GB Company Website https://www.versori.com LinkedIn® Page https://www.linkedin.com/company/versori/ ### [Arize AI](https://www.g2.com/products/arize-ai/reviews) [By Arize AI](https://www.g2.com/sellers/arize-ai) [ (28)4.2 out of 5 ](https://www.g2.com/products/arize-ai/reviews#reviews "Read Arize AI Reviews") Product Description Arize AI offers an all-in-one AI and Agent Engineering platform designed for the complexity and unpredictable behavior of generative models. With purpose-built tools to observe, evaluate, and optimize **Industries:** Information Technology and Services · **Market Segment:** 43% Small-Business, 29% Mid-Market ![Verified User in Hospital & Health Care](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Hospital & Health Care") UH I like how accessible it is to view traces, spans, and sessions, along with the evaluation methods. It’s also helpful that I can access them either...[Read review](https://www.g2.com/products/arize-ai/reviews/arize-ai-review-12460535) ![Verified User in Hospital & Health Care](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Hospital & Health Care") UH Custom Code Evaluator and Live tracing projects.[Read review](https://www.g2.com/products/arize-ai/reviews/arize-ai-review-12460649) HQ Location Berkeley, US Company Website https://arize.com/ Twitter @arizeai LinkedIn® Page https://www.linkedin.com/company/arizeai/about ### [Clarifai](https://www.g2.com/products/clarifai/reviews) [By Clarifai](https://www.g2.com/sellers/clarifai) [ (66)4.3 out of 5 ](https://www.g2.com/products/clarifai/reviews#reviews "Read Clarifai Reviews") Product Description Clarifai is a leader in AI orchestration and development, helping organizations, teams, and developers build, deploy, orchestrate, and operationalize AI at scale. Clarifai’s cutting-edge AI workflow o **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 61% Small-Business, 27% Mid-Market ![Ravindranath T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ravindranath T.") RT Clarifai's advanced AI models for picture identification, scene description, and text extraction are extremely accurate and efficient. Its...[Read review](https://www.g2.com/products/clarifai/reviews/clarifai-review-10676724) ![Verified User in Higher Education](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Higher Education") UH The best thing I liked is how fast and easy it is to use. I didn’t need to write too much code and still I could train and deploy a model for my...[Read review](https://www.g2.com/products/clarifai/reviews/clarifai-review-11382036) Year Founded 2013 HQ Location Wilmington, Delaware Company Website https://www.clarifai.com/ Twitter @clarifai LinkedIn® Page https://www.linkedin.com/company/10064814/ ### [Freeplay](https://www.g2.com/products/freeplay-freeplay/reviews) [By Freeplay](https://www.g2.com/sellers/freeplay) [ (5)4.9 out of 5 ](https://www.g2.com/products/freeplay-freeplay/reviews#reviews "Read Freeplay Reviews") Product Description Freeplay is the AI development platform that empowers entire teams—not just engineers—to confidently build, test, and optimize AI-powered products faster and at enterprise scale. **Market Segment:** 40% Mid-Market, 40% Small-Business ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC We've been using Freeplay for a few months now and it has substantially cut down the time it takes us to ship and maintain AI features. It hooks...[Read review](https://www.g2.com/products/freeplay-freeplay/reviews/freeplay-review-11325332) ![Peter K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Peter K.") PK Freeplay has been an essential tool in shaping our AI prompts. It’s made testing fast and intuitive, and helped us confidently set up evaluations...[Read review](https://www.g2.com/products/freeplay-freeplay/reviews/freeplay-review-11338383) Year Founded 2022 HQ Location Boulder, US Company Website https://www.freeplay.ai LinkedIn® Page https://www.linkedin.com/company/freeplay-ai - ‹ Prev‹ Prev - 1 - [2](/categories/large-language-model-operationalization-llmops/free?order=g2_score&page=2#product-list) - [Next ›Next ›](/categories/large-language-model-operationalization-llmops/free?order=g2_score&page=2#product-list)