# Carbon Reviews **Vendor:** Carbon **Category:** [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops) **Average Rating:** 4.9/5.0 **Total Reviews:** 32 ## About Carbon 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 file formats, websites, and 15+ data sources, including Dropbox, Google Drive, OneDrive, GMail, and Notion. We're purpose-built for multi-tenant use cases, and our software development kits (SDKs) simplify access controls, file synchronization, and third-party authentication, requiring minimal effort from developers. Carbon enables businesses to easily and safely integrate state-of-the-art semantic search and question-answering capabilities into their applications, knowledge bases, websites, chatbots, agents, or support helpdesks at an affordable price. ## Carbon Pros & Cons **What users like:** - Users find Carbon's **ease of use** outstanding, thanks to its seamless integrations and user-friendly interface. (4 reviews) - Users value the **seamless integrations** of Carbon, enabling easy connectivity and efficient data management with existing tools. (3 reviews) - Users appreciate the **responsive customer support** of Carbon, which enhances their overall experience with the platform. (2 reviews) - Users value the **seamless data integration** feature of Carbon, enhancing efficiency across their existing systems. (2 reviews) - Users highlight the **implementation ease** of Carbon, allowing them to focus on features rather than integration hassles. (2 reviews) - Setup Ease (2 reviews) - Customization (1 reviews) - Deployment Ease (1 reviews) - Documentation (1 reviews) - Efficiency (1 reviews) **What users dislike:** - Users find the **poor documentation** of Carbon complicates tasks and requires excessive support for effective usage. (4 reviews) - Users find Carbon to be **expensive** , particularly as usage scales and limited documentation complicates the experience. (3 reviews) - Users find the **complexity of API creation** and slow performance frustrating, impacting integration and document handling. (2 reviews) - Users face **complexity issues** in setup and integration, requiring engineer assistance and a learning curve for effective use. (2 reviews) - Users find the **difficult setup** of Carbon challenging, requiring engineering support and additional resources for effective use. (2 reviews) - Users feel that **limited customization** in Carbon hinders advanced reporting and data scraping for complex needs. (2 reviews) - Users experience **slow performance** with Carbon, particularly during high-demand periods, affecting overall operational efficiency. (2 reviews) - Technical Expertise Required (2 reviews) - API Limitations (1 reviews) - Integration Issues (1 reviews) ## Carbon Reviews ### 1. Solid RAG pipeline, saves tons of dev time **Rating:** 4.5/5.0 stars **Reviewed by:** Filipe S. | Fullstack Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** October 22, 2025 **What do you like best about Carbon?** Carbon supports over 25 data connectors and more than 20 file formats, which has saved me the effort of developing custom integrations. The ease of implementation is excellent, thanks to the pre-built UI components and OAuth flows, allowing me to concentrate on building features rather than managing data pipelines. The unified API makes the platform straightforward to use. I rely on it daily to connect user data to our AI product. The built-in chunking, embedding, and hybrid search features work effectively right out of the box. Integration is smooth as well—it works seamlessly with our existing vector database, and the webhooks ensure everything stays in sync. **What do you dislike about Carbon?** Customer Support has generally been responsive, though I have noticed that technical questions can take a while to be addressed. The platform offers a solid range of features for RAG use cases, but since it is still in the early stages, there is limited real-world performance data available for Papermark. Pricing can become expensive as usage increases. The documentation is helpful but could be more comprehensive, especially when it comes to handling edge cases. For some advanced customization, I found it necessary to communicate directly with their team, as self-service options are not always available. **What problems is Carbon solving and how is that benefiting you?** I use it to operationalize our LLM application by connecting user data sources for RAG (Retrieval-Augmented Generation). Carbon handles the data ingestion, chunking, embedding, and retrieval so our LLM can answer questions based on users' actual documents from Google Drive, Notion, and other sources. ### 2. Robust, User-Friendly Platform That Streamlines Data and Workflow Management **Rating:** 5.0/5.0 stars **Reviewed by:** andré P. | WEB DEVELOPER, Computer Software, Small-Business (50 or fewer emp.) **Reviewed Date:** October 16, 2025 **What do you like best about Carbon?** What I appreciate most about Carbon is its clean design and overall ease of use. The interface feels well thought out — everything is exactly where you expect it to be, and tasks that used to take several steps can now be done in seconds. The implementation process was smooth, with clear documentation and a responsive support team that helped us adapt the platform to our needs. I also like how easily Carbon integrates with our existing tools, which keeps data consistent across systems and reduces time wasted on manual updates. **What do you dislike about Carbon?** While Carbon performs exceptionally well in most areas, I’ve noticed that some of the more advanced reporting options could offer more flexibility. For highly specific metrics, we sometimes need to export data and process it externally. It’s not a major limitation, but having more built-in customization would make the platform even stronger. **What problems is Carbon solving and how is that benefiting you?** Carbon helps us centralize and automate complex workflows, especially when handling multiple data sources and teams. It eliminates the chaos of disconnected tools by creating a unified environment where everything syncs automatically. This has reduced errors, improved collaboration, and made it much easier to track performance in real time. The automation features also save us hours of repetitive work every week, freeing up the team to focus on strategic decisions rather than manual tasks. ### 3. Great Interface and Support, but Costly with Limited Documentation and Performance Issues **Rating:** 5.0/5.0 stars **Reviewed by:** Dharmik V. | Associate Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** October 16, 2025 **What do you like best about Carbon?** A data infrastructure layer designed to simplify the complex processes of getting unstructured data complexity and unstructured data connected to AI applications with the core value and used for training and powering large language models vector databases as it is super easy you use as it has sleek interface and its implementation process is simple and we use it for 3-4 times a day with super supportive customer support and its integration is super good. **What do you dislike about Carbon?** It is costly and its limited documentation has complexity in API creation and also performance reports only come in occasional and unable to download it and it has slow performance. **What problems is Carbon solving and how is that benefiting you?** It quickly connects proprietary data from dozens of internal sources and offloads my complex data synchronising for vector management and also secure AI helps me a lot with my work. ### 4. High-Precision and Fast Printing That Delivers **Rating:** 4.0/5.0 stars **Reviewed by:** Carlos C. | Head of Projects & Sales, Small-Business (50 or fewer emp.) **Reviewed Date:** November 06, 2025 **What do you like best about Carbon?** the thing tha i like more is High-precision and regular updates **What do you dislike about Carbon?** we can find some software restrictions and a little expensive solution **What problems is Carbon solving and how is that benefiting you?** this solution provides me an accelareted product developement saving resources and time . and i use carbon to operationalise large-language-model deployments (LLMOps) in production ### 5. Share beautiful images of your source code. **Rating:** 4.0/5.0 stars **Reviewed by:** sujay j. | IT Specialist, Small-Business (50 or fewer emp.) **Reviewed Date:** October 09, 2025 **What do you like best about Carbon?** It is very clean and effective. It makes source codes with a beautiful image **What do you dislike about Carbon?** I did not used much this so If i found any in future then I will update. **What problems is Carbon solving and how is that benefiting you?** I used to save source codes in Notepad or Word documents, which felt boring and tedious. But after discovering this tool, it has saved me a lot of effort—now I can store code beautifully and share it easily with others. ### 6. The Equivalent of Critical Prep Staff of a Restaurant Kitchen **Rating:** 5.0/5.0 stars **Reviewed by:** Geneva F. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 20, 2024 **What do you like best about Carbon?** 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 external knowledge over time. The problem arises only when it comes to keeping the uploads of existing data and syncing of external knowledge robust and up-to-date. We were evaluating building in-house solutions based on Langchain, but it was a lot harder than we initially thought. There were bursts of workloads during ad-hoc times, upload speed was not reliable, and the setting up of an entire system was very time-consuming. What we like most about Carbon is kind of like this one-stop-shop for all of our data-connection concerns, at a reliable speed and a reasonable cost. **What do you dislike about Carbon?** Something we were hoping to see them implement in the future is more transparency and options in their pricing plans. I think that the clients that Carbon targets will be in many different situations and would like some flexibility in their pricing options for both good and bad times. I think if they published their prices online, it would attract a lot more businesses to give them a try. **What problems is Carbon solving and how is that benefiting you?** I think the best analogy here is in a restaurant. For us to create a strong AI model for our clients, there’s of course the chef (our design team) who tailors it to the needs of our customers, but equally important are all of the prep staff that ensure that the ingredients are best-sourced and ready to cook. Carbon is like that critical element of ensuring that our data is accurate and reliable for to train our LLM, and has played a critical role in providing us a solution that saves us valuable time to focus on our product, as opposed to having to painstakingly develop one ourselves. Just to give an idea of what we have used them for, they have accelerated our integration timelines by using their Javascript SDK for user authentication, and Webhooks system, and created a unified API library to access content for synced files. ### 7. Simple but Effective **Rating:** 5.0/5.0 stars **Reviewed by:** Simone F. | Software Dev, Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2024 **What do you like best about Carbon?** They’re such a simple company yet so effective and solve such a big problem. At first glance, they’re responsible for connecting the external data to train AI, and you’re like why can’t companies just do that themselves. Well the thing is that for many of these new AI companies, making a significant investment for engineers to develop connections to so many sources of external data is expensive and very risky especially if they’re cash strapped. Why would you spend months and massive amounts of money to set one up yourself when you can reach out to Carbon and they can handle it for you? Even if you do set one up in-house, you might have to spend more to update it to all of the new programs that roll out from time to time. Kind of a no-brainer for me. **What do you dislike about Carbon?** Carbon’s downside is that the pricing is against you if your company has few customers using your product, but high usage per customer because of how their plans work. Its designed for companies that have many customers but low usage per, which means that they’re missing out on a chunk of the market. **What problems is Carbon solving and how is that benefiting you?** Carbon has solved our logistical issue of setting up a system that reliably and efficiently connects training data for LLMs, making it a much more affordable option for emerging companies. I think they also have SOC Type II Compliance, which is a nice bonus for our peace of mind when using their programs. ### 8. A Strong Company with Great Timing **Rating:** 5.0/5.0 stars **Reviewed by:** Anik N. | CTO, Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2024 **What do you like best about Carbon?** They emerged during a time when AI has been more prevalent than ever, and their mission to accelerate that process by allowing their customers to focus solely on the AI design by handling the data connector and training piece has probably made a significant impact on the industry that people might not realize. **What do you dislike about Carbon?** So while their slack-based support is nice, we’re more of a traditional company that prefers the “old-school” method of a phone call. Having text support is nice, but we wish there were resources for direct contact with their company for that human component. **What problems is Carbon solving and how is that benefiting you?** The main use case for carbon is that integration and management of data sources for AI. With their support, we have been able to train our models accurately and reliably, and focus on the customer-facing side of our models. We have been able to attend more sales calls, product design meetings, and spend more time on user feedback. ### 9. Exceptional small team of innovators **Rating:** 5.0/5.0 stars **Reviewed by:** alex r. | engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2024 **What do you like best about Carbon?** As cliche as it might be, I think I like their team the most. From what I’ve seen, they are a relatively small but exceptional group of individuals who have made faster progress than probably an entire division at a larger company. They have rolled out updates several times a week, started bugfixing any issues we found within minutes, and have a great attitude growing and improving. **What do you dislike about Carbon?** I wish they provided a course of some sort to train our team on how to use their product. There’s a certain onboarding learning curve if you don’t have any technical experience, and I think if they offered some module as a guide for maybe a product manager, it could save our developers more time. **What problems is Carbon solving and how is that benefiting you?** Carbon creates value in the data connector piece of AI companies. To train our model, we need data, and oftentimes it is difficult to get ahold of that data on a larger scale, especially if there are different sources. Developing a whole system is not only expensive to set up, but also to maintain as new programs are rolled out every so often. For a company to specialize in handling that connection piece is genius, and I think they have a lot of room to grow as they help more and more AI companies. ### 10. Highly Responsive Support **Rating:** 5.0/5.0 stars **Reviewed by:** Xiang L. | Pm, Small-Business (50 or fewer emp.) **Reviewed Date:** May 21, 2024 **What do you like best about Carbon?** 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 responsive support network. In the beginning, there were several bugs and issues with their tools, but each time we pointed them out in the Slack channel, a member of their team would respond almost immediately (even at 2am once!) and the issue would be resolved the same day. I don’t know if the other companies have had the same experience with this customer experience, but we are very satisfied with ours. **What do you dislike about Carbon?** The one thing I might point out is that oftentimes there might be some processing delays throughout the day probably during periods where they are experiencing some more demand. I would suggest that they come up with a long-term solution to address this as they take on more clients. **What problems is Carbon solving and how is that benefiting you?** So we have over 50,000 users using our product for AI assistant, and the issue is that we needed to set them up in a way that could integrate Google Drive and Notion into our retrieval pipeline. They were able to provide us that, a web-scraper (2,500 pages from URLs or sitemaps), manage scheduled re-syncs, and handle Javascript-heavy websites. It was incredibly cost-efficient and has saved us a large chunk of time each week. ### 11. Innovative and adaptive **Rating:** 5.0/5.0 stars **Reviewed by:** Dean W. | Associate Product Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** May 21, 2024 **What do you like best about Carbon?** The best part about working with Carbon is likely their constant innovation and adaptation. Several times a week, my team would receive updates form them on new features and programs, and the various different integrations that the offer. Additionally, they are very responsive and accommodate special requests all the time, such as that one day where we had more usage than usual and needed a character limit extension. **What do you dislike about Carbon?** When we first got set up, it was a bit more confusing since our team didn’t all have a strong technical understanding. It took a while to get used to all of the features and fully deploy their product to improve our AI chatbot. **What problems is Carbon solving and how is that benefiting you?** They were solving our backend processes through their data integration platforms and made it a very simple and streamlined process compared to the other companies we spoke to. It has allowed us to focus on the design aspect of our product as opposed to the technical side. ### 12. Flexible & diverse toolset **Rating:** 5.0/5.0 stars **Reviewed by:** Clarie S. | CEO, Small-Business (50 or fewer emp.) **Reviewed Date:** May 21, 2024 **What do you like best about Carbon?** My favourite part is probably the diverse and flexible amount of programs that Carbon is able to provide us to train our model. For instance, at first, we were using the common webscraping tools for GDrive and OneDrive, but eventually, we unexpectedly had some applications with Notion and Slack as well, but Carbon already had those set up when we needed them. If we have new programs, we usually just send them a message and they are probably happy to set that up for the other companies as well. **What do you dislike about Carbon?** I wish there was some sort of document that compiles all of the available features that Carbon has to offer so that we know what we can and cannot use them for. They also send us a lot of updates which can sometimes be hard to keep track of, so maybe some sort of organized system for that would help as well. **What problems is Carbon solving and how is that benefiting you?** I agree with the other reviews on here in that the main value creation is in the time and money that it saves us. It’s more affordable than setting one up ourselves, and has allowed us to spend our time on the client-facing aspect. ### 13. Convient Solution for data in AI Training **Rating:** 5.0/5.0 stars **Reviewed by:** Prae A. | Senior PM, Small-Business (50 or fewer emp.) **Reviewed Date:** May 21, 2024 **What do you like best about Carbon?** Our favourite part about Carbon was probably how convenient their solution is. When creating our LLM, we tried creating a data connector system ourselves, but it’s a bit more tricky than we had initially thought, mainly because of the sheer amount of programs we would have to set up to be compatible with (not to mention it’s probably going to change over time), and that we were a relatively new startup and didn’t have much cash to spare. But when they reached out to us, their product was very streamlined since it integrated all of those programs that we used into one common API and all we needed to do was have our product manager use their portal and spend a week on how to use all of the features with the help of their support team and our developer. **What do you dislike about Carbon?** It’s only been a few months so nothing yet. Everything has been going smoothly. **What problems is Carbon solving and how is that benefiting you?** I think Carbon is kind of stepping in as that efficient and affordable service that can help us AI startups get started with building our models without having to worry about the data. I agree with the review by Geneva in that they’re kind of like the prep staff since they handle a lot of the backend so that we can focus on the front end. In our early stages, we have saved so much time and have been able to set up a lot more sales calls with leads, rather than have to organize our developers to try and somehow build this ourselves. ### 14. User-aware & Adaptive **Rating:** 5.0/5.0 stars **Reviewed by:** Hiroshi S. | CTO, Small-Business (50 or fewer emp.) **Reviewed Date:** May 21, 2024 **What do you like best about Carbon?** Something that I think really distinguishes Carbon from the other companies out there is that they will customize their programs to your requests. Each time we messaged them about the feedback we have received from our users, their team always adjusts accordingly and develop new API and UX improvements that improve our business and our customer experience. I feel that even if we suggested for them to develop an integration for a new program, they would probably do it within a few weeks. **What do you dislike about Carbon?** I wish that they published the fact that they allow free trials on their website. We were initially wary to try it because we didn’t want to pay for something that we might not use, but they offered a trial period, which I think they would probably get a lot more potential customers if businesses knew about that. **What problems is Carbon solving and how is that benefiting you?** We have mainly been using Carbon for our cloud chatbot web scraping. Since there are several training sources, building a system that integrates all of them gets pretty complicated and sucks up the important time that we need for momentum at our company. But they have provided us a solution that saves us money in both the short and very likely the long-run (we foresee using more program). ### 15. Affordable Data Connector to train LLMs **Rating:** 5.0/5.0 stars **Reviewed by:** Sophia T. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 20, 2024 **What do you like best about Carbon?** Contrary to some of the other reviews on here, my favourite part about Carbon is probably their pricing. They charge based on the content processed than the number of connectors, which was beneficial for us since we had many customers but each customer doesn't have too high of a usage. The most important part for our company was having a data connector that was affordable, and it was a lot cheaper to have Carbon handle all of that than having to set up that system ourselves. I think that might also be their strategy, which is to create value in providing a more affordable option in that piece of using external data to train LLMs. We’ve saved many multiples of what we spent according to our estimates. **What do you dislike about Carbon?** One thing I do think they can do better at is having a more clear support system. By that I mean I wish there was some sort of page that they had where they could answer common questions (FAQs maybe?) without our team having to send them a message each time. **What problems is Carbon solving and how is that benefiting you?** I think Carbon is really solving the problem for us small AI businesses that will need a way to train our LLM’s, but may not have the full financial capacity to do so since most of us are cash-starved startups. They offer a straightforward and affordable solution for that connection, which is much cheaper than hiring an entire team of engineers to set that up within the organization. ### 16. Efficient & Secure Data Connection for Document Uploads **Rating:** 5.0/5.0 stars **Reviewed by:** Aria M. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 20, 2024 **What do you like best about Carbon?** When our customers were using our chatbot, they were only able to upload local documents, which were constrained by length. Additionally, those important materials were not saved after the chat session ended for technical and security reasons. But Carbon was able to be our solution since they converted those into vector embeddings and stored it in a database. We were able to have users web-scrape and upload local files, create custom tags to their documents, and implement a fast semantic search to retrieve content from uploaded documents. **What do you dislike about Carbon?** Carbon could maybe improve in implementing some sort of guide for first using their product. There is still a small technical component involved of setting up their application to integrate data sources, which would still require some degree of engineering oversight. Maybe just some sort of quick course or manual in using their portal would be a good idea. **What problems is Carbon solving and how is that benefiting you?** Carbon is solving a critical issue that many technology startups face when creating their AI models, which is that data connection piece to train LLM’s through external data. Whereas that piece might either be missing or too complicated for a small company to deal with, Carbon is able to simplify it in a reliable and cost-effective manner. For us, we were able to use their product to allow our users to import important data in a secure efficient matter. ### 17. More Benefits than you might think **Rating:** 4.5/5.0 stars **Reviewed by:** Steve S. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 20, 2024 **What do you like best about Carbon?** We probably have to say that we love their approach towards helping their customers the most. We first reached out to Carbon after our customers had requested the option of uploading files as part of their AI chatbot that we delivered as part of our programs. It was difficult for us to implement ourselves due to its complexity, but it was a smooth effective resolution with Carbon’s support. After successfully implementing that with Carbon, we wanted to add our pre-built data connectors next, and they leveraged our white-label service and custom branding across all user-facing components, launching Google Drive and Dropbox connectors just a couple weeks later. **What do you dislike about Carbon?** If we had to say one, it would probably be the characters limit. There are different plans available, but we wish there was some higher discounts that targetted companies that have usages that are more volatile, rather than just a fixed amount for each tier. Currently, their discount applies only if we do over 100M characters per month but since our usage is lower and more volatile, we don't always benefit from that volume discount. Every now and then we might also have a high frequency of requests, and might have to contact their team for a short-term extension of our limit. **What problems is Carbon solving and how is that benefiting you?** Carbon has allowed us to enable file uploads including but not limited to PDFs, CSVs, and TXT files. Additionally, we have been able to expose an API endpoint to retrieve file chunks based on a search query, and also manage message queues, load balancing, and autoscaling on demand with their support. I think there’s a lot more benefits than just meets the eye, and I would encourage any interested company to look into how they could use the product. ### 18. Scalable & Reliable LLM Connector **Rating:** 5.0/5.0 stars **Reviewed by:** David C. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 20, 2024 **What do you like best about Carbon?** At our company, we mainly used Carbon for connecting some applications/programs to train the LLM that we were providing our clients. But for us, we like their product’s scalability and reliability the most. They offer auto-scaling and 99.995% SLAs, which meant we can handle the increasing demand without compromising reliability or performance. **What do you dislike about Carbon?** The only objection I have is with their OCR solution. There’s sometimes delays when integrating with other systems, and it’s a bit slow sometimes during periods of high-volume; there are also minor complexities with handling documents that have multiple languages or different layouts. **What problems is Carbon solving and how is that benefiting you?** Prior to Carbon, we had some significant issues with processing large volumes of unstructured data and scaling our data pipelines to meet usage demand. But Carbon has an LLM model-agnostic pipeline, which means that we can manage customer data across multiple different formats by streamlining the whole ingestion, parsing, and indexing process. It has honestly been such a helpful tool and saved us an incredible amount of valuable time (precisely each cycle by 6 weeks). ### 19. Streamlined Universal Retreival Engine **Rating:** 5.0/5.0 stars **Reviewed by:** Scott T. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 17, 2024 **What do you like best about Carbon?** We really like the fact that Carbon can be integrated in pretty much all of the applications that we use, which is very important since we deal with preparing professionals for the future of AI and have to keep up to date with all the new trends in the form of unstructured data. When we were making our courses for Bentley University for example, Carbon gave us the accurate information through its webscraping as well as integration with GDrive and OneDrive to help us identify which learning areas to prioritize. **What do you dislike about Carbon?** Being such a small company, we do wish that there was more clarity as to how the pricing works. It did end up being affordable, but many other startups might be hesitant to have to contact the sales team first before getting their quote. **What problems is Carbon solving and how is that benefiting you?** For us, we need to keep up-to-date with the most recent information to maximize the benefit that our courses can make onto the clients that we serve. Carbon was the solution for that and allowed us to benefit with redirected time that could be focused on client-facing features rather than having to establish that pipeline ourselves. It also simplified the process for us since our team didn't have the technical capability to develop something like that quite yet. ### 20. Compatible Programs **Rating:** 5.0/5.0 stars **Reviewed by:** James W. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 16, 2024 **What do you like best about Carbon?** I think I liked best about the sheer number of programs that they were compatible with. Of course the obvious ones like google drive are expected, but we didn’t expect them to also work with Zendesk and Upstage. It was a nice surprise to our business operations that made life just that much easier for the rest of us. **What do you dislike about Carbon?** Something I would recommend to Carbon is to maybe establish some sort of onboarding tool with their system. One of our new product manager hires had a bit of difficulty at the beginning getting used to all the functions for a bit, so there’s definitely a learning curve to using their system, albeit a few weeks at most. Integrating some sort of system to help new users learn how to use it would probably be helpful. **What problems is Carbon solving and how is that benefiting you?** For us, Carbon is the bridge between our external data and our AI model. They’ve managed to create a platform that specializes in helping us connect the information that we need for our language model to improve and function in a way that saves us valuable time and energy. With the sheer amount of data that our company manages, it has been incredibly helpful, especially with the unstructured ones. Our team has saved many multiples in resources for how much we paid for their product. ### 21. Smart solution to early-stage startups **Rating:** 5.0/5.0 stars **Reviewed by:** Hannah k. | Senior PM, Small-Business (50 or fewer emp.) **Reviewed Date:** May 29, 2024 **What do you like best about Carbon?** They’re addressing a solution that many startup founders would need help facing, and I think their product can be applied far beyond just with AI companies, since I would suspect that other industries would face similar issues regarding data connection. **What do you dislike about Carbon?** Adding on to the previous response, many founders without a strong technical background will need some guidance when using the portal. Maybe having a guide document or some sort of temporary engineer to guide a customer through how to use the software would be a good idea. **What problems is Carbon solving and how is that benefiting you?** Carbon addresses the fact that there are many different data connectors when training a Large Language Model for your AI, and that instead of having to build something in house for each one, you can just use their platform to access all of them plus new ones that are being developed for a reasonable price. ### 22. Mutually beneficial Pricing Structure **Rating:** 5.0/5.0 stars **Reviewed by:** Ian L. | Full-stack Eng. Mgr, Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2024 **What do you like best about Carbon?** Their pricing structure works well incredibly well for us because we have a lot of customers, but each of them might not use our AI chatbot to the fullest extent. Carbon calculates cost based on the amount of characters processed, which means that we only pay more if our customers use our products more, which is a win-win situation since our LLM is more accurate, helpful and reliable the more that they do use it. **What do you dislike about Carbon?** Sometimes there are delays with the processing times when we use Carbon, which interferes with our operations. Maybe if they did something to balance out those periods of high-demand, that might help reduce lag for everyone? **What problems is Carbon solving and how is that benefiting you?** They’re accelerating the AI component of tech companies by handling the connectors and saving time to spend on higher-value tasks. ### 23. A Leader in Data Connector Software **Rating:** 5.0/5.0 stars **Reviewed by:** Jeremy C. | COO, Small-Business (50 or fewer emp.) **Reviewed Date:** May 30, 2024 **What do you like best about Carbon?** In terms of quality, they’re a leader in this space. Every time we’ve used it, it’s been fast and accurate, and only slight delays during midday hours and some mornings. Our customers are happy with it, and so are we. **What do you dislike about Carbon?** In the future, I would want their platform be easier to use for someone who has never had the background before. Even though it is more streamlined, a new hire might have difficulty fully utilizing the portal or understanding its functions. **What problems is Carbon solving and how is that benefiting you?** They’ve offered small and medium sized businesses an affordable solution to improve their LLMs, and gave us the chance to generate more sales through that saved time instead of having to go through the process of setting one up for all these sources from scratch. ### 24. Unlocking the Power of Unstructured Data with Carbon: A Game-Changer for Legislaide **Rating:** 5.0/5.0 stars **Reviewed by:** Roger L. | Chief Executive Officer, Small-Business (50 or fewer emp.) **Reviewed Date:** May 15, 2024 **What do you like best about Carbon?** As a company that drafts legislative works for our clients, we rely on a lot of external data to train our LLM modelso that our clients can draft legislative works with minimal effort. Since many of these individuals do not have an expansive technical understanding, the best part for us was how organized and simple the whole system was in its connection of data. **What do you dislike about Carbon?** Legislaide is a more specialized company. As a result, some of the software that we use are not conventional, which means that Carbon may not have connectors to them. In our case all of ours do, and we see that they are rolling out new connectors every week, but it may be tricky for a more specialized company to use their features. **What problems is Carbon solving and how is that benefiting you?** Carbon has really streamlined a lot of the process of taking large amounts of external data and turning it into something useful for our LLM models at a quick and effective rate. With such a small team, it has allowed us to save considerable resources and put our focus on developing our product. Building our RAG applications has been considerably easier and our AI has been much more effective ### 25. Enabling Data Integration for Retrieval Augment Generation **Rating:** 5.0/5.0 stars **Reviewed by:** Hari M. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 09, 2024 **What do you like best about Carbon?** Probably their universal retrieval engine. At Rabbu, we need to include unstructured data from many different sources/programs, and the ability to accomplish that through Carbon has allowed us to improve our operational efficiency. Carbon also has SOC 2 Type II compliance, which is also something that we value since our customer confidence depends on our reputation and we try to ensure that all products we use are well-protected. **What do you dislike about Carbon?** The only issue about using Carbon is that a product manager alone cannot do the entire setup and integration process on their own without the help of engineers. There is a bit of a learning curve before one of our employees can properly utilize all the features to their full potential. **What problems is Carbon solving and how is that benefiting you?** Prior to Carbon, we had some data silo issues since we had to access many different programs to refine our LLM. Carbon was able to be the solution to that and merge all of those streams through a single API, which allowed us to make better decisions from the improved organization of our resources. There’s also the additional element of their OAuth, which improves the security and user experience of the application, which has helped result in higher business growth and higher surveyed customer happiness. ### 26. Data Backbone for Polymer **Rating:** 5.0/5.0 stars **Reviewed by:** Liam P. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 17, 2024 **What do you like best about Carbon?** Since we deal mainly with turning complex data into actionable insights that are appealing and useful, we need a connector that could be compatible with many different data sources. Not only does Carbon already have countless programs that they can source data from, they introduce new ones every single week. This makes our job so much easier since we are able to allocate the job of connecting external data to them and we can focus on our algorithms of turning data into a visually appealing chart using AI. **What do you dislike about Carbon?** Some things that we have noticed is that their OCR solution is a bit slow, and implementing Carbon doesn't remove the need for developers. This can sometimes cause delays in our operations but it's occasional and we trust can be improved over time. Another recommendation is for them to have some sort of regularly updated document or search tool that shows all of the different programs that they are compatible with. With all of their updates, it can be a bit hard to track, and I would suspect that for a specialized AI company they might want that clarity in whether their own specialized apps will work with Carbon. **What problems is Carbon solving and how is that benefiting you?** The largest piece for us was time. In our use case, we are so heavily reliant on external data that Carbon has saved countless hours of time each day for our team. With the savings we are able to focus on more that data visualization aspect and the front-end design aspect for our clients, rather than having to waste time on the technical component of connecting data. We are also considering using them to build a chatbot in the future to address any customer-service related concerns, or some sort of automated agent that uses our data to answer questions. Honestly a big game-changer for us overall. ### 27. Smooth chatbot implementation **Rating:** 5.0/5.0 stars **Reviewed by:** Jeremy Z. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 17, 2024 **What do you like best about Carbon?** When we were first building our own web scraping solution for our chatbot, it was a major distraction and just the thought of having to build integrations Google Drive, Notion, AND OneDrive wasn't very fun. But when we found out about Carbon, we were able to scrape a large number of those Javascript-heavy pages impressively fast with minimal latency. But perhaps what we like best is how swiftly they address issues and how open they are to feedback. They seem to be introducing new additions every day and are quick to respond to our feedback. **What do you dislike about Carbon?** One thing we would suggest is that for some complex websites that have challenging content, we would need additional customization from Carbon in order to scrape that data too. If there was some sort of documentation to better understand the full range of Carbon's capabilities, it would save us a bit of time instead of bothering their support team. **What problems is Carbon solving and how is that benefiting you?** For us we were engineers but not exactly specialized in those web-scraping applications, which would be quite a tedious skill to learn in the middle of running a startup. Hiring a specialist would be even more expensive, so Carbon turned out to be the best solution. With them handling the data-scraping cost efficiently, we could focus on improving the quality of our chatbot and create a greater product for our own customers. ### 28. Massive Data Timesaver!! **Rating:** 5.0/5.0 stars **Reviewed by:** Derek L. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 16, 2024 **What do you like best about Carbon?** Carbon has been incredibly useful for helping us access and use unstructured data. Carbon integrated seamlessly into our systems and substantially improved our workflows from the moment we started partnering with them. The platform scales according to demand and makes it super easy to handle content across data sources. It was most surprising how good they were at helping us build our RAG applications and make it useful. **What do you dislike about Carbon?** While Carbon has many great features, the pricing for such features was a bit unclear before speaking with the sales team. Additionally, the ability to completely tailor data connector configurations would be useful. We sometimes need super particular settings for specific data sources, so having more optionality here would make Carbon even more useful. **What problems is Carbon solving and how is that benefiting you?** Carbon has taken a place that we would have otherwise hired many engineers to accomplish and made it effortlessly achievable. Valuable unstructured data was easily processed and maintained. We were able to construct AI features that would’ve cost us much more to build ourselves. ### 29. Future-ready **Rating:** 5.0/5.0 stars **Reviewed by:** jon w. | CEO, Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2024 **What do you like best about Carbon?** They’re future-ready and adaptive. They have a mindset of benefitting with the businesses that they support, and have been able to help us increase our customer base and revenue since our engineers could focus on developing a better LLM. **What do you dislike about Carbon?** I wish they could base their pricing purely on the number of characters used without a fixed minimum, since it is common for us to have some weeks where we have had less engagement and some with more. **What problems is Carbon solving and how is that benefiting you?** They have managed to find a way to streamline the AI training process in a user-friendly singular API, and offered a budget-friendly solution for many new cash-strapped startups. ### 30. Secure + compliant **Rating:** 5.0/5.0 stars **Reviewed by:** Brian F. | Junior Dev., Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2024 **What do you like best about Carbon?** Their security: Already having SOC Type II compliance, GDPR, for an early-stage company is crazy. We get the same if not better security treatment than some of the big firms out there. **What do you dislike about Carbon?** If they had some sort of system or guide where they showed you how to use all of the features, it would be a nice bonus. **What problems is Carbon solving and how is that benefiting you?** They’re solving an important technical piece in many AI companies training their models by saving time and offering a streamlined solution for external and unstructured data sources. ### 31. Fixed our pain point well **Rating:** 4.0/5.0 stars **Reviewed by:** robert F. | Chief Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** May 21, 2024 **What do you like best about Carbon?** Their platform UX has been smooth compared to the other ones I’ve tried and there’s a lot less clutter on the screen. **What do you dislike about Carbon?** Maybe some customization/personalization features would be a nice new development. **What problems is Carbon solving and how is that benefiting you?** They solved the pain point experienced by many tech startups of the data connection piece of training large language models, and it has helped us create a more effective chatbot with better data. ### 32. Integrated well **Rating:** 5.0/5.0 stars **Reviewed by:** Emily Z. | Systems Eng., Mid-Market (51-1000 emp.) **Reviewed Date:** May 28, 2024 **What do you like best about Carbon?** They integrated very well with our existing systems and we were able to use them to the fullest extent. **What do you dislike about Carbon?** I wish there was more customization options for our data connector configurations. **What problems is Carbon solving and how is that benefiting you?** We’ve managed to save large amounts of time and resources through using their platform rather than having to create one from scratch. - [View Carbon pricing details and edition comparison](https://www.g2.com/products/carbonai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-13+20%3A21%3A56+-0500&secure%5Bsession_id%5D=9b3fd506-53fd-4871-9362-034677e2eea8&secure%5Btoken%5D=f0ad3ea8832a89e23ebec06df22a7333431f07b12b7cc9ce5465f7918db43442&format=llm_user) ## Carbon Features **Scalability and Performance - Generative AI Infrastructure** - AI High Availability - AI Model Training Scalability - AI Inference Speed **Prompt Engineering - Large Language Model Operationalization (LLMOps) ** - Prompt Optimization Tools - Template Library **Inference Optimization - Large Language Model Operationalization (LLMOps)** - Batch Processing Support **Cost and Efficiency - Generative AI Infrastructure** - AI Cost per API Call - AI Resource Allocation Flexibility - AI Energy Efficiency **Model Garden - Large Language Model Operationalization (LLMOps)** - Model Comparison Dashboard **Integration and Extensibility - Generative AI Infrastructure** - AI Multi-cloud Support - AI Data Pipeline Integration - AI API Support and Flexibility **Custom Training - Large Language Model Operationalization (LLMOps)** - Fine-Tuning Interface **Security and Compliance - Generative AI Infrastructure** - AI GDPR and Regulatory Compliance - AI Role-based Access Control - AI Data Encryption **Application Development - Large Language Model Operationalization (LLMOps) ** - SDK & API Integrations **Usability and Support - Generative AI Infrastructure** - AI Documentation Quality - AI Community Activity **Model Deployment - Large Language Model Operationalization (LLMOps) ** - One-Click Deployment - Scalability Management **Guardrails - Large Language Model Operationalization (LLMOps)** - Content Moderation Rules - Policy Compliance Checker **Model Monitoring - Large Language Model Operationalization (LLMOps)** - Drift Detection Alerts - Real-Time Performance Metrics **Security - Large Language Model Operationalization (LLMOps)** - Data Encryption Tools - Access Control Management **Gateways & Routers - Large Language Model Operationalization (LLMOps)** - Request Routing Optimization ## Top Carbon Alternatives - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - 4.3/5.0 (647 reviews) - [Botpress](https://www.g2.com/products/botpress/reviews) - 4.5/5.0 (404 reviews) - [Fullstory](https://www.g2.com/products/fullstory/reviews) - 4.5/5.0 (1,029 reviews)