--- title: Cohere Reviews meta_title: 'Cohere Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 25 reviews by the users' company size, role or industry to find out how Cohere works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 25 scale: '5' date_modified: '2026-09-23' parent_category: name: Customer Service url: https://www.g2.com/categories/customer-service --- # Cohere Reviews **Vendor:** Ramp Financial **Category:** [Co-Browsing Software](https://www.g2.com/categories/co-browsing) **Average Rating:** 4.2/5.0 **Total Reviews:** 25 **AI Verified:** At least 10 G2 reviewers have confirmed using this product's AI features and functionality. ## About Cohere Cohere is the next generation customer platform that enables you to automate conversations and interactions while driving support costs down and CSAT scores up. Exceed customer expectations every single time with accurate answers to complex questions, eliminate transfers with instant routing and triage, and proactively solve issues with powerful workflows – all within your existing CX stack. ## Cohere Reviews ### 1. Cohere Excels at Document Search with Strong Embedding and Reranking **Rating:** 4.5/5.0 stars **Reviewed by:** Chetana M. | software engineer, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 30, 2026 **What do you like best about Cohere?** What I like most about Cohere is that it is pretty good when working with large amounts of text. The embed and Rerank models are useful for finding the information which is actually related to the query. I also like that I can use it for different AI workflows instead of only using it for normal chat. For RAG projects especially, the retrieval part is where I found it most useful. It works pretty well with the other tools in my stack, especially Langchain. I can use Cohere for embeddings, reranking, and LLM while Langchain handles the rest of the workflow. The setup takes a little time in the beginning, but once it is configured, moving the Cohere models into workflow is pretty smooth. **What do you dislike about Cohere?** The main thing I don't like is choosing the right model can be a little confusing in the beginning. There are different models for chat, embeddings, and reranking, so it takes some time to understand which one to use. The API can also become expensive when you start using it more frequently. And sometimes I still need to change the prompt a few times to get the output I want. **What problems is Cohere solving and how is that benefiting you?** Cohere helps me solve the problem of getting useful information from a large collection of text. I can use embeddings to find relevant content and then use reranking to put the better results on top. This is useful when building RAG applications because the model gets better context before generating the answer. It saves me from manually going through all the documents every time. ### 2. Cohere Turns Rough Drafts Into Polished, Professional Text Fast **Rating:** 4.5/5.0 stars **Reviewed by:** Chanchal R. | Senior Marketing Executive, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 28, 2026 **What do you like best about Cohere?** What I like best is Cohere's intelligent tolerance for human imperfection. I often input rough, 'lazy' drafts full of typos or grammatical errors, but Cohere's advanced AI understands my intent, seamlessly corrects the mistakes, and turns my messy thoughts into polished, professional text. It completely eliminates the cognitive load of proofreading and is a massive time-saver. The value absolutely justifies the cost. The hours I save every week by not having to manually correct my typos and messy drafts easily pays for the subscription. It effectively acts as a full-time editor, removing the friction from my daily workflow. I am definitely getting my money's worth. **What do you dislike about Cohere?** The biggest downside is that it makes me too reliant on it. Because I know Cohere will fix my typos and grammatical errors, my own attention to detail has naturally gotten lazier. If I don't have it available, I've noticed my manual writing and proofreading skills have become a bit rusty. I have to make a conscious effort to not blindly trust every generated output. **What problems is Cohere solving and how is that benefiting you?** Before using Cohere, the main problem was the sheer amount of time I wasted correcting human errors. I would constantly have to proofread my rough, fragmented drafts for typos and grammatical mistakes. Cohere solved this by using its AI to deeply understand my intent, automatically cleaning up my messy input, and generating polished content. This benefits me by saving roughly 4-5 hours per week and drastically reducing the mental friction of writing, allowing me to focus on high-level strategy instead of menial editing. ### 3. Command and Rerank Save Time, but Embed Setup Takes More Effort **Rating:** 3.0/5.0 stars **Reviewed by:** Samuel S. | Senior Sales Representative, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 27, 2026 **What do you like best about Cohere?** Two main features I like most about Cohere one is Command and the second is Rerank. Commands helps with my daily sales tasks such as creating customer emails and summarizing meeting notes for generating content about sales. Rerank helps with the most relevant information from large documents collection, this saves time of searching product details and customer information manually. **What do you dislike about Cohere?** Embed feature is good for searching large amounts of data but it required more technical setup than expected especially while preparing documents and configuring search workflows. **What problems is Cohere solving and how is that benefiting you?** Our sales team needs to search through service descriptions, case studies, and internal knowledge bases. Cohere’s Rerank capability improves search and helps us find the right information faster. It also helps create drafts for follow-up emails and customer-facing content, which can then be reviewed and personalized easily. In the IT consulting industry, I often have to understand complex services, and it now makes it simpler and easier to locate the information I need without so much manual searching. ### 4. A practical AI platform for coding and business data **Rating:** 4.0/5.0 stars **Reviewed by:** Ganesh R. | Software Engineer, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 25, 2026 **What do you like best about Cohere?** What I like about Cohere is the focus on the enterprise use case. The models are good for things like coding, programming, working with documents, and getting more structured responses, and I also like that Cohere provides different models for generation, search, and retrieval instead of trying to do everything with one model. **What do you dislike about Cohere?** One thing I don't like as much is that it can feel a little more developer-focused than some of the other AI tools. Getting started with the API is straightforward, but for someone who just wants to use AI without dealing with models, APIs, or usage limits, there can be a bit more of a learning curve. **What problems is Cohere solving and how is that benefiting you?** Cohere helps with building AI features without having to develop the models from scratch. I mainly see the benefit in things like search, document retrieval, and getting more useful answers from business data. It makes it easier to add these AI capabilities to applications and workflows. ### 5. Powerful Text AI Tools with Easy-to-Use APIs **Rating:** 5.0/5.0 stars **Reviewed by:** Darshan V. | Back End Developer, Computer Software, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal incentive as thanks for completing this review. **Reviewed Date:** August 25, 2026 **What do you like best about Cohere?** what i like best about cohere is its tools for working with text and ai applications. i found the embedding and reranking models useful when working with search and RAG because they help to find and rank the more relevant information. i also like that the API is fairly easy to work with. **What do you dislike about Cohere?** what i dislike about cohere is that it can take some time to understand all the different models and APIs when using it for the first time. Also, the output is not always consistent for every type of task, so sometimes i have to chabge the prompt or try another model **What problems is Cohere solving and how is that benefiting you?** Cohere helps me with the problem of getting the most relevant information when working with AI and search. i mainly find the embedding and reranking features useful because they help to bring the more relevant results to the top. this makes it easier to build a TAG workflow and get better information for the final answer. ### 6. Great Free-Tier AI/ML APIs for Python Projects with Strong Performance **Rating:** 4.5/5.0 stars **Reviewed by:** Dev P. | Student in government polytechnic ahmedabad, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 18, 2026 At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review. **What do you like best about Cohere?** Cohere provides free APIs for Python-related projects, especially in AI/ML. During my internship, my mentor suggested using the Cohere API (free tier) in my event management system to add an AI chatbot. It has given very good performance even within the free quota. As a beginner in AI/ML projects, I would recommend it to others who want to get started. **What do you dislike about Cohere?** As a free-quota user, I don’t really have any dislikes about Cohere overall. That said, free plans always come with some limitations, and I’ve noticed one issue: when I give it a complex task, like generating output for event management, it sometimes crashes. **What problems is Cohere solving and how is that benefiting you?** I was using this in my event management system, where I have venues in different locations, and each one has its own specialty. Now I want a chatbot so that when I ask a question—like which location is best for a birthday party—it can guide me based on the venue details. ### 7. Simple and Flexible AI Platform for Text-Based Use Cases **Rating:** 4.0/5.0 stars **Reviewed by:** Amanullah . | AIML Research Analyst, Computer Software, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 12, 2026 At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review. **What do you like best about Cohere?** What I like most about Cohere is how easy it is to work with, and how straightforward the API feels. I’ve found it especially useful for text-related tasks, like generating responses and trying out different AI use cases. Overall, the setup is simple, and it doesn’t take long to get familiar with. **What do you dislike about Cohere?** What I dislike about Cohere is that some of the model options can feel a bit confusing at first. It took me some time to figure out which model is best for a particular use case, and I think the onboarding experience could be simpler and more straightforward for new users. **What problems is Cohere solving and how is that benefiting you?** Cohere helps me handle large amounts of text and add AI capabilities without needing to build a language model from scratch. I use it for tasks like generating and interpreting text, which saves me time and makes it easier to try out and validate different AI use cases. ### 8. Easy to Use and Helpful for Everyday AI Tasks **Rating:** 4.0/5.0 stars **Reviewed by:** Muhammad O. | Salesforce Business Analyst, Information Technology and Services, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **G2 Icon:** Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise. **Reviewed Date:** August 05, 2026 **What do you like best about Cohere?** What I like most about Cohere is how easy it is to get started. The Playground is straightforward, the documentation is clear, and testing prompts or trying out different models doesn’t require much setup. I also appreciate that responses are generally fast, and the platform feels well organized and easy to navigate when I’m experimenting with AI applications. **What do you dislike about Cohere?** What I dislike most is that it can take some time to get comfortable with all the available options. The platform is capable, but I sometimes had to dig into the documentation to fully understand certain settings. A more guided onboarding experience would make the learning curve smoother and help new users get started more easily. **What problems is Cohere solving and how is that benefiting you?** Cohere helps us cut down the time we spend writing, summarizing, and searching through information. Rather than doing repetitive manual work, we can generate drafts, polish and refine content, and quickly surface the most relevant details. As a result, our day-to-day tasks are faster, and our overall productivity has improved. ### 9. Straightforward, Practical AI Tools for Real Business Use Cases **Rating:** 4.5/5.0 stars **Reviewed by:** Uchechi A. | Student Involvement Associate, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through Google One Tap using a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 28, 2026 **What do you like best about Cohere?** I like that Cohere is straightforward and easy to use, especially for AI and other language-based tasks. It also feels like a solid option for businesses, since it focuses more on practical AI tools and real use cases rather than being just a chatbot. **What do you dislike about Cohere?** One common downside is that Cohere can feel more developer-focused, so it isn’t as beginner-friendly if you’re not very technical. Some people also feel it doesn’t offer as many widely known features or integrations as larger platforms like OpenAI or Google, which can make it seem a bit less approachable at first. **What problems is Cohere solving and how is that benefiting you?** Cohere makes it easier to use AI for things like finding information, understanding documents, and automating repetitive tasks. For me, that means saving time and getting the information I need or finishing tasks more easily, without having to do everything manually. ### 10. Fast, Nuanced Multilingual Classification with a Clean, Easy-to-Integrate API **Rating:** 4.0/5.0 stars **Reviewed by:** Muhammed A. | Technical Project Manager , Logistics and Supply Chain, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal incentive as thanks for completing this review. **G2 Icon:** Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise. **Reviewed Date:** August 01, 2026 **What do you like best about Cohere?** The Classify endpoint made it surprisingly quick to get a working classification pipeline running without needing to train a model from scratch — we could get solid accuracy with just a handful of labeled examples per category, which saved a lot of upfront data-labeling work. Embed-based classification handles nuance well; text that doesn't fit neatly into keyword-based rules still gets categorized correctly because the underlying embeddings actually capture meaning rather than just matching patterns. The API itself is clean and predictable to work with, and the V2 API's more standardized request format made it easy to integrate into our existing pipeline without much friction. Multilingual support was also a real plus for us — data that mixed languages within the same batch still classified consistently instead of degrading on anything outside English. **What do you dislike about Cohere?** Classification accuracy can dip on categories that are conceptually close to each other, so overlapping or ambiguous labels sometimes need extra example data to get reliably separated — this took some iteration to tune. Cohere's documentation is generally solid but occasionally lags slightly behind the latest API version, so we had to cross-reference the changelog a couple of times to confirm which parameters applied to V2 versus the older API. Pricing and rate limits for the Classify endpoint aren't always immediately obvious from the dashboard alone, so we had to test a bit to understand real throughput at our data volume before scaling up. **What problems is Cohere solving and how is that benefiting you?** Cohere let us automate a data classification task that would have otherwise required manual tagging or a much heavier custom-trained model. The few-shot approach to classification meant we could go from raw, unlabeled data to a working categorization pipeline in a short amount of time, and the accuracy has been reliable enough that we've cut down significantly on manual review of miscategorized entries. ### 11. Essential AI Reranking for Precise Claims Processing **Rating:** 4.0/5.0 stars **Reviewed by:** Vikash K. | SWE, Insurance, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** September 19, 2026 **What do you like best about Cohere?** In our insurance claims backend, we use vector databases to search through thousands of parsed claim files. I like how the Cohere Rerank API acts as the final quality control layer in our FastAPI architecture. Instead of just relying on the standard vector keyword similarity, Cohere applies an advanced semantic scoring model to re-order the retrieved document chunks. It instantly identifies the chunks that answer the field adjuster's query and pushes them to the very top of the payload. Integrating the setup required minimal code, and it's improved our retrieval accuracy. **What do you dislike about Cohere?** While I like using Cohere, there are a few things that could be better. Cohere Re-rank API acts as a middle layer between our vector database and our final OpenAI call, it introduces slight network latency. This forces us to optimise our FastAPI endpoint timeout to ensure that the adjuster mobile app doesn't freeze while waiting for an answer. Lastly, sending dozens of retrieved document chunks to Cohere for scoring consumes a lot of tokens, which requires strict payload monitoring to keep our cloud costs down. **What problems is Cohere solving and how is that benefiting you?** I use Cohere to solve the "lost in the middle" context window problem for LLMs. Before Cohere, our AI would sometimes ignore critical policy exclusions because they were buried at the bottom of the vector search results, leading to incorrect claim price and depreciation calculations. By reranking the data for true semantic relevance, Cohere ensures our AI reads the most critical clauses first, completely eliminating payout hallucinations. ### 12. Secure, Flexible AI Search That Keeps Our Sensitive Data In-House **Rating:** 5.0/5.0 stars **Reviewed by:** Pravesh D. | Human resource, Manufacturing, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** September 17, 2026 **What do you like best about Cohere?** At Pravesh doors,we manufacture doors and handle a large volume of internal documentation, product specifications, queries, hr policies, vendor correspondence and customer support tickets. We brought in cohere to make this information easier to search and to cut down the manual work involved in drafting and summarizing documents. The deployment flexibility and data security. As a manufacturing company, a lot of what we work with like pricing, dealer terms, employee records. simply cannot sit on a public AI tool. Cohere lets us keep that data within our own controlled environment rather than sending it out and that was the single biggest reason we chose it over consumer facing alternatives **What do you dislike about Cohere?** The learning curve is real. This is a developer first platform and getting genuine value out of it required technical involvement, it is not something a non technical department can simply pickup and start using on day one. **What problems is Cohere solving and how is that benefiting you?** At Pravesh Doors, cohere make the information easier to search and also reduce much to the manual work which was consuming too much time in summarizing the documents. Across hr and support functions, it has taken a noticeable amount of repetitive drafting off our plates. ### 13. Strong API Platform for Enterprise Applications **Rating:** 4.0/5.0 stars **Reviewed by:** Akash R. | Team Lead, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** September 03, 2026 **Describe the project or task Cohere helped with:** Cohere provides a robust platform for integrating language capabilities into enterprise applications, offering tools for summarization, response generation, and information retrieval. The API is designed for ease of use, with comprehensive documentation and examples to facilitate integration into existing development environments. **What do you like best about Cohere?** I like Cohere for its quality and relevance of responses when working with business text. It's particularly effective for summarization and retrieval tasks, which I need often. The models are practical, and I really appreciate how easy it is to set up, especially with the API and testing the models. The documentation and examples are helpful and made the integration into our existing development environment smooth. It's been a good option for integrating language capabilities directly into our applications alongside tools like Python. **What do you dislike about Cohere?** One area I think could be improved is the consistency of responses for more complex or highly specialized prompts. Sometimes I need to adjust the prompt several times to get the level of detail or format I am looking for. Better control over response style and more predictable results would make it easier to use in production workflows. I'd like more control over the tone, length, and structure of responses, especially when using the model for repeatable business tasks. For example, when I am generating summaries or extracting information from documents, I'd prefer the output to follow the same format consistently each time. More predictable adherence to instructions and stronger consistency across similar prompts would make the results easier to use in production. **Recommendations to others considering Cohere:** To enhance the user experience, consider implementing features that allow for more customizable response styles and formats. This could include options for adjusting tone, length, and structure, as well as providing templates for common tasks. Additionally, improving the consistency of responses for complex prompts would greatly benefit users who rely on the tool for detailed and specialized tasks. **What problems is Cohere solving and how is that benefiting you?** I use Cohere to reduce the manual effort of processing large amounts of text, helping me summarize, generate responses, and retrieve information quickly, saving time in development and analysis. ### 14. Cohere API Delivers Fast, Reliable Results for Chatbots and X-ray Analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Dev P. | Student, Computer Software, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 29, 2026 **What do you like best about Cohere?** I used the Cohere API in my X-ray report analyser project, and it gave me results very quickly and efficiently. I also used this API to build a chatbot, and it produced fast, efficient output without crashing. **What do you dislike about Cohere?** Cohere API gives very fast output for short prompts, but with longer prompts it sometimes gets stuck or even crashes. **What problems is Cohere solving and how is that benefiting you?** During my AI & ML internship in the 5th semester of my diploma, I needed to build an AI & ML-based project. For this, I used the cohere api in my X-ray report analyser project, which gives an output indicating whether the patient has cancer or not. ### 15. Reliable Troubleshooting Aid, Needs Better Source Clarity **Rating:** 4.0/5.0 stars **Reviewed by:** Freddy A. | Fleet & Equipment Operations Coordinator, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 11, 2026 **What do you like best about Cohere?** I like that Cohere is a great tool for getting assistance when I need to remember data or information. If I forget something, I can just ask Cohere to provide it for me. I also found the initial setup fairly easy. **What do you dislike about Cohere?** I find that when Cohere is providing data on troubleshooting equipment, it needs to be clearer about where the answers are coming from, like the manual or records. It would be helpful if, for technical troubleshooting, Cohere could provide an indicator or cite the exact section of the service manual or SOP used to generate their answer. It should also specify when there's no reliable source instead of 'guessing.' I also wish it could integrate with tools I use, like JIRA, Excel, and fleet/asset management systems, to enhance its usefulness in my day-to-day work. **What problems is Cohere solving and how is that benefiting you?** I use Cohere for troubleshooting by accessing equipment manuals and error codes. It's a great tool for recalling data, as I can simply ask for information I've forgotten. ### 16. Reliable AI workflows with room for refinement **Rating:** 4.5/5.0 stars **Reviewed by:** niranjan d. | Java Specialist, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 07, 2026 At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review. **What do you like best about Cohere?** What I like best about Cohere is the way its language models can be used for practical tasks such as generating and understanding text, summarizing information, and working with large amounts of business content. I found it particularly useful when I needed to process text quickly and turn unstructured information into something easier to work with. The responses were generally useful as a starting point, while still giving me the ability to review and refine the output when needed. I also like that Cohere is focused strongly on enterprise and business-oriented AI use cases, which makes it feel more relevant for workflows where accuracy, consistency, and handling large amounts of text are important. **What do you dislike about Cohere?** One thing I dislike about Cohere is that the quality of the output can vary depending on the prompt and the type of information being processed. For more specific or context-heavy requests, I sometimes need to refine the prompt or provide additional context before getting the result I want. I also found that some outputs still need manual checking, particularly when accuracy is important, so I would not treat the generated response as something that can always be used without review. For someone new to working with language models, getting consistent results can take some experimentation with prompts and settings. **What problems is Cohere solving and how is that benefiting you?** Cohere helped me address the challenge of making an AI workflow more consistent and reliable. I mainly used it while building and testing an AI workflow, where I needed to check whether the process was producing reasonably consistent results across different inputs. During testing, I could compare the outputs, identify cases where the results varied more than expected, and refine the workflow accordingly. This made it easier to spot inconsistencies before relying on the workflow more broadly. The main benefit for me was improved accuracy and consistency, which made the overall process more reliable and reduced the amount of manual checking needed. ### 17. Strong Text and Enterprise AI Tools for Better Search and RAG **Rating:** 4.5/5.0 stars **Reviewed by:** Abhay W. | Software engineer trainee, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 21, 2026 **What do you like best about Cohere?** What I like about Coherent is that it provides strong tools for working with text and for building enterprise AI applications, such as embedding and reranking models. These features are especially useful for improving search and RAG systems. **What do you dislike about Cohere?** What I dislike about Coherent is that its features seem more focused on enterprise and RAG use cases, so it feels less flexible for general-purpose AI applications. **What problems is Cohere solving and how is that benefiting you?** It solves the problem of adding AI-powered language, search, and retrieval features to an application without having to build the models from scratch. The main benefits for me are the embedding and reranking capabilities. ### 18. Cohere’s Focused AI Chat and UI Make Problem-Solving Feel Effortless **Rating:** 4.5/5.0 stars **Reviewed by:** Rakesh G. | Frontend Developer, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** July 28, 2026 **What do you like best about Cohere?** What I like most about Cohere is its AI chat feature. It feels focused, and it seems like the AI is genuinely useful for people. It’s really exciting to see a company building an AI chat with a clearly designed UI that helps with solving problems. **What do you dislike about Cohere?** There isn’t anything I dislike about Cohere, but there’s still room for improvement in pricing and accessibility. Integrations with other tools and platforms could also be made easier and more straightforward, which would improve the overall experience. **What problems is Cohere solving and how is that benefiting you?** Cohere helps us make better use of AI, saving time by automating repetitive tasks. The chat option is also very clear and easy to use. ### 19. Fantastic Integrations, Top-Tier Performance, and Great Support **Rating:** 4.0/5.0 stars **Reviewed by:** Catarina A. | Executive assistant, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** July 29, 2026 **What do you like best about Cohere?** Improved my ease of communication at work/ with colleagues and dropped a lot of the mental bandwidth it took to do so. Integrations are fantastic, the performance is top tier and the price is right. The support is fantastic. Great intelligence. **What do you dislike about Cohere?** Sometimes it misinterprets what I’m saying and ends up giving answers that aren’t relevant or that miss the mark. That said, I tend to run into this with most AI tools anyway. **What problems is Cohere solving and how is that benefiting you?** Overall, it’s been helpful for getting me through day to day without losing my patience or frying my bandwidth within the hour. ### 20. Streamlined AI Tools with Room to Grow **Rating:** 3.5/5.0 stars **Reviewed by:** Sam P. | Agent, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through Google using a business email account **Source: Organic Review from User Profile:** Invitation from G2. This reviewer was not provided any incentive by G2 for completing this review. **Reviewed Date:** September 11, 2026 **What do you like best about Cohere?** Cohere’s developer-friendly design is what stands out most to me. The experience feels clean and quick to work with, without burying you in unnecessary complexity. Even the survey page you’re on reinforces that focus by pushing you to think about the overall experience rather than gimmicks, which really matches their vibe. **What do you dislike about Cohere?** Probably the biggest downside is that Cohere can feel a bit limited for highly specialized or niche use cases, especially when you compare it with platforms that have larger ecosystems or more extensive tooling. **What problems is Cohere solving and how is that benefiting you?** Cohere helps me streamline language understanding and content generation, making tasks like drafting, summarizing, and analyzing text faster and more efficient. ### 21. Enterprise-Ready AI with Strong Privacy and Powerful Rerank Retrieval **Rating:** 4.5/5.0 stars **Reviewed by:** Esmeralda H. | Tax processing consultant, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** August 06, 2026 At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review. **What do you like best about Cohere?** Cohere stands out for its strong emphasis on enterprise needs, data privacy, and robust retrieval tools like Rerank. It feels purpose-built for business workflows, rather than positioned as a consumer chat product. **What do you dislike about Cohere?** The main drawbacks are the high infrastructure requirements for large models like Command A+, occasional literal-translation errors in less common languages, and a tendency to restate data instead of providing deeper insights. For complex enterprise data integration, it also requires significant custom development time. **What problems is Cohere solving and how is that benefiting you?** It addresses enterprise data privacy and workflow automation challenges by deploying secure, customizable large language models directly within a business’s own infrastructure. This helps organizations analyze sensitive internal documents, automate customer support, and run advanced search capabilities without exposing confidential data to external parties. ### 22. Efficient Summary Tool, Minor Speed Hiccups **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User | Small-Business (50 or fewer emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **G2 Icon:** Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise. **Reviewed Date:** July 23, 2026 **What do you like best about Cohere?** I usually use Cohere for reading documents for me and to analyze what was in the document with ease. I find it works quite well with understanding what is in these documents or large bodies of text and quickly summarizes it in a language I can understand. It gives me the key points if I wanted to, which helps simplify and summarize large amounts of data or texts. Overall, I think it's great to use, and the initial setup was pretty quick and easy. **What do you dislike about Cohere?** I find that sometimes it takes a while for Cohere to read a large document and create a quick and easy summary for me. It takes a small bit of time to get a response when processing large documents. **What problems is Cohere solving and how is that benefiting you?** I use Cohere to simplify and summarize large amounts of data or texts, helping me understand documents more easily and efficiently. It works well for analyzing large bodies of text and providing key points. ### 23. Cohere’s Enterprise-Ready AI That Integrates Seamlessly **Rating:** 5.0/5.0 stars **Reviewed by:** Aman S. | Recruiter - Sourcing Specialist, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 26, 2026 **What do you like best about Cohere?** I like Cohere because it’s tailored specifically for enterprise use, offering top-tier text classification, retrieval-augmented generation (RAG), and embeddings that seamlessly integrate into existing workflows without a hassle. **What do you dislike about Cohere?** The pricing can scale up quickly as volume increases, and the documentation for some advanced customization features could be more detailed for non-enterprise users. **What problems is Cohere solving and how is that benefiting you?** Cohere helps us process and search through massive amounts of unstructured data quickly. It saves us a ton of time by automating accurate content classification and powering custom search, making our internal workflows way more efficient. ### 24. One of the Best Reranking Models for Services **Rating:** 5.0/5.0 stars **Reviewed by:** Ronit B. | SDE, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through Google One Tap using a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 27, 2026 **What do you like best about Cohere?** One of the best reranking model to use in services **What do you dislike about Cohere?** more latency and more computational cost **What problems is Cohere solving and how is that benefiting you?** Its solving reranking chunks of data for me ### 25. Easy to Use, Clear Professional Responses That Save Time **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Hospital & Health Care | Small-Business (50 or fewer emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through Google One Tap using a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 25, 2026 **What do you like best about Cohere?** Cohere is easy to use, and the responses are generally clear and professional. It definitely saves me time. **What do you dislike about Cohere?** More industry-specific tools and templates—especially for healthcare—would be valuable for healthcare organizations. This would mainly help continue improving the accuracy of the responses. **What problems is Cohere solving and how is that benefiting you?** It helps reduce the amount of time spent on repetitive tasks, allowing employees to work more efficiently. - [View Cohere pricing details and edition comparison](https://www.g2.com/products/cohere-io/reviews?section=pricing&secure%5Bexpires_at%5D=2026-09-26+08%3A36%3A13+-0500&secure%5Bsession_id%5D=9efee968-9b22-49ad-b8ca-05a3b1a87c45&secure%5Btoken%5D=520d4115a1a9e9d8a6cec274e9da347655bc2a8128b60932a2aba65d6cc4e920&format=llm_user) ## Cohere Features **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Responses** - Customization - Control - Route To Human - Menu bars - Drip sequences **Administration** - Access Control - Web Page Navigation - Real Time Assistance **Platform** - Live chat - Integrations - Branding - Analytics - A/B testing - Role-based access - Collection of information - Augmented Analytics - Proactive Chat **Security** - Data Security - Data Masking **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Additional Functionality** - Customer Surveys - Lead Qualification - Transcripts/Chat History - Language Detection - Pre-Configured Bot - Lead Capture - Code-free Development - Natural Language Processing - Multi-Language - For Sales/Marketing - Contextual Guidance - Automated Responses - Customer Support - Chatbot - Intent Recognition - Sentiment Analysis - Customer Experience Management - Query Suggestions - Transfers/Routing - AI Copilot - Canned Responses - AI/Machine Learning - Multi-Channel Communication - Automated Routing - Workflow Automation ## Top Cohere Alternatives - [Fin](https://www.g2.com/products/fin/reviews) - 4.5/5.0 (3,750 reviews) - [Zendesk for Customer Service](https://www.g2.com/products/zendesk-for-customer-service/reviews) - 4.3/5.0 (6,719 reviews) - [Kore.AI](https://www.g2.com/products/kore-ai/reviews) - 4.6/5.0 (402 reviews)