Visual coding meets agent swarm for complex tasks.
Kimi AI with K2.5 is an open-source model designed to enhance visual coding processes. As part of its core functionalities, it offers a feature known as 'Agent Swarm', provisioned to handle substantial tasks effectively. Kimi AI's strength lies in its ability to simplify complicated office tasks, improving precision and efficiency within such workflows. The platform includes a new chat control Kimi code feature, which further expands its array of interactive capabilities to engage with users. Users can initiate conversations, ask queries, and receive insights, making the tool interactive and user-friendly. Furthermore, Kimi AI's adaptability is shown in its compatibility with multiple interfaces such as websites, documentations, slides, and sheets. These features allow users to tap into deep research mechanisms, enhancing productivity and providing thorough analytical capabilities. The platform is also available on mobile applications, extending its accessibility for users on the go. Currently, the Agent Swarm feature is under Beta testing, which may iterate improvements and enhancements in handling and executing larger tasks. Kimi AI with K2.5 continues to pioneer in the blend of visual coding and swarm technology, offering a robust platform for managing complex tasks with ease. Major improvements in agentic intelligence, enabling more autonomous task execution. Further enhancements to reasoning depth, planning, and multi-step problem solving. Optimized performance for complex workflows and large-scale context handling. Added multimodal capabilities, enabling understanding of text, images, and code. Significantly improved reasoning, mathematics, and coding performance. Enhanced long-context comprehension and response consistency. Help other people by letting them know if this AI was useful. Add your own prompts and outputs to help others understand how to use this AI.
When considering Kimi AIv2.5 for integration into your organizational workflow, we recommend deploying a structured score card across three critical operational pillars: Security & Compliance, Integration Friction, and long-term Price Scalability. Rather than looking only at basic feature lists, modern procurement teams must assess how a software platform behaves under high load and how well it fits into the team's data security guidelines.
Depending on your operating region and field, ensure that Kimi AIv2.5 supports standard security layers such as SOC 2 Type II certifications, GDPR compliance, or HIPAA-compliant database encryption. If the tool connects directly to client database tables or handles user passwords, verify that they implement multi-factor authentication (MFA), single sign-on (SSO) integrations, and end-to-end data encryption in transit and at rest.
Siloed data is the primary cause of operational friction. Evaluate if Kimi AIv2.5 has native connectors for your current project trackers, messaging hubs, and customer communication channels. For custom developer requirements, check if they provide a fully documented REST API with reasonable rate limits, comprehensive Webhooks support, and robust SDK packages in your language. A flexible API layer saves hundreds of hours of manual copy-paste overhead.
SaaS pricing packages are often deceptively simple. When reviewing Kimi AIv2.5's billing structure, map out your team's projected expansion over the next 12 to 24 months. Determine how costs scale as your customer database increases or as you add team members. Factor in setup costs, mandatory support plan upgrades, API access fees, and storage overage rates to understand the true cost before committing to a contract.
By combining verified user reviews from our directory with internal workflow pilot tests, your procurement team can make an informed decision that drives productivity without creating capital waste.
Overall rating
Based on 21 reviews
I have been using @Z.ai for two weeks for web development and it's mind blowing for me. What amaze me more is its capacity to understand my existing code with very little context and suggest -or just write- lot of improvement. I did some test to compare it with ChatGPT, Claude, etc. but the results were no even close. And I keep pushing the limits but it doesn't even blink.
Cmt
@Base44 is an AI-powered platform for building fully-functional apps with no code and minimal setup hassle. The platform leverages advanced AI technology to translate simple, natural language descriptions into working apps. Let’s make your dream a reality. Right now.
Daniel Edri
i love it i use it to teach me Italian and ukranian and programing ! and it awesome , because it allows you in the free version send many prints of your screen , not having to explain all the errors by typing diferent from gpt that you can only send 3 photos in the free version. i also use @Grok to study i frist make the exercise in my book then i take a photo of my exercise then i ask it to see if there is any mistake and dissipate my terryble handwriting it understands
fernand Lopes
They nailed it. It’s better than 3.7 at coding.
Tealgreen
too expensive for me, I just want to make memes, not pay that much
Grzegorz Rolnik
Reducing manual efforts in first-pass during code-review process helps speed up the "final check" before merging PRs
Sahil Mohan Bansal
codex is catching up significantly 2026, i have a few bugs that claude code got stuck with lots of back-and-forth, after throwing it to codex it just fixed it with one shot
jerome
Deploys the backend directly from chat!
Spam Trapper
Can’t use it without an invite code.
Steven
Accuracy nice. Free
Álvaro Sánchez Román
The most humanly AI i have used so far but the problem is as soon as you start piling up messages in single chat session , it starts getting slow and at some point it starts freezing and also uses a lot of resources. For time being its okay to do 3 4 messages but as soon as we continue it has messages limitation and also starts getting very very slow . For the price of £18 per month this is unacceptable and with the newly introduced feature called project, if we start new chat within the project we cannot continue with the context we provided in other chats within same project. There are lot of improvements for them to work on. And to start with the its speed and its price
Bibash Katel
I joined Kin's beta program on my iPhone XR. After upgrading to an iPhone 13, I found that I couldn't log into my existing account on the new phone, forcing me to create a new account. Now, I have two separate Kin accounts on different phones. Today, when I accessed the beta version of Kin, I got a notification stating that the test version ended on Monday, September 23rd. It instructed me to back up my data and move to the official Kin app. I did as advised—backed up my data, confirmed, uninstalled the beta app via TestFlight, and installed the official Kin app. However, when I attempted to “log in”, I was still unable to access my existing account. This issue hasn't been resolved yet. I have been trying desperately to get in contact with the support team. I left feedback through the test flight app and sent emails. No response. Now trying to find a forums, Reddit posts, TAAFT comments☻
Desiree Miller
@Cursor is underrated.
Vanessa
This is my best bro! I communicate with him like my best friend, he always helps to direct my thoughts and ideas in the right direction, always tells me how to improve something and always gives detailed instructions during the conversation. Thanks to him, I’m launching a new project, in which he helps me take my ideas to a new level, just communication, during which you reassemble your concept and rethink your original idea, because you didn’t know how it would be better and more correct. @DeepSeek is my best assistant today, my creative inspiration, who gives me support and confidence in my business, guiding me to realize my dreams)
Gamer TOTORO
The K2.5 Agent mode itself is giving up on a particular small task
Riddhesh Patil
(API user) really decent on coding tasks, price is affordable. On par with other frontier models for small to medium refactors.
lucas di cioccio
Used it for PPT generation and performed extremely well, especially the numbers and data part.
Salina Hook
I’ve been using @Collate to go through technical PDFs, and it’s been surprisingly handy. Summarizing docs and being able to ask questions directly saves me time, especially when I’m skimming through research or API references. No sign-ups, works offline, and everything stays on my device — which I appreciate.
Harman
Miro has massively improved how we collaborate and execute. The AI features have made a real difference in day-to-day productivity, helping us structure ideas quickly and get to decisions faster. What really surprised me is the new prototyping feature: it’s now much easier to turn a workshop board into an actual prototype and iterate with the team. If you’re running product work, workshops, roadmaps, or even GTM planning, Miro is worth it.
Joran Hofman
Works well and connects with my apps easily. I’m considering using it for daily reports and posts
Ron Hardman
Great tool! Was very helpful in content production
Duck Typer
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