Language Models · Reviewed 19 Oct 2026

Kimi API Platform

API platform for Kimi AI models with pay-as-you-go pricing.

free tier · platform.kimi.ai ↗

Paid against free › Language Models › Kimi API Platform

Kimi API Platform at a glance

SEO analysis

Collected Oct 19, 2026

platform.kimi.ai: an estimated 859,261 total monthly visits and about 8,184 monthly organic visits across 218 ranking keywords. Scout crawled 15 pages and measured a technical health score of 91/100.

Overview

01

Summary

The useful answer before the supporting detail.

Kimi API Platform is a cloud-based API service that provides access to Kimi AI models, including the flagship kimi-k3, for developers building AI-powered applications S1 S84. It is used by developers and organizations to integrate advanced language and multimodal capabilities into their software, solving problems like complex reasoning, coding, and knowledge work S1 S34. The platform offers pay-as-you-go pricing, batch processing, and web search tools, making it a flexible and cost-effective choice for AI integration S11 S34.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Kimi API Platform is a cloud-based API service for accessing Kimi AI models S1 S84.
  • Core purpose: It provides developers with programmatic access to advanced AI models for building applications S84.
  • Intended users: Developers and organizations integrating AI capabilities into their software S84.
  • Product scope: It is an API platform, not a standalone app, offering model inference, batch processing, and web search tools S11 S34.
  • Positioning: The platform is positioned as a reliable, production-ready tool ecosystem for complex workflows S131.
  • Claimed distinction: It claims to offer leading overall intelligence with a 1M-token context window S34.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Software engineersUse kimi-k3 for long-horizon coding and complex programming tasks S34 S131.
Knowledge workersLeverage kimi-k3 for end-to-end knowledge work and deep reasoning S1 S34.
Agent developersBuild agent applications that orchestrate their own search logic using web search tools S34.
ResearchersExtract key points from scientific literature and analyze complex data with multimodal models S131.
Game developersIntegrate AI for code generation, automated testing, and performance optimization S131.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Model inferenceAccess Kimi models like kimi-k3 for text generation and reasoning via API S1.
Multimodal understandingProcess images and videos with native visual understanding in kimi-k3 S1 S84.
Batch processingRun large-scale asynchronous inference at 60% of standard cost S34 S8.
Web search toolsPerform web searches and fetch URLs via dedicated endpoints for agent applications S34.
Context cachingAutomatically cache repeated request prefixes to reduce input costs S11.
API compatibilityUse OpenAI-compatible Responses API or Anthropic-compatible Messages API S84.
File upload and extractionUpload files for content extraction, with improved parsing of tables and formulas S34.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
OpenAI-compatible APIAPIAllows integration with OpenAI SDK and similar tools S84.
Anthropic-compatible APIAPIEnables integration with Anthropic SDK and AI modelCode S84.
Web search endpointsAPIProvides `/v1/tools/search` and `/v1/tools/search_pro` for structured web search S34.
URL fetch endpointAPIProvides `/v1/tools/fetch` to extract markdown from web pages S25.
Batch APIAPISupports asynchronous batch inference for large-scale tasks S34 S8.
MCP server configurationExtension frameworkAllows configuration of third-party and ModelScope MCP servers in Playground S34.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
kimi-k3$3.00 per 1M input tokens ($0.30 cached), $15.00 per 1M output tokens, usage-based S11Context caching with TTL tiers S111,048,576 token context S11
kimi-k2.7-code$0.95 per 1M input tokens ($0.19 cached), $4.00 per 1M output tokens, usage-based S11Not established262,144 token context S11
kimi-k2.6$0.95 per 1M input tokens ($0.16 cached), $4.00 per 1M output tokens, usage-based S11Not established262,144 token context S11
Batch API60% of standard model price, usage-based S8Supports kimi-k2.7-code and kimi-k2.6 S8Not established
Web Search Basic$0.002 per call, usage-based S25Not establishedBilled only when results returned S25
Web Search Pro$0.003 per call, usage-based S25Not establishedBilled only when results returned S25
URL Fetch$0.002 per call, usage-based S25Not establishedBilled only when content extracted S25

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
kimi.com525.6kimi api, kimi api key
openrouter.ai324.7kimi api, kimi api key
reddit.com225.5kimi api, kimi api key
platform.kimi.com115kimi api key
youtube.com118kimi api
github.com118kimi api key
kie.ai119kimi api

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

Website intelligence — Scout synthesis

First-party claims:

  • The platform differentiates from Kimi Code, Kimi Business, and Kimi Membership, which are subscription-based products W34W39W40W41.
  • Kimi API is compatible with OpenAI and Anthropic API formats, offering integration flexibility W214W226.

Scout inference:

  • Compatibility with major API formats may be a competitive advantage for developers evaluating LLM APIs.
14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 2.0%
MonthSource
—All AI assistants
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
featuresKimi API Platform, providing the 2.8-trillion-parameter Kimi K3 large language model API with a 1M-token context window and Tool Calling. Professional code generation, intelligent dialogue, and visual reasoning to help developers build AI applications.https://platform.kimi.ai/
featuresKimi LLM Open Platformhttps://platform.kimi.ai/
featuresFunPlus leverages Kimi K3 for its AI innovation incubation business, integrating it across code generation, automated game testing, performance optimization, and other workflows.https://platform.kimi.ai/
featuresKimi API Platform home page01https://platform.kimi.ai/docs/guide/use-json-mode-feature-of-kimi-api
featuresContact Saleshttps://platform.kimi.ai/docs/guide/use-json-mode-feature-of-kimi-api
featuresUser Centerhttps://platform.kimi.ai/docs/guide/use-json-mode-feature-of-kimi-api
featuresYou are the intelligent customer service of Moonshot AI (Kimi), responsible for answering various user questions. Please refer to the document content to reply to user questions. Your reply can be text, images, links, and you can include text, images, and links in a single response.https://platform.kimi.ai/docs/guide/use-json-mode-feature-of-kimi-api
featuresKimi API Platform home page01https://platform.kimi.ai/docs/guide/use-partial-mode-feature-of-kimi-api
featuresContact Saleshttps://platform.kimi.ai/docs/guide/use-partial-mode-feature-of-kimi-api
featuresUser Centerhttps://platform.kimi.ai/docs/guide/use-partial-mode-feature-of-kimi-api
featuresKimi API Platform home page01https://platform.kimi.ai/docs/guide/utilize-the-streaming-output-feature-of-kimi-api
featuresContact Saleshttps://platform.kimi.ai/docs/guide/utilize-the-streaming-output-feature-of-kimi-api
featuresUser Centerhttps://platform.kimi.ai/docs/guide/utilize-the-streaming-output-feature-of-kimi-api
featuresAfter receiving a question, the Kimi large language model first performs inference and then generates the answer one Token at a time. Streaming sends Tokens to the client as soon as a certain number of them (usually 1 Token) is generated, instead of waiting until the full response is complete. Waiting for the complete response usually takes several seconds — for complex questions and long replies it can stretch to 10 or even 20 seconds; with streaming, users see the first Token immediately, which significantly reduces wait time. When you chat with Kimi AI Assistant, the reply appears character by character — that is streaming in action.https://platform.kimi.ai/docs/guide/utilize-the-streaming-output-feature-of-kimi-api
featuresKimi API Platform home page01https://platform.kimi.ai/docs/overview
featuresContact Saleshttps://platform.kimi.ai/docs/overview
featuresUser Centerhttps://platform.kimi.ai/docs/overview
featuresVisit the Kimi API Platform, sign in, then go to API Keys to create and copy an API Key.Keep your API Key secure. Do not share it with others or hard-code it directly in your application. We recommend storing it in an environment variable:https://platform.kimi.ai/docs/overview
featuresKimi API Platform home page01https://platform.kimi.ai/docs/models
featuresKimi LLM Open Platformhttps://platform.kimi.ai/

These are first-party product claims, not independent measurements of AI-search visibility.

Website intelligence — Scout synthesis

First-party claims:

  • The platform provides an `llms.txt` file for complete documentation index, aiding AI crawlers W25W42W61W85W109W133W157W181W205W229.
  • Documentation includes guides for JSON mode, partial mode, and streaming, which are likely to be referenced by AI-generated content W141W166W190.

Scout inference:

  • The `llms.txt` file and structured documentation may improve the site's visibility in AI search and chat interfaces.
15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gap5 first-page appearances across kimi api, kimi api key

Website intelligence — Collected evidence

Website evidence gaps

  • integrations: no usable public page was collected; verify whether the site publishes this evidence.
  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Website intelligence — Scout synthesis

First-party claims:

  • The platform offers a $5 voucher when cumulative recharge reaches $5, which could be a promotional hook W96.
  • Batch API pricing is 60% of standard model price, appealing to cost-sensitive bulk users W51.
  • Web search and fetch tools are billed per call, with failed requests free W118W124.

Scout inference:

  • SEO content could target keywords like "Kimi API pricing", "Kimi K3 context window", and "LLM API batch pricing" to capture high-intent traffic.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
dishantsharma.hashnode.devKimi K2.6 dropped. The internet went crazy. Then reality hit.Grounded web searchA Hacker News thread with 447 upvotes and 229 comments landed on the front page before most of the west coast had their morning coffee. A Reddit thread titled "is k2.6 over-thinking?" had already pulled in 50 replies. Someone on r/kimi asked "kimi k2.6 worth it?" and the top answer was blunt: "I cancelled my AI modelplan for it." ... Kimi K2.6 is open-weight. you can grab it on HuggingFace. it runs on Kimi.com, through their API, and inside Kimi Code, their coding agent. ... The benchmarks look g

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Hacker News Discussion on Kimi Models and API — I'm not running it locally (it's gigantic!) I'm using the API at https://platform.moonshot.ai ... There's no comparison. GLM 4.7 is fine and reasonably competent at writing code, but K2.5 is right up there with something like Sonnet 4.5. it's the first time I can use an open-source model and not immediately tell the difference between it and top-end models from Anthropic and OpenAI.
  • Hacker News Discussion: Coding via Kimi API — I’ve been running K2.5 (through the API) as my daily driver for coding through Kimi Code CLI and it’s been pretty much flawless. It’s also notably cheaper and I like the option that if my vibe coded side projects became more than side projects I could run everything in house. I’ve been pretty active in the open model space and 2 years ago you would have had to pay 20k to run models that were nowhere near as powerful. It wouldn’t surprise me if in two more years we continue to see more powerful o
  • Kimi K3: Open Frontier Intelligence / Hacker News — Intelligence / Hacker News Kimi K3: Open Frontier Intelligence (kimi.com) 2107 points by vincent_s 3 months ago / hide / past / favorite / 1214 comments Kimi K3 Intelligence, Performance & Price Analysis: https://artificialanalysis.ai/models/kimi-k3
  • Kimi vendor verifier – verify accuracy of inference providers / Hacker News — Kimi vendor verifier – verify accuracy of inference providers (kimi.com) ... quantizations or use lower ones than you might be expecting. AI synthesis does provide configuration options for this, and it often limits your options significantly. That being

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipYOU AND US AGREE TO THE FOLLOWING PROVISIONS: The establishment, effectiveness, interpretation, revision, supplementation, termination, enforcement, and dispute resolution of these terms shall all be governed by the lawssource
Contact and supportLaunched the `moonshot-v1-vision-preview` model; added support for organization project management; added support for overseas phone number registration and login.source
Legal and privacyKimi K3 — our flagship model for long-horizon coding and end-to-end knowledge work — is now available through the Open Platform API, with a 1M token context and leading overall intelligence. See the Kimi K3 Quickstart. Asource
Security and complianceWe are fully aware that the security and confidentiality of your personal information are of utmost importance to you. We will endeavor to avoid collecting irrelevant user information and will take reasonable technical asource
Uptime and status pageSecurity and compliance assurance: SLA backed reliability with data compliance and privacy protectionssource

Every trust signal above is backed by a collected page or a registration record.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Model List - Kimi API PlatformDocumentationReview currently available Kimi multimodal and coding models, plus migration guidance for discontinued models. (source)Not dated
Compare with Other Kimi Products - Kimi API PlatformGuideThe Kimi API Open Platform uses pay-as-you-go billing with no subscription plan. It is different from products such as Kimi Membership and Kimi Code — please distinguish between them. (source)Not dated
BatchJob Pricing - Kimi API PlatformDocumentationReview Kimi BatchJob pricing for input, output, and cache-hit tokens, along with billing notes. (source)Not dated
Model Inference Pricing Explanation - Kimi API PlatformDocumentationUnderstand token billing, input and output charges, cache discounts, and pricing links for Kimi model inference. (source)Not dated
Recharge and Rate Limiting - Kimi API PlatformDocumentationReview Kimi Open Platform recharge requirements, account tiers, RPM, TPM, and TPD limits, and options for requesting higher capacity. (source)Not dated
WebSearch Pricing - Kimi API PlatformDocumentationReview pricing, billing units, and usage notes for the Kimi web-search and fetch tools. (source)Not dated
Platform Changelog - Kimi API PlatformChangelogReview historical Kimi Open Platform feature releases, model launches, product improvements, and issue fixes. (source)Not dated
Use Kimi API's JSON Mode - Kimi API PlatformGuideEnable Kimi API JSON Mode with response_format and safely prompt for, receive, and parse structured JSON output. (source)Not dated

Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Cloud-based API platform S84.S84
Platforms and appsAccessible via web; no native apps mentioned S84.S84
API and extensibility (API, SDK, webhooks, MCP, plugins)Offers OpenAI- and Anthropic-compatible APIs, plus web search and batch endpoints S84 S34.S84 S34
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsClaims high performance architecture with flexible rate limits S131.S131
Release activityChangelog documents frequent updates, including new models and features S34.S34
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
First archived2026-03-30 — web archive
TLS certificateGoogle Trust Services, valid, expires 2026-12-09
Security headersHSTS
Headers not servedCSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Server headercloudflare

Not measurable: rdap: HTTP 400. A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 91/100
  • Critical issues: 0
  • Warnings: 23
  • Notices: 13

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed252https://platform.kimi.ai/
noticeMeta description length should be reviewed252https://platform.kimi.ai/contact-sales
noticeLow visible word count50https://platform.kimi.ai/contact-sales
noticeMeta description length should be reviewed252https://platform.kimi.ai/playground
warningPage should have one primary H10https://platform.kimi.ai/playground
warningMissing canonical URL—https://platform.kimi.ai/playground
noticeLow visible word count0https://platform.kimi.ai/playground
noticeMeta description length should be reviewed252https://platform.kimi.ai/console/account
warningPage should have one primary H10https://platform.kimi.ai/console/account
warningMissing canonical URL—https://platform.kimi.ai/console/account
noticeLow visible word count0https://platform.kimi.ai/console/account
noticeMeta description length should be reviewed252https://platform.kimi.ai/console
warningPage should have one primary H10https://platform.kimi.ai/console
warningMissing canonical URL—https://platform.kimi.ai/console
noticeLow visible word count0https://platform.kimi.ai/console
noticeMeta description length should be reviewed252https://platform.kimi.ai/console/pay
warningPage should have one primary H10https://platform.kimi.ai/console/pay
warningMissing canonical URL—https://platform.kimi.ai/console/pay
noticeLow visible word count0https://platform.kimi.ai/console/pay
noticeMeta description length should be reviewed252https://platform.kimi.ai/console/general
warningPage should have one primary H10https://platform.kimi.ai/console/general
warningMissing canonical URL—https://platform.kimi.ai/console/general
noticeLow visible word count0https://platform.kimi.ai/console/general
warningDuplicate title in audit sample6https://platform.kimi.ai/
warningDuplicate title in audit sample6https://platform.kimi.ai/playground
warningDuplicate title in audit sample6https://platform.kimi.ai/console/account
warningDuplicate title in audit sample6https://platform.kimi.ai/console
warningDuplicate title in audit sample6https://platform.kimi.ai/console/pay
warningDuplicate title in audit sample6https://platform.kimi.ai/console/general
warningDuplicate meta description in audit sample7https://platform.kimi.ai/
warningDuplicate meta description in audit sample7https://platform.kimi.ai/contact-sales
warningDuplicate meta description in audit sample7https://platform.kimi.ai/playground
warningDuplicate meta description in audit sample7https://platform.kimi.ai/console/account
warningDuplicate meta description in audit sample7https://platform.kimi.ai/console
warningDuplicate meta description in audit sample7https://platform.kimi.ai/console/pay
warningDuplicate meta description in audit sample7https://platform.kimi.ai/console/general

Crawled pages

StatusTitleH1sWordsResponseURL
200Kimi API Platform11153638 mshttps://platform.kimi.ai/
200Quickstart - Kimi API Platform11544610 mshttps://platform.kimi.ai/docs/overview
200Model Inference Pricing Explanation - Kimi API Platform1530452 mshttps://platform.kimi.ai/docs/pricing/chat
200Contact Sales - Kimi API Platform150218 mshttps://platform.kimi.ai/contact-sales
200Kimi API Platform00411 mshttps://platform.kimi.ai/playground
200Kimi API Platform00400 mshttps://platform.kimi.ai/console/account
200Kimi K3 - Kimi API Platform12344429 mshttps://platform.kimi.ai/docs/guide/kimi-k3-quickstart
200Kimi API Platform00395 mshttps://platform.kimi.ai/console
200Kimi K2.7 Code - Kimi API Platform11963592 mshttps://platform.kimi.ai/docs/guide/kimi-k2-7-code-quickstart
200Kimi K2.6 - Kimi API Platform12541430 mshttps://platform.kimi.ai/docs/guide/kimi-k2-6-quickstart
200Kimi API Platform00425 mshttps://platform.kimi.ai/console/pay
200Kimi API Platform00396 mshttps://platform.kimi.ai/console/general
200Terms of Service for Kimi OpenPlatform - Kimi API Platform14731594 mshttps://platform.kimi.ai/docs/agreement/modeluse
200Kimi OpenPlatform Privacy Policy - Kimi API Platform13608419 mshttps://platform.kimi.ai/docs/agreement/userprivacy
200API Overview - Kimi API Platform1693650 mshttps://platform.kimi.ai/docs/api/overview

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct32.9%
search39.3%
search organic30.9%
search paid8.4%
social3.6%
social organic3.5%
social paid0.1%
referrals9.9%
paid referrals1.0%
mail2.3%
gen ai2.0%
affiliate9.1%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitor products. Evidence gaps include lack of detailed security certifications, uptime guarantees, and data export policies. Open questions remain about enterprise support options and service level agreements.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from platform.kimi.ai, including documentation, pricing, and changelog pages. The evidence catalog includes 180 entries from these pages. External proof search was enabled but no additional verification was performed. Limitations include potential incompleteness of documentation and lack of third-party reviews.

Paid against free, in your inbox

One job at a time: the paid tools worth paying for, the free ones you can run yourself, and who should pick which.

No tracking pixels. One click to leave. We use your address to send Stack Radar and nothing else. Privacy.