Every monthly plan that includes Kimi K3.1 Pro, converted to requests per $1 at the model's typical request shape (site default). Same engine as the main calculator — proxy estimates carry a ~ marker; coarse estimates carry ≈.
Kimi K3.1 Pro is Moonshot AI's flagship for long-horizon coding and end-to-end knowledge work: the first model of the K3.1 series, a 3T-class model with native visual understanding and a 1M-token context window.
At Kimi K3.1 Pro’s default shape
~92req / $1
only LLM Gateway DevPass prices it · 3 plans priced · proxy
Bills $3.99/mo after the free month · cancel anytime · entry tier (Flash-tier models) · one free trial month per person, duplicate trial accounts will be canceled · usage docs still scope a Taster key to the three floor models (deepseek-v4.1-flash, deepseek-v4-flash-0731, glm-5.3-flash); the tier card names these four
Base shared usage pool (weekly refresh) · top-ups past the pool
Reachability
Cursor IDE / CLI / cloud agents only
Pricing notes
Only Grok models are available on this plan; Grok Bot is not included · The X Subscription ladder — sold by X Subscription Corp. (cursor.com/pricing) — bundles Cursor, Grok and X; SuperGrok plans are a separate purchase
Codex: GPT-6 Luna at Standard speed in the desktop app (subject to rollout) — Go does not get GPT-6 Sol · Third-party apps use the plan through Sign in with ChatGPT (per-app weekly cap; no API key)
Annual Pro plans bought before 2026-06-01 stay on legacy premium-request billing (premium requests, not AI credits) with a frozen model set — no new models or features until the term ends, then the subscriber drops to Copilot Free; the $15/mo AI-credit ceiling describes the monthly plan (docs.github.com en/copilot/reference/copilot-billing/request-based-billing-legacy, read 2026-10-23)
Usage caps are per model $15–$80/mo (each model’s 5h window = 20% and weekly = 50% of its cap): V4.1 Flash $80, $30 for Qwen3.8 Flash, Hy4 preview, Hy3 and Gemini 4 Argon, $15 for V4 Pro, Grok 4.7/4.6, GLM-5.3, Kimi K3, Qwen3.8 Max, MiMo V2.6/V2.5 Pro, GPT-6/5.6 Luna and Claude Haiku 5.5 · Gemini 4 Argon’s cap is doubled to $60 for a limited time · retention 0d (Grok 4.7, Grok 4.6, Luna 30d)
The X Subscription (Plus $8 / Premium $30 / Super $100 / Ultra $200) is xAI's plan for new self-serve customers — its tiers are catalogued under Cursor; SuperGrok plans continue, switching optional (docs.x.ai/x-subscription/pricing)
Cost rule
n/a
OzoreBasic$20 in credits/mo · spend on any model at discounted rates · cancel anytime
$20 in credits/mo · spend on any model at discounted rates · cancel anytime
Reachability
Any agent · OpenAI-compatible key
Pricing notes
Requests are auto-routed — you do not pick the model, so a per-model figure is an upper bound on this tier; Direct Pin and Custom Router are Pro features. Cached-read pricing is not published, so the calculator estimates it at 10% of the input rate.
60M input tokens/week · 2x on GLM 5/5.1/5.3, Kimi K2.7 Code, DeepSeek V4 Pro/Pro 0813 · 100 images/day
Reachability
Any agent · OpenAI-compatible key
Pricing notes
Not the best fit for coding agents — large prompts/context burn the weekly cap fast; PAYG safer for heavy coding. Web search is not included in PRO’s subscription coverage.
Price confirmed on the provider product page 2026-10-15 (dev.meta.ai/products/muse-code) · High Usage: 5× Everyday usage, more prompts with the latest Muse models
Claude Fable 5.1Claude Fable 5Claude Sonnet 5Claude Opus 5.5
Ceiling
≥5× Free · 5h rolling window + weekly cap
Reachability
—
Pricing notes
Claude Fable 5 / Fable 5.1 are usage-credits-only on Pro (billed at API rates on top of the plan) — Fable is included usage on Max 5x / Max 20x at 50% of the weekly limit; Anthropic’s Usage Policy (effective 2026-11-12) prohibits reselling, proxying or otherwise providing access to Claude through unauthorized means, including “services that route requests through consumer subscriptions or misrepresent the product or client being used” (anthropic.com/legal/aup, read 2026-10-21)
GPT-6 AstraGPT-6.1 SolGPT-6 SolGPT-6 LunaGPT-5.6 SolGPT-5.6 TerraGPT-5.6 Luna
Ceiling
Unlimited* messages (reasonable use)
Reachability
—
Pricing notes
Codex usage estimates (Plus column, local messages per 5h): GPT-6 Luna 350–3,000 = highest · GPT-6.1 Sol 15–160 · GPT-6 Sol 15–150 · Astra 5–45 · weekly limits may also apply · Luna Reserve = extra Luna-only usage once the regular weekly cap is exhausted (selected Plus accounts, own limit) · Third-party apps use the plan through Sign in with ChatGPT (per-app weekly cap; no API key)
Basic models plus rotating limited-time premium models. Non-production use (personal dev / prototyping — PAYG is the production tier). Flow ≈ $0.03283 (floats live); per-model Flow burn and per-tier model lists are not published in text. Provider "Worth" claim: $30/mo equivalent API value (≈1.5× the fee), from its published equivalent-pay-as-you-go table.
4× Plus shared usage pool · third-party models at API list price
Reachability
Cursor IDE / CLI / cloud agents only
Pricing notes
Grok Bot included; third-party models are not part of the included usage — they run on top-up credits billed separately at API list price · The X Subscription ladder — sold by X Subscription Corp. (cursor.com/pricing) — bundles Cursor, Grok and X; SuperGrok plans are a separate purchase
Cost rule
n/a
SyntheticStandardWeekly credit quota, 2% regenerated every ~3.4h · no 5h or monthly caps · 1 usage reset/month · extra tokens at API pricing
Grok Bot access is included (not on Lite): link the Grok or X account to grant weekly Grok Bot usage on a Cursor account — cursor.com/help/grok-bot/plans · The X Subscription (Plus $8 / Premium $30 / Super $100 / Ultra $200) is xAI's plan for new self-serve customers — its tiers are catalogued under Cursor; SuperGrok plans continue, switching optional (docs.x.ai/x-subscription/pricing)
Cost rule
n/a
OzorePro$70 in credits/mo · + Smart Compression, Analytics Pro, Privacy Pack, 10 extra API keys, Custom Router, Fusion
$70 in credits/mo · + Smart Compression, Analytics Pro, Privacy Pack, 10 extra API keys, Custom Router, Fusion
Reachability
Any agent · OpenAI-compatible key
Pricing notes
Includes Custom Router, so you can pin a lineup and Ozore routes only among your picks. Cached-read pricing is not published, so the calculator estimates it at 10% of the input rate.
Cost rule
n/a
GitHub CopilotPro+$70/mo total AI credits · 4× Pro usage
Claude Opus 5.5Claude Opus 5GPT-6.1 SolGPT-6 SolGPT-6 AstraGPT-5.6 SolGemini 4 ArgonGemini 3.8 FlashGemini 3.7 FlashClaude Sonnet 5.5Claude Sonnet 5Claude Sonnet 4.6Claude Sonnet 4Claude Fable 5.1Claude Fable 5Claude Haiku 5.5Claude Haiku 4.5Claude Opus 4.8Claude Opus 4.8 (fast mode) (Preview)GPT-6 LunaGPT-5.6 TerraGPT-5.6 LunaGPT-5.5GPT-5.4GPT-5.4 MiniGPT-5.3-CodexGPT-5.2-CodexGPT-5.2GPT-5 MiniMAI-Code-1.1-FlashGrok 4.7Grok 4.6Grok 4.5Kimi K3
Ceiling
$70/mo total AI credits · 4× Pro usage
Reachability
—
Pricing notes
Annual Pro+ plans bought before 2026-06-01 stay on legacy premium-request billing (premium requests, not AI credits) with a frozen model set — no new models or features until the term ends, then the subscriber drops to Copilot Free; the $70/mo AI-credit ceiling describes the monthly plan (docs.github.com en/copilot/reference/copilot-billing/request-based-billing-legacy, read 2026-10-23)
Cost rule
n/a
KimiPro2× agent credits · one pool shared with Kimi Code · rolling 5-hour rate window
The $10 Go plan’s higher tier: identical rates, per-model monthly caps $60–$240 (each model’s 5h window = 20% and weekly = 50% of its cap; the headline figure is the top of that range): V4.1 Flash $160, $60 for V4 Pro, Grok 4.7/4.6, Kimi K3, Qwen3.8 Max, MiMo V2.6/V2.5 Pro, GPT-6/5.6 Luna and Claude Haiku 5.5 · Gemini 4 Argon’s cap is doubled to $240 for a limited time · retention 0d (Grok 4.7, Grok 4.6, Luna 30d)
Cost rule
n/a
Neural WattStandard6.25 kWh/mo energy incl. · priority
Price confirmed on the provider product page 2026-10-15 (dev.meta.ai/products/muse-code) · Power Usage: 20× Everyday usage, early access to new features
$95/mo compute budget · no 5h/week windows · priority scheduling
Reachability
Any agent · OpenAI-compatible key
Pricing notes
Dollar budget spent at provider list rates — provider claims it does the work of up to $310/mo of direct API spend; no overage charges.
Cost rule
n/a
SyntheticBigWeekly credit quota, 2% regenerated every ~3.4h · no 5h or monthly caps · 1 usage reset/month · extra tokens at API pricing · higher priority access
Kimi K3DeepSeek V4.1 FlashNemotron 3 Super 120BQwen3.8-27BGPT-OSS 120BGLM-4.7-FlashGLM-5.3GLM-5.3-Flash
Ceiling
Weekly credit quota, 2% regenerated every ~3.4h · no 5h or monthly caps · 1 usage reset/month · extra tokens at API pricing · higher priority access
Reachability
Any agent · OpenAI-compatible key
Pricing notes
Credits regenerate over the week and are spent at subscription-discounted model rates; more tokens can be bought at usage-based prices. Fast mode (2× speed; each request draws 2× the rate limit) and Infinite mode (Beta — no rate-limit draw, runs slower, DeepSeek V4.1 Flash only) are enabled from the Big plan
Cost rule
n/a
KimiMax5× agent credits · one pool shared with Kimi Code · rolling 5-hour rate window · 1M context
Claude Fable 5.1Claude Fable 5Claude Opus 5.5Claude Opus 4.8
Ceiling
5× Pro · Claude Fable 5 / Fable 5.1 capped at 50% of the weekly limit
Reachability
—
Pricing notes
Claude Fable 5 / Fable 5.1 are included on Max 5x but draw only 50% of the weekly limit (claude.com/pricing “Models and usage” matrix, read 2026-10-06); the plan also grants $100/month in Claude Platform API credits for building on the API — a separate budget from the plan’s Claude Code usage (anthropic.com/pricing “Monthly API credits”, read 2026-10-14); Anthropic’s Usage Policy (effective 2026-11-12) prohibits reselling, proxying or otherwise providing access to Claude through unauthorized means, including “services that route requests through consumer subscriptions or misrepresent the product or client being used” (anthropic.com/legal/aup, read 2026-10-21)
15× Plus shared usage pool · priority model access at peak times
Reachability
Cursor IDE / CLI / cloud agents only
Pricing notes
Grok Bot included; third-party models are not part of the included usage — they run on top-up credits billed separately at API list price · The X Subscription ladder — sold by X Subscription Corp. (cursor.com/pricing) — bundles Cursor, Grok and X; SuperGrok plans are a separate purchase
GPT-6 AstraGPT-6.1 SolGPT-6 SolGPT-6 LunaGPT-5.6 Sol ProGPT-5.6 SolGPT-5.6 TerraGPT-5.6 Luna
Ceiling
Lowest included usage of the three Pro tiers
Reachability
—
Pricing notes
Pro plans have no five-hour limit; OpenAI publishes local-message estimates for Plus and Standard Business only · local messages and cloud chats share the allowance, and weekly limits may also apply · Third-party apps use the plan through Sign in with ChatGPT (per-app weekly cap; no API key)
The X Subscription (Plus $8 / Premium $30 / Super $100 / Ultra $200) is xAI's plan for new self-serve customers — its tiers are catalogued under Cursor; SuperGrok plans continue, switching optional (docs.x.ai/x-subscription/pricing)
Basic + premium models, covering the mainstream flagships. Non-production use (personal dev / prototyping — PAYG is the production tier). Flow ≈ $0.03283 (floats live); per-model Flow burn and per-tier model lists are not published in text. Provider "Worth" claim: $180/mo equivalent API value (≈1.8× the fee), from its published equivalent-pay-as-you-go table.
Claude Fable 5.1Claude Fable 5Claude Opus 5.5Claude Opus 4.8
Ceiling
20× Pro · Claude Fable 5 / Fable 5.1 capped at 50% of the weekly limit
Reachability
—
Pricing notes
Claude Fable 5 / Fable 5.1 are included on Max 20x but draw only 50% of the weekly limit (claude.com/pricing “Models and usage” matrix, read 2026-10-06); the plan also grants $200/month in Claude Platform API credits for building on the API — a separate budget from the plan’s Claude Code usage (anthropic.com/pricing “Monthly API credits”, read 2026-10-14); Anthropic’s Usage Policy (effective 2026-11-12) prohibits reselling, proxying or otherwise providing access to Claude through unauthorized means, including “services that route requests through consumer subscriptions or misrepresent the product or client being used” (anthropic.com/legal/aup, read 2026-10-21)
50× Plus shared usage pool · earliest access to new products and models
Reachability
Cursor IDE / CLI / cloud agents only
Pricing notes
Grok Bot included; third-party models are not part of the included usage — they run on top-up credits billed separately at API list price · Legacy Cursor Ultra ($200/mo, no longer sold) keeps two monthly pools — Cursor Models and an included Other Models allowance whose size Cursor does not publish · The X Subscription ladder — sold by X Subscription Corp. (cursor.com/pricing) — bundles Cursor, Grok and X; SuperGrok plans are a separate purchase
GPT-6 AstraGPT-6.1 SolGPT-6 SolGPT-6 LunaGPT-5.6 Sol ProGPT-5.6 SolGPT-5.6 TerraGPT-5.6 Luna
Ceiling
More included usage than Pro 100, less than Pro 500
Reachability
—
Pricing notes
New Pro 200 subscriptions that are not grandfathered get a lower included usage allowance than before (grandfathered allowances run to 2026-10-29; the $200 price is unchanged) · Pro plans have no five-hour limit; OpenAI publishes local-message estimates for Plus and Standard Business only · local messages and cloud chats share the allowance, and weekly limits may also apply · Third-party apps use the plan through Sign in with ChatGPT (per-app weekly cap; no API key)
Price confirmed on the provider product page 2026-10-15 (dev.meta.ai/products/muse-code) · Maximum Usage: 80× Everyday usage, everything from the Power Usage plan · at the limit, wait for it to refresh — no upgrade or top-up
All models (Max and Ultra currently cover nearly identical lists — the difference is quota, not model selection). Non-production use (personal dev / prototyping — PAYG is the production tier). Flow ≈ $0.03283 (floats live); per-model Flow burn and per-tier model lists are not published in text. Provider "Worth" claim: $480/mo equivalent API value (≈2.4× the fee), from its published equivalent-pay-as-you-go table.
Grok Bot access is included; linking SuperGrok Heavy grants the highest linked weekly Grok Bot usage on a Cursor account (cursor.com/help/grok-bot/supergrok) — a usage grant, not a Cursor plan, and no extra usage on top of one. · The X Subscription (Plus $8 / Premium $30 / Super $100 / Ultra $200) is xAI's plan for new self-serve customers — its tiers are catalogued under Cursor; SuperGrok plans continue, switching optional (docs.x.ai/x-subscription/pricing)
Cost rule
n/a
OpenAIPro 500Highest included usage of the three Pro tiers
GPT-6 AstraGPT-6.1 SolGPT-6 SolGPT-6 LunaGPT-5.6 Sol ProGPT-5.6 SolGPT-5.6 TerraGPT-5.6 Luna
Ceiling
Highest included usage of the three Pro tiers
Reachability
—
Pricing notes
Astra Ultrafast is included only on Pro 500 among the Pro tiers ($100 / $200 / $500) — it draws the included usage allowance first, then credits, and buying credits on Pro 100 or Pro 200 does not unlock it · Fast mode consumes the included allowance at 2.5× and Astra Ultrafast at 8× (credits: 2× / 6×) · Third-party apps use the plan through Sign in with ChatGPT (per-app weekly cap; no API key)
Cost rule
n/a
No plans in the database list this model.
Some Subscribe buttons carry referral or affiliate codes — using them may give you a signup bonus or support this project at no extra cost to you.
Markers: ~ proxy estimate · ≈ coarse estimate · ≥ cache floor · ≤ cache ceiling — a plan that publishes no cached-read rate bills cached tokens at the input rate, so its Req/$1 is a floor (≥) and its cost is a ceiling (≤). Borrowed cap means the budget is a published API cap at list price, so Req / $1 is a value comparison rather than a measured allowance.
Best-priced plans
Best-priced plans for Kimi K3.1 Pro
The top 5 plans by computed Req/$1 that include Kimi K3.1 Pro, plus the lowest-cost plan. Computed at build from the same cost rules the calculator renders · ~ proxy estimate · ≈ coarse estimate · ≥ cache floor · ≤ cache ceiling
“n/a” = the provider publishes no price structure for Kimi K3.1 Pro — the calculator renders the same honest n/a. ◆ best value = highest computed Req/$1.
What real work costs
What Kimi K3.1 Pro costs on real coding tasks
Illustrative cost of common coding tasks on the best-priced plans above, scaled from each plan's live per-request price to a task-typical token volume. Task token assumptions are shared ~proxy estimates — real tasks vary, and they are never per-provider shapes.
Task
LLM Gateway DevPass Max
LLM Gateway DevPass Pro
LLM Gateway DevPass Lite
Quick lookup / one-liner8,000 in · 1,000 out
~1¢
~1¢
~1¢
Review a 500-line PR60,000 in · 4,000 out
~2¢
~2¢
~2¢
Fix a bug (agent loop)180,000 in · 12,000 out
~5¢
~5¢
~5¢
Refactor a module320,000 in · 20,000 out
~9¢
~9¢
~9¢
Full-repo agent run900,000 in · 45,000 out
~24¢
~24¢
~24¢
Per-task cost = the plan's effective 87,095-token request price scaled to each task's token volume at the same shape mix. ~ = proxy estimate — shared task-token assumptions, not a quote. “n/a” = Kimi K3.1 Pro unpriced on that plan.
Common questions
How many requests per $1 do I get on Kimi K3.1 Pro?
The best plan pricing Kimi K3.1 Pro delivers ~92 Req/$1 at the model's typical request shape — on LLM Gateway DevPass Max. Figures are proxy confidence: they are computed from published rates and usage caps, proxy estimates are marked with a ~, and borrowed-cap plans use a published API cap at list price, so their Req/$1 is a value comparison rather than a measured allowance.
What's the cheapest plan with Kimi K3.1 Pro?
LLM Gateway DevPass Lite at $29/mo. The cheapest plan is not always the best value — check Req/$1 above.
Which plans include Kimi K3.1 Pro?
3 tracked plans across 1 provider price it: LLM Gateway DevPass (Lite, Pro and Max). The calculator compares every tracked monthly plan that prices it.
Where does Kimi K3.1 Pro rank on the Agent Arena leaderboard?
#11 (Max config) on the Agent Arena agent leaderboard — 7.61% net improvement (board fetched 2026-10-26). Ranks are scraped from https://arena.ai/leaderboard/agent, never typed by hand.
What is Kimi K3.1 Pro?
Kimi K3.1 Pro is Moonshot AI’s flagship text model for long-horizon coding and knowledge work (family: kimi, kind: text). It is a 3T-class model with native visual understanding and a 1M-token context window, and the first release of the K3.1 series.
How does Kimi K3.1 Pro differ from Kimi K3?
Kimi K3.1 Pro opens a new K3.1 series and is Moonshot’s most capable flagship, while Kimi K3 is the previous-generation flagship — the open-weight 2.8-trillion-parameter model that pioneered a 1M-token context on Moonshot’s line. Both keep native visual understanding and the 1M-token window.
Is there a faster variant of Kimi K3.1 Pro?
Yes — Kimi K3.1 Pro Highspeed is Moonshot’s high-speed variant, described by Moonshot as the same intelligence delivered at roughly 2-3 times the speed, and it is catalogued as its own model rather than a config of the base model.
Can I use Kimi K3.1 Pro with any agent (BYOK)?
Yes — tracked plans expose Kimi K3.1 Pro through an OpenAI-compatible endpoint with no CLI lock, so you can use it with OpenCode, pi, Cursor, or any agent that supports custom model endpoints.
What is Kimi K3.1 Pro best used for?
Kimi K3.1 Pro is built for long-horizon coding agent runs and end-to-end knowledge work — tasks where a 1M-token context and strong tool orchestration matter more than raw output speed.
Newsletter
The weekly brief — plan churn, dated.
A plain weekly digest of every tracked price move, ceiling change and model-list update — pulled straight from the dated changelog ledger, with a one-line “worth switching?” note on each. Free. No spam, unsubscribe anytime.