Compare

Kunavo vs AI/ML API

AI/ML API is one of the closest comparables to Kunavo: an OpenAI-compatible aggregator covering text, image and video, billed from a prepaid balance with no subscription. The honest differences: AI/ML API's catalog is far broader and it takes PayPal; Kunavo starts at a $10 top-up instead of $20, lists most of its curated Claude and GPT catalog under the official price, never bills a failed call, and takes local rails such as Apple Pay, Pix, Alipay and WeChat Pay at a Stripe checkout.

TL;DR

  • Both are OpenAI-compatible, cover text, image and video, and bill a prepaid balance with no subscription and no expiry.
  • AI/ML API's pricing page lists 1,000+ models; Kunavo curates the frontier Claude and GPT set and lists most of it under the official price.
  • Entry: a $10 top-up on Kunavo, $20 on AI/ML API.
  • Paying: AI/ML API takes cards, PayPal and crypto; Kunavo's Stripe checkout takes cards, Apple Pay, Link, Klarna (US buyers only), Pix, Alipay, WeChat Pay and more by country.
  • Kunavo never bills a failed call; AI/ML API spends nothing on malformed requests but says provider-side failures may still be charged.
Side-by-side

Kunavo or AI/ML API?

CapabilityKunavoAI/ML API
OpenAI SDK drop-in
YesYes
Text models (Claude, GPT)
YesYes
Image generation
YesYes
Video generation
YesYes
Anthropic Messages API (/v1/messages)
Kunavo: the Anthropic SDK unchanged, cache_control and thinking included. AI/ML API's Claude Code guide points ANTHROPIC_BASE_URL at api.aimlapi.com.
YesYes
Pricing model
Both: a prepaid balance, pay-as-you-go, no subscription. AI/ML API's help centre: "we do not offer any plans or subscriptions".
Pay-as-you-goPay-as-you-go
Catalog price vs upstream
up to −70% (by model)Per-model price list
Minimum to start
$10 top-up$20 top-up
Credit expiration
Neither expires. AI/ML API's help centre says its credits do not expire.
NeverNever
Refund of unused balance
AI/ML API's help centre: top-ups are non-refundable, with billing issues reviewed by support.
On account closureNon-refundable
Stripe-native checkout
YesPartial
Local payment methods (Apple Pay / Pix / Alipay / WeChat)
Kunavo: Apple Pay, Pix, Alipay, WeChat Pay, Link, Cash App Pay. AI/ML API's help centre lists credit and debit cards, PayPal and crypto, and refuses prepaid and gift cards.
YesCards, PayPal, crypto
Per-call transparency
Every call gets its own page in /app/usage — model, tokens, latency, status and cost. The model you request is the model that answers: failover switches vendor, never model.
YesUsage section in each response
Multi-vendor hot failover
YesNot documented
Failed requests free
Kunavo bills no 4xx or 5xx call. AI/ML API spends no credits on a malformed request, but says failures that originate with the model provider may still be charged.
YesPartial
Prompt caching (Claude)
Affinity router; up to 90% off input on repeats.
YesNot documented
Published per-1M-token price (every model)
YesYes

Facts and sources

Every claim about AI/ML API on this page was checked against AI/ML API's own pages on the dates below. Kunavo's side is read from the live catalog and checkout settings.

What is compared
Pay-as-you-go API access: which models each sells, what you pay and how, and what changes when code moves from one to the other. Not compared: enterprise contracts, negotiated prices, latency and uptime — neither side's figures are measured here.
AI/ML API, from its own pages
Kunavo, checkable here
  • Price per 1M tokens for every model
  • Prepaid balance from $10, no subscription; the balance does not expire; failed calls are not billed · /pricing
  • One region, US East (Ashburn, Virginia); no contractual SLA; live status · /status
  • Payment methods at checkout: Visa, Mastercard, Amex, JCB, UnionPay, Link, Pix, WeChat Pay, Alipay, Cash App Pay, Klarna, Bancontact, BLIK, EPS, MB WAY, Apple Pay, Google Pay, KakaoPay, Naver Pay, PAYCO, Samsung Pay, Korean domestic cards, UPI, iDEAL, Satispay, Pay by Bank, Bacs Direct Debit, ACH bank debit, Afterpay, Affirm, Zip, Crypto (stablecoins) (which ones appear depends on the buyer's country and checkout currency; Klarna, Afterpay, Affirm and Zip are for buyers in the United States only, Affirm on top-ups of $100 or more and Zip on top-ups of $100 to $1,500; crypto needs a US-dollar checkout)
Kunavo is the wrong choice if
  • you need models Kunavo does not sell, such as the open-source long tail or free models
  • you want to pay in Bitcoin, ether or USDT — Kunavo's crypto option is Stripe's stablecoin payment on US-dollar checkouts (USDC, plus USDP and USDG in the US; Stripe docs, read October 3, 2026)
  • you need EU data residency or a contractual SLA
  • you need Gemini text models — they are paused on Kunavo since September 22, 2026

Where AI/ML API fits

Breadth. AI/ML API's pricing page lists more than a thousand models — open-weight chat models, image, video, audio and embedding models from many vendors — where Kunavo curates the frontier Claude and GPT set plus a short list of media models. It also takes PayPal, which Kunavo does not, and offers Enterprise plans with dedicated servers and custom models. If the model you need is outside Kunavo's catalog, or your team pays through PayPal, AI/ML API is the more direct fit.

Where Kunavo wins

Three places. (1) Price on the frontier models — most of Kunavo's Claude and GPT catalog is listed under the provider's official rate, and every model's per-1M-token price is on /pricing, so you can check the gap before you top up. (2) A smaller first step with no billing surprises — $10 to start instead of $20, and a call that fails with a 4xx or 5xx is never billed, wherever the failure came from. (3) Stripe-native local payments — Apple Pay, Pix, Alipay, WeChat Pay, Link and Cash App Pay, with Stripe showing the amount in the buyer's currency. The Anthropic Messages API is native too (/v1/messages, with cache_control and extended thinking), so the Anthropic SDK and Claude Code work unchanged.

How to pick

Pick AI/ML API if you need models beyond the frontier Claude and GPT set, want to pay with PayPal, or need dedicated Enterprise capacity. Pick Kunavo if your spend sits on Claude and GPT and you want those under the official price, want to start with $10 and never pay for a failed call, or serve buyers who pay with local rails like Pix, Alipay or WeChat Pay. Both are prepaid with no subscription, so trying either costs one small top-up.

How you pay: AI/ML API vs Kunavo

Both sides here are self-serve wallets, so the question worth asking is which wallet your money can actually reach. Kunavo's checkout is Stripe-native, so the list follows the buyer rather than our billing country, and every method tops up the same prepaid API balance. Everywhere Stripe reaches: cards (Visa, Mastercard, Amex, JCB, UnionPay); everywhere except India, also Link and, on devices where they are set up, Apple Pay or Google Pay. In the United States: Cash App Pay, Klarna, Afterpay, ACH bank debit (3–5 business days to clear) and crypto (stablecoins), plus Affirm on top-ups of $100 and up and Zip on top-ups of $100 to $1,500. Elsewhere the local rail appears with the local currency: Alipay and WeChat Pay in mainland China; KakaoPay, Naver Pay, PAYCO, Samsung Pay and Korean domestic cards in South Korea; UPI in India; Pix in Brazil; iDEAL in the Netherlands, Bancontact in Belgium, EPS in Austria, MB WAY in Portugal, Satispay in Italy; BLIK in Poland; Bacs Direct Debit in the UK (a few business days to clear); and Pay by Bank for buyers in the UK, Ireland and Finland. Stripe converts the dollar amount into local currency on the checkout page, so nobody has to hunt for a card cleared for international purchases; its rate includes a 2–4% conversion fee, which paying in dollars avoids. AI/ML API's help centre lists credit and debit cards, PayPal and cryptocurrency, and refuses prepaid and gift cards. Crypto and PayPal do cover part of the same ground Pix and WeChat Pay cover, but with more steps in between: acquire the coin, pay the network fee, carry the exchange rate yourself. A Pix QR code already denominated in reais does the same job with none of that.

FAQ

Is AI/ML API cheaper than Kunavo?

It depends on the model. Both publish a per-model price list and bill a prepaid balance with no subscription; AI/ML API's top-ups start at $20, Kunavo's at $10. Kunavo lists most of its models under the upstream provider's official price — compare the two price lists for the models you actually call; this page does not quote AI/ML API's individual rates.

Do credits expire on either?

No. A Kunavo top-up balance never expires, and AI/ML API's help centre says the same of its credits (as of October 1, 2026).

Which one supports the native Anthropic Messages API?

Both accept the Anthropic format. Kunavo serves Claude on the OpenAI-compatible /v1/chat/completions endpoint and on the native Anthropic Messages API at /v1/messages, with cache_control and extended thinking. AI/ML API's Claude Code guide points ANTHROPIC_BASE_URL at api.aimlapi.com; which Messages features pass through there is not covered on this page.

Can an aggregator silently swap my model for a cheaper one?

Kunavo does not. The model you request is the model that answers — failover changes the upstream vendor, never the model — and every call in /app/usage shows its model, tokens, latency, status and cost.

Five minutes to switch one base_url.

If you're already on AI/ML API, switching to Kunavo is one base_url change — up to 70% below official rates on most models, pay as you go.