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  5. AI Inference

Category · AI Inference

AI Inference — agent-ready pricing benchmark

Already token-billed and self-serve — closest to fully agent-ready of any SaaS category.

10 companies
Avg score 69.5 / 100
1 Agent-Ready Verified
8 Approaching Agent-Ready
1 Not Agent-Ready Yet
#1
OpenAI
openai.com · AI Inference
81
/ 100
Agent-Ready Verified
Based on public pricing signals, xpay verified that OpenAI publishes per-million-token rates for every model on a public anonymous page (e.g. GPT-5.4 at $2.50/$15 input/output) with self-serve PAYG checkout, no minimum, and an open documentation portal. Enterprise Scale Tier and Reserved Capacity remain sales-led, and xpay could not locate a /.well-known/ai-pricing.json or anonymous one-shot purchase path for non-account agents.
#2
RunPod
runpod.io · AI Inference
79
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that RunPod publishes per-hour and per-second GPU rates across Pods, Serverless, Clusters, and Public Endpoints on a public anonymous page, with self-serve console signup. Reserved clusters and high-volume needs route to sales. xpay could not locate /.well-known/ai-pricing.json or unauthenticated agent purchase paths.
#3
Replicate
replicate.com · AI Inference
78
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that Replicate publishes per-second hardware rates and per-output prices on a public anonymous page (e.g. H100 $0.001097/sec, Flux 1.1 Pro $0.04/image), with PAYG self-serve and an open docs portal. xpay could not locate a /.well-known/ai-pricing.json or unauthenticated one-shot agent purchase path.
#4
Anthropic
anthropic.com · AI Inference
76
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that Anthropic exposes per-million-token rates for Opus/Sonnet/Haiku on a public anonymous page, plus consumer Claude tiers from $17/mo. API console allows self-serve PAYG with credit top-up. xpay could not locate a /.well-known/ai-pricing.json or an anonymous purchase path for unauthenticated agents.
#5
Modal
modal.com · AI Inference
76
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that Modal publishes per-second GPU/CPU/RAM rates plus three plan tiers on a public anonymous page, with a no-card $30/mo Starter and self-serve Team upgrade. xpay could not locate /.well-known/ai-pricing.json or an anonymous agent purchase path.
#6
DeepInfra
deepinfra.com · AI Inference
76
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that DeepInfra exposes per-MTok rates for dozens of model families, per-image formulas for FLUX, and per-GPU-hour custom LLM rates on a public anonymous page. Self-serve usage tiers auto-promote on spend. xpay could not locate /.well-known/ai-pricing.json or anonymous agent purchase paths.
#7
Together AI
together.ai · AI Inference
74
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that Together AI publishes per-million-token rates for dozens of models, plus per-image, per-second-of-audio and dedicated GPU hourly rates, all on a public anonymous page with self-serve PAYG and open docs. xpay could not locate /.well-known/ai-pricing.json or an anonymous agent purchase path.
#8
Fireworks AI
fireworks.ai · AI Inference
74
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that Fireworks AI publishes per-MTok, per-GPU-hour, and per-training-token rates on a public anonymous page, with $1 free credits and self-serve PAYG. xpay could not locate /.well-known/ai-pricing.json or an unauthenticated agent purchase path.
#9
Groq
groq.com · AI Inference
73
/ 100
Approaching Agent-Ready
Based on public pricing signals, xpay verified that Groq publishes per-million-token rates, audio per-hour rates, and built-in tool per-request prices on a public anonymous page with a free console signup. Enterprise-only models and on-prem are sales-led. xpay could not locate /.well-known/ai-pricing.json or an anonymous agent purchase path.
#10
Mistral AI
mistral.ai · AI Inference
8
/ 100
Not Agent-Ready Yet
Based on public pricing signals, xpay observed that the supplied /technology/#pricing URL redirects to a Studio product page that does not display per-token rates, directing readers to a separate /pricing page and to console signup. xpay verified that Mistral does offer self-serve console PAYG with open documentation, but the canonical pricing surface invoked by an agent on the supplied URL did not return numeric rates, lowering the public-pricing and usage-based scores.
#CompanyScoreBadgeDiagnostic
1
OpenAIopenai.com
81 / 100
Agent-Ready Verified

Based on public pricing signals, xpay verified that OpenAI publishes per-million-token rates for every model on a public anonymous page (e.g. GPT-5.4 at $2.50/$15 input/output) with self-serve PAYG ch…

2
RunPodrunpod.io
79 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that RunPod publishes per-hour and per-second GPU rates across Pods, Serverless, Clusters, and Public Endpoints on a public anonymous page, with self-ser…

3
Replicatereplicate.com
78 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that Replicate publishes per-second hardware rates and per-output prices on a public anonymous page (e.g. H100 $0.001097/sec, Flux 1.1 Pro $0.04/image), …

4
Anthropicanthropic.com
76 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that Anthropic exposes per-million-token rates for Opus/Sonnet/Haiku on a public anonymous page, plus consumer Claude tiers from $17/mo. API console allo…

5
Modalmodal.com
76 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that Modal publishes per-second GPU/CPU/RAM rates plus three plan tiers on a public anonymous page, with a no-card $30/mo Starter and self-serve Team upg…

6
DeepInfradeepinfra.com
76 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that DeepInfra exposes per-MTok rates for dozens of model families, per-image formulas for FLUX, and per-GPU-hour custom LLM rates on a public anonymous …

7
Together AItogether.ai
74 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that Together AI publishes per-million-token rates for dozens of models, plus per-image, per-second-of-audio and dedicated GPU hourly rates, all on a pub…

8
Fireworks AIfireworks.ai
74 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that Fireworks AI publishes per-MTok, per-GPU-hour, and per-training-token rates on a public anonymous page, with $1 free credits and self-serve PAYG. xp…

9
Groqgroq.com
73 / 100
Approaching Agent-Ready

Based on public pricing signals, xpay verified that Groq publishes per-million-token rates, audio per-hour rates, and built-in tool per-request prices on a public anonymous page with a free console si…

10
Mistral AImistral.ai
8 / 100
Not Agent-Ready Yet

Based on public pricing signals, xpay observed that the supplied /technology/#pricing URL redirects to a Studio product page that does not display per-token rates, directing readers to a separate /pri…

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