OctoAI vs Anyscale Pricing (2026)
Compare / OctoAI vs Anyscale
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Team size
25 seats

OctoAI vs Anyscale

LLM API Providers pricing comparison · 2026

OctoAI uses custom pricing, while Anyscale ranges from $0.15–$5/per million tokens.

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2 products · LLM API Providers
Side-by-side · live
OctoAI
OctoAI was a serverless AI inference platform that offered per-token pricing for open-sour
verified 12w ago
View pricing →
Anyscale
Anyscale is the commercial platform built on Ray, the distributed computing framework.
verified 12w ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Usage-based
Custom rates
see vendor pricing for volume tiers
Usage-based
$0.15 per 1M input tokens
see vendor pricing for volume tiers
REF · 01

Sources & confidence

Every dollar amount and contract clause below traces back to a sourced fact. We don't manufacture composite scores.

Where this data comes from
Vendr · TrustRadius · Reddit · BBB · official docs
Sources 18 sourced facts
17 hidden-cost · 1 contract
Last verified 2mo ago
Confidence High confidence
Sources 7 sourced facts
7 hidden-cost
Last verified 2mo ago
Confidence Medium confidence
REF · 02

Plans at a glance

Every tier per product. Lock one to drive the cost row above and reveal a tier-specific outbound CTA.

Tier ladder
Click a tier to lock the cost row to it. Locking surfaces a tier-specific Visit CTA.
REF · 03

Hidden costs

Each cost is severity-ranked, with the dollar range quoted from its source (Vendr, Reddit, TrustRadius, BBB, official docs) — never our estimate.

Beyond the sticker
Severity-ranked, sourced
5 documented
  • Conversation History Re-processing
    $5,000
    1 source
  • System Prompt Overhead
    $400 per month
    1 source
  • Uncapped Output Generation
    1 source
  • Egress Charges
    5-10%
    1 source
  • Request Overhead and Batching Inefficiency
    1 source
5 documented
  • Compute Costs (GPUs)
    AC 0.0135/hr to AC 4.9591/hr
    1 source
  • Developer Time / Learning Curve
    1 source
  • Idle Resources
    1 source
  • Data Egress and Storage
    1 source
  • Unpredictable Usage
    1 source
REF · 05

What users say

Aggregated, with sample sizes. We use whichever review platform has data.

User reviews
TrustRadius · Trustpilot · G2
No public ratings yet
Best for
Historical reference only — service is not available
Watch out
Discontinuation of commercial services due to acquisition
No public ratings yet
Best for
Teams needing scalable open-source LLM inference with Ray reliability
Watch out
a noticeable learning curve, particularly for teams unfamiliar with Ray concepts
Decide
Get a quote from each vendor
Each link opens the vendor's pricing page in a new tab.
License cost is computed from publicly listed plans (real math, list price × seats). Median annual cost is from Vendr's deal flow when available — see source badges. Hidden costs and contract terms each cite their own sources. We do not invent composite scores.
LLM API Providers

OctoAI

Custom pricing
/per million tokens
1 plan
Full pricing breakdown →
VS
LLM API Providers

Anyscale

$0.15–$5
/per million tokens
2 plans
Full pricing breakdown →

OctoAI and Anyscale both operate in the llm api providers category. This page compares their list pricing.

Plan-by-Plan Pricing

Plan OctoAI Anyscale
Service Discontinued Custom Custom
Managed Ray Clusters Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

OctoAI 17 hidden costs

high
Conversation History Re-processing $5,000
medium
System Prompt Overhead $400 per month
high
Uncapped Output Generation
medium
Egress Charges 5-10%
medium
Request Overhead and Batching Inefficiency
See all OctoAI hidden costs →

Anyscale 7 hidden costs

high
Compute Costs (GPUs) AC 0.0135/hr to AC 4.9591/hr
high
Developer Time / Learning Curve
medium
Idle Resources
medium
Data Egress and Storage
medium
Unpredictable Usage
See all Anyscale hidden costs →

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