Auto Efficient

by kilo-autoChatunverified match

Routes each request to the cheapest model that gets the job done, based on continuously benchmarked accuracy and cost.

Context
1M tokens
Max output
65,536 tokens
Weights
Closed

kilo-auto/efficient

Specifications

Full facts as recorded, incl. what is unknown.

Released
—
Weights
Closed
Input
Text, Image
Output
Text
Context window
1,000,000 max across endpoints
Max output
65,536
Providers
0 + 1 gateway, not counted as providers
Epoch Capabilities Index
not evaluated
Direct price range
$0.325 in at Kilo Gateway, via gateway, fees not verified
More details
Last updated
—
Knowledge cutoff

Capabilities

Across all endpoints: supported if any endpoint supports it.

  • Tool calling
  • Parallel toolsunknown
  • Structured output
  • Reasoning
  • Image input
  • PDF input
  • Audio input
  • Audio outputunknown
  • Video input
  • Prompt cachingunknown
  • Web searchunknown
  • Computer useunknown
  • System messagesunknown
  • Assistant prefillunknown
  • Temperature
  • Streamingunknown
  • Attachments

Endpoints

One row per provider and variant; gateways are listed separately.

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Cost calculator

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Similarly priced models

Blended rate per 1M tokens, each at its own cheapest provider (10M input : 2M output mix).

ModelBlended/1MIn/1MOut/1MContextvs Auto Efficient
Gemini 2.5 FlashGoogle$0.60$0.27$2.251.05M+1%
GPT-4.1 miniOpenAI$0.60$0.40$1.601.05M+1%
Skyfall 36B V2TheDrummer$0.592$0.55$0.8032.8K−1% cheaper
Seed 2.1 TurboByteDance Seed$0.59$0.354$1.77262K−1% cheaper
Inkling SmallThinking Machines$0.575$0.45$1.201.05M−3% cheaper
DeepSeek R1DeepSeek$0.617$0.40$1.70164K+3%
llama-3-70bMeta$0.623$0.59$0.798.2K+5%
Devstral 2Mistral AI$0.567$0.40$1.40262K−5% cheaper

More from kilo-auto

Newest kilo-auto models in the catalogue. All kilo-auto models

ModelReleasedContextListed price
Auto Free—256Kunpriced
Auto Small—262K$0.05 via Kilo Gateway
Auto Balanced—1M$0.325 via Kilo Gateway
Auto Frontier—1M$5.00 via Kilo Gateway
Heads up: prices are indicative list rates scraped from provider pricing pages; verify with the provider before relying on them. Report incorrect data for this model