pi 0.7 vs Qwen3.8 Flash

At a Glance

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pi 0.7Physical Intelligence
Intelligence, Cost, and Efficiency
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#4 of 44$0.021 per LiveBench case
Pricing and Limits
Context windowMaximum documented tokensNot reported1,000K
Model facts checkedAug 29, 2026View model evidence →Aug 29, 2026View model evidence →
Different Model RolesThese models do not share a sourced market category. Their primary-source facts remain comparable below, while performance claims require matched evidence.

Available Benchmarks

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

Fieldpi 0.7Qwen3.8-Flash
DeveloperPhysical IntelligenceQwen
FamilypiQwen3 8 Flash
Modelpi 0.7Qwen3.8-Flash
Version0.7Qwen3.8-Flash
Lifecycleactiveactive
Released2026-04-16Unknown
Knowledge cutoffUnknownUnknown
Input modalitiesText, Image, Robot stateText, Image, Video
Output modalitiesRobot actionText
Context windowUnknown1,000K
Total parametersUnknownUnknown
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoNo
API availableUnknownYes
Self-hostableUnknownNo
Provider accessUnknownAlibaba Cloud Model Studio (Standard), Deepinfra (Standard), Openrouter (Standard), Together Ai (Standard)
Capabilitiescross-embodiment, dexterous-manipulation, language-steering, visual-subgoalsagents, chat, computer-use, reasoning, structured_outputs, tools, vision
Robotics model typeVision-language-action modelUnknown
Action representationContinuous robot actions conditioned by multimodal promptsUnknown
Control architectureHigh-level policy, world model, and action expertUnknown
Inference locationUnknownUnknown
Native control rate (Hz)UnknownUnknown
Supported embodimentsmobile manipulators, bimanual UR5e, multiple fixed manipulatorsUnknown
Training dataRobot demonstrations, autonomous data, egocentric human data, and multimodal web data described by the publisher.Unknown

pi 0.7 Capabilities

cross-embodimentdexterous-manipulationlanguage-steeringvisual-subgoals
Model typeVision-language-action model
InferenceUnknown
Action representationContinuous robot actions conditioned by multimodal prompts
Supported embodiments3
Canonical IDphysical-intelligence/pi-0.7

Qwen3.8 Flash Capabilities

agentschatcomputer-usereasoningstructured outputstoolsvision
Model typeUnknown
InferenceUnknown
Action representationUnknown
Supported embodimentsUnknown
Canonical IDqwen/qwen3.8-flash

Primary Evidence

Sources and Freshness

Questions

pi 0.7 vs Qwen3.8 Flash FAQs

Is pi 0.7 or Qwen3.8 Flash better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both pi 0.7 and Qwen3.8 Flash, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, pi 0.7 or Qwen3.8 Flash?+

Only Qwen3.8 Flash has a directly sourced input price: $0.113 per million tokens. Only Qwen3.8 Flash has a directly sourced output price: $0.382 per million tokens.

Which has a larger context window, pi 0.7 or Qwen3.8 Flash?+

Neither model has a larger sourced context window in this comparison. pi 0.7 is — and Qwen3.8 Flash is 1,000K.

Which performs better in benchmarks, pi 0.7 or Qwen3.8 Flash?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can pi 0.7 or Qwen3.8 Flash be self-hosted?+

Neither model is the only model in this pair currently marked as self-hostable. pi 0.7 is not marked open weight; Qwen3.8 Flash is not marked open weight.

Can pi 0.7 and Qwen3.8 Flash understand images?+

pi 0.7 is documented with image input; Qwen3.8 Flash is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, pi 0.7 or Qwen3.8 Flash?+

Neither has a larger sourced maximum output. pi 0.7 is — and Qwen3.8 Flash is 131K.

Do pi 0.7 and Qwen3.8 Flash support reasoning and tool use?+

pi 0.7: image input. Qwen3.8 Flash: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, pi 0.7 or Qwen3.8 Flash?+

pi 0.7 has 0 sourced provider routes; Qwen3.8 Flash has 4, so Qwen3.8 Flash has broader tracked availability.

Which offers better value, pi 0.7 or Qwen3.8 Flash?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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