Seed 2.0 Lite vs Gemini 3.1 Pro

Model Markets Rankings

Intelligence, Cost, and Efficiency

All rankings →
RankingSeed 2.0 LiteGemini 3.1 Pro
CostLower is better · Published-token output estimateUnrankedNot in the 36-model eligible cohort#22 of 36$0.161 per LiveBench case

Ranks come from the current complete eligible cohorts. Green highlights appear only when both models are ranked in the same metric. Missing required inputs remain unranked, and the three dimensions are not collapsed into an overall winner.

Benchmark Performance

Available Benchmarks

No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.
FieldAt a Glance
ByteDance Seed · activeSeed 2.0 LiteVerified Sep 3, 2026
Google DeepMind · previewGemini 3.1 ProVerified Aug 29, 2026

Technical Differences

Side-by-Side Facts

Indexable
FieldSeed 2.0 LiteGemini 3.1 Pro
DeveloperByteDance SeedGoogle DeepMind
FamilySeed 2 0Gemini 3
ModelSeed 2.0 LiteGemini 3.1 Pro
VersionSeed 2.0 LiteGemini 3.1 Pro
Lifecycleactivepreview
Released2026-02-14Unknown
Knowledge cutoffUnknownUnknown
Input modalitiesText, Image, Video, AudioText, Image, Video, Audio, Document
Output modalitiesTextText
Context windowUnknown1,049K
Total parametersUnknownUnknown
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoNo
API availableYesYes
Self-hostableNoNo
Provider accessOpenrouter (Standard)Google AI (Standard), Google Gemini (Standard)
Capabilitiesagents, chat, generation, reasoning, structured_outputs, toolschat, generation, reasoning, tools

12 comparable fields · 8 material differences · Pair passes the primary-source comparison gate

Seed 2.0 Lite Capabilities

agentschatgenerationreasoningstructured outputstools
Input price$0.25
Output price$2.00
Serving providers1
Canonical IDbytedance-seed/seed-2.0-lite

Gemini 3.1 Pro Capabilities

chatgenerationreasoningtools
Input price$2.00
Output price$12.00
Serving providers2
Canonical IDgoogle-deepmind/gemini-3.1-pro-preview

Internal Comparison Graph

Related Comparisons

All text comparisons →
APairBContext
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vsfamily variantsimage, text, video
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Primary Evidence

Sources and Freshness

Questions

Seed 2.0 Lite vs Gemini 3.1 Pro FAQs

Is Seed 2.0 Lite or Gemini 3.1 Pro better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.0 Lite and Gemini 3.1 Pro, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Seed 2.0 Lite or Gemini 3.1 Pro?+

Seed 2.0 Lite is $0.25 and Gemini 3.1 Pro is $2.00 per million tokens, so Seed 2.0 Lite is cheaper on this metric. Seed 2.0 Lite is $2.00 and Gemini 3.1 Pro is $12.00 per million tokens, so Seed 2.0 Lite is cheaper on this metric.

Which has a larger context window, Seed 2.0 Lite or Gemini 3.1 Pro?+

Neither model has a larger sourced context window in this comparison. Seed 2.0 Lite is — and Gemini 3.1 Pro is 1,049K.

Which performs better in benchmarks, Seed 2.0 Lite or Gemini 3.1 Pro?+

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

Can Seed 2.0 Lite or Gemini 3.1 Pro be self-hosted?+

Both models have the same recorded self-hosting status: unsupported. Seed 2.0 Lite is not marked open weight; Gemini 3.1 Pro is not marked open weight.

Can Seed 2.0 Lite and Gemini 3.1 Pro understand images?+

Seed 2.0 Lite is documented with image input; Gemini 3.1 Pro is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Seed 2.0 Lite or Gemini 3.1 Pro?+

Neither has a larger sourced maximum output. Seed 2.0 Lite is — and Gemini 3.1 Pro is 66K.

Do Seed 2.0 Lite and Gemini 3.1 Pro support reasoning and tool use?+

Seed 2.0 Lite: reasoning, tool calling, and image input. Gemini 3.1 Pro: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, Seed 2.0 Lite or Gemini 3.1 Pro?+

Seed 2.0 Lite has 1 sourced provider route; Gemini 3.1 Pro has 2, so Gemini 3.1 Pro has broader tracked availability.

Which offers better value, Seed 2.0 Lite or Gemini 3.1 Pro?+

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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