Seed 1.8 vs Gemma 4 12B

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 1.8Verified Sep 3, 2026
Google DeepMind · activeGemma 4 12BVerified Sep 3, 2026

Technical Differences

Side-by-Side Facts

Indexable
FieldSeed 1.8Gemma 4 12B
DeveloperByteDance SeedGoogle DeepMind
FamilySeed 1 8Gemma 4
ModelSeed 1.8Gemma 4 12B
VersionSeed 1.8Gemma 4 12B
Lifecycleactiveactive
ReleasedUnknown2026-05-23
Knowledge cutoffUnknownUnknown
Input modalitiesText, ImageText, Image, Video, Audio
Output modalitiesTextText
Context windowUnknown262,144
Total parametersUnknown12,000,000,000
Active parametersUnknownUnknown
LicenseUnknownapache-2.0
Open weightsNoYes
API availableYesYes
Self-hostableNoYes
Provider accessUnknownTogether Ai (Standard)
Capabilitieschat, generation, reasoning, toolschat, generation, reasoning, structured_outputs, tools

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

Seed 1.8 Capabilities

chatgenerationreasoningtools
Input price
Output price
Serving providers0
Canonical IDbytedance-seed/seed-1.8

Gemma 4 12B Capabilities

chatgenerationreasoningstructured outputstools
Input price
Output price
Serving providers1
Canonical IDgoogle/gemma-4-12B-it

Internal Comparison Graph

Related Comparisons

All image comparisons →
APairBContext
vsfamily variantsimage, text
vsfamily variantsaudio, image, text, video
vsfamily variantsaudio, image, text, video
vscross-developer peersaudio, image, text, video
vsfamily variantsimage, text
vsfamily variantsimage, text
vsfamily variantsimage, text
vsfamily variantsimage, text
vsfamily variantsimage, text
vscross-developer peersimage, text
vscross-developer peersimage, text
vscross-developer peersimage, text

Primary Evidence

Sources and Freshness

Questions

Seed 1.8 vs Gemma 4 12B FAQs

Is Seed 1.8 or Gemma 4 12B better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Seed 1.8 and Gemma 4 12B, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Seed 1.8 or Gemma 4 12B?+

Neither model has a directly sourced input price in this comparison. Neither model has a directly sourced output price in this comparison.

Which has a larger context window, Seed 1.8 or Gemma 4 12B?+

Neither model has a larger sourced context window in this comparison. Seed 1.8 is — and Gemma 4 12B is 262,144.

Which performs better in benchmarks, Seed 1.8 or Gemma 4 12B?+

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

Can Seed 1.8 or Gemma 4 12B be self-hosted?+

Gemma 4 12B is the only model in this pair currently marked as self-hostable. Seed 1.8 is not marked open weight; Gemma 4 12B is open weight.

Can Seed 1.8 and Gemma 4 12B understand images?+

Seed 1.8 is documented with image input; Gemma 4 12B is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Seed 1.8 or Gemma 4 12B?+

Neither has a larger sourced maximum output. Seed 1.8 is — and Gemma 4 12B is —.

Do Seed 1.8 and Gemma 4 12B support reasoning and tool use?+

Seed 1.8: reasoning, tool calling, and image input. Gemma 4 12B: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, Seed 1.8 or Gemma 4 12B?+

Seed 1.8 has 0 sourced provider routes; Gemma 4 12B has 1, so Gemma 4 12B has broader tracked availability.

Which offers better value, Seed 1.8 or Gemma 4 12B?+

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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