Seed 1.8 vs Grok 4.6

Model Markets Rankings

Intelligence, Cost, and Efficiency

All rankings →
RankingSeed 1.8Grok 4.6
IntelligenceHigher is better · MM Intelligence v1.2UnrankedNot in the 22-model eligible cohort#13 of 2267.6 score
CostLower is better · Published-token output estimateUnrankedNot in the 36-model eligible cohort#18 of 36$0.097 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.0UnrankedNot in the 22-model eligible cohort#8 of 2256.6 score

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 1.8Verified Sep 3, 2026
xAI · activeGrok 4.6Verified Aug 29, 2026

Technical Differences

Side-by-Side Facts

Indexable
FieldSeed 1.8Grok 4.6
DeveloperByteDance SeedxAI
FamilySeed 1 8Grok 4
ModelSeed 1.8Grok 4.6
VersionSeed 1.8Grok 4.6
Lifecycleactiveactive
ReleasedUnknownUnknown
Knowledge cutoffUnknown2026-02-01
Input modalitiesText, ImageText, Image
Output modalitiesTextText
Context windowUnknown500K
Total parametersUnknownUnknown
Active parametersUnknownUnknown
LicenseUnknownUnknown
Open weightsNoNo
API availableYesYes
Self-hostableNoNo
Provider accessUnknownXai (Standard)
Capabilitieschat, generation, reasoning, toolschat, generation, reasoning, tools

11 comparable fields · 4 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

Grok 4.6 Capabilities

chatgenerationreasoningtools
Input price$2.00
Output price$6.00
Serving providers1
Canonical IDxai/grok-4.6

Internal Comparison Graph

Related Comparisons

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Primary Evidence

Sources and Freshness

Questions

Seed 1.8 vs Grok 4.6 FAQs

Is Seed 1.8 or Grok 4.6 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Seed 1.8 and Grok 4.6, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Seed 1.8 or Grok 4.6?+

Only Grok 4.6 has a directly sourced input price: $2.00 per million tokens. Only Grok 4.6 has a directly sourced output price: $6.00 per million tokens.

Which has a larger context window, Seed 1.8 or Grok 4.6?+

Neither model has a larger sourced context window in this comparison. Seed 1.8 is — and Grok 4.6 is 500K.

Which performs better in benchmarks, Seed 1.8 or Grok 4.6?+

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 Grok 4.6 be self-hosted?+

Both models have the same recorded self-hosting status: unsupported. Seed 1.8 is not marked open weight; Grok 4.6 is not marked open weight.

Can Seed 1.8 and Grok 4.6 understand images?+

Seed 1.8 is documented with image input; Grok 4.6 is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Seed 1.8 or Grok 4.6?+

Neither has a larger sourced maximum output. Seed 1.8 is — and Grok 4.6 is —.

Do Seed 1.8 and Grok 4.6 support reasoning and tool use?+

Seed 1.8: reasoning, tool calling, and image input. Grok 4.6: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, Seed 1.8 or Grok 4.6?+

Seed 1.8 has 0 sourced provider routes; Grok 4.6 has 1, so Grok 4.6 has broader tracked availability.

Which offers better value, Seed 1.8 or Grok 4.6?+

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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