Seed 2.1 Evolving vs Kimi K2.7 Code
At a Glance
| Compare | Seed 2.1 EvolvingByteDance Seed |  Kimi K2.7 CodeMoonshot AI |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| CostLower is better · Published-token output estimate | UnrankedNot in the 44-model eligible cohort | #9 of 44$0.042 per LiveBench case |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | Not reported | $0.68Deepinfra ↗ · Sep 21, 2026 |
| Output priceFrom · USD / 1M tokens | Not reported | $3.21Openrouter ↗ · Sep 22, 2026 |
| Context windowMaximum documented tokens | Not reported | 262K |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 3, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
Side-by-Side Facts
| Field | Seed 2.1 Evolving | Kimi K2.7 Code |
|---|---|---|
| Developer | ByteDance Seed | Moonshot AI |
| Family | Seed 2 1 | Kimi K2 7 |
| Model | Seed 2.1 Evolving | Kimi K2.7 Code |
| Version | Seed 2.1 Evolving | Kimi K2.7 Code |
| Lifecycle | active | active |
| Released | 2026-06-23 | 2026-06-11 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text, Image, Video | Text, Image, Video |
| Output modalities | Text | Text |
| Context window | Unknown | 262K |
| Total parameters | Unknown | 1T |
| Active parameters | Unknown | 32B |
| License | Unknown | modified-mit |
| Open weights | No | Yes |
| API available | Yes | Yes |
| Self-hostable | No | Yes |
| Provider access | Unknown | Deepinfra (Standard), Fireworks Ai (Standard), Openrouter (Standard), Together Ai (Standard) |
| Capabilities | agents, chat, generation, reasoning, structured_outputs, tools | agents, chat, coding, reasoning, tools, vision |
Seed 2.1 Evolving Capabilities
Kimi K2.7 Code Capabilities
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Primary Evidence
Sources and Freshness
Questions
Seed 2.1 Evolving vs Kimi K2.7 Code FAQs
Is Seed 2.1 Evolving or Kimi K2.7 Code better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.1 Evolving and Kimi K2.7 Code, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Seed 2.1 Evolving or Kimi K2.7 Code?+
Only Kimi K2.7 Code has a directly sourced input price: $0.68 per million tokens. Only Kimi K2.7 Code has a directly sourced output price: $3.21 per million tokens.
Which has a larger context window, Seed 2.1 Evolving or Kimi K2.7 Code?+
Neither model has a larger sourced context window in this comparison. Seed 2.1 Evolving is — and Kimi K2.7 Code is 262K.
Which performs better in benchmarks, Seed 2.1 Evolving or Kimi K2.7 Code?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Seed 2.1 Evolving or Kimi K2.7 Code be self-hosted?+
Kimi K2.7 Code is the only model in this pair currently marked as self-hostable. Seed 2.1 Evolving is not marked open weight; Kimi K2.7 Code is open weight.
Can Seed 2.1 Evolving and Kimi K2.7 Code understand images?+
Seed 2.1 Evolving is documented with image input; Kimi K2.7 Code is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Seed 2.1 Evolving or Kimi K2.7 Code?+
Neither has a larger sourced maximum output. Seed 2.1 Evolving is — and Kimi K2.7 Code is —.
Do Seed 2.1 Evolving and Kimi K2.7 Code support reasoning and tool use?+
Seed 2.1 Evolving: reasoning, tool calling, and image input. Kimi K2.7 Code: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Seed 2.1 Evolving or Kimi K2.7 Code?+
Seed 2.1 Evolving has 0 sourced provider routes; Kimi K2.7 Code has 4, so Kimi K2.7 Code has broader tracked availability.
Which offers better value, Seed 2.1 Evolving or Kimi K2.7 Code?+
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.