Model comparison
Inkling vs Kimi K2.7 Code
Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.
Verified leaderboard positions: Inkling #17; Kimi K2.7 Code unranked
BenchAlign evidence: Inkling not scored; Kimi K2.7 Code estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Inkling and Kimi K2.7 Code share 1 comparable benchmark result. 0 of 8 categories are comparable. 15 results are unique to Inkling; 23 to Kimi K2.7 Code.
Updated July 15, 2026- Shared results
- 1
- Inkling only
- 15
- Kimi K2.7 Code only
- 23
- Comparable categories
- 0 / 8
Benchmark data for Inkling and Kimi K2.7 Code is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Inkling is priced at $1.87 input / $4.68 output per 1M tokens, versus $0.95 input / $4.00 output per 1M tokens for Kimi K2.7 Code. Inkling has the larger context window at 1M, compared with 256K for Kimi K2.7 Code.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Inkling | Δ | Kimi K2.7 Code |
|---|---|---|---|
| Agentic | Inkling69.4 | MarginNo overlap | Kimi K2.7 CodeNot measured |
| Coding | Inkling68.6 | MarginNo overlap | Kimi K2.7 CodeNot measured |
| Knowledge | Inkling51.7 | MarginNo overlap | Kimi K2.7 CodeNot measured |
| Math | Inkling97.1 | MarginNo overlap | Kimi K2.7 CodeNot measured |
| Multimodal | Inkling76.5 | MarginNo overlap | Kimi K2.7 CodeNot measured |
| Inst. Following | Inkling79.8 | MarginNo overlap | Kimi K2.7 CodeNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Inkling | Kimi K2.7 Code | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Inkling$1.87 input / $4.68 output | Kimi K2.7 Code$0.95 input / $4 output | Kimi K2.7 Code has the lower combined listed price. |
| Generation speedtokens per second | InklingNot available | Kimi K2.7 CodeNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | InklingNot available | Kimi K2.7 CodeNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Inkling1M | Kimi K2.7 Code256K | Inkling lists the larger context window. |
Benchmark Deep Dive
Agentic10 benchmarks
| Benchmark | Inkling | Kimi K2.7 Code | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 63.8% | — | Not comparable |
| BrowseCompSource | 77.1% | — | Not comparable |
| MCP AtlasSource | 74.1% | 76% | Kimi K2.7 Code leads |
| Design Arena Agentic Web DevSource | 1258 | — | Not comparable |
| Kimi Claw 24/7Source | — | 46.9% | Not comparable |
| MCP Mark VerifiedSource | — | 81.1% | Not comparable |
| AA Agentic IndexSource | — | 29.6% | Not comparable |
| τ²-bench resultsSource | — | 90.1% | Not comparable |
| GDPval-AASource | — | 34.3% | Not comparable |
| GDPval-AASource | — | 1187 | Not comparable |
Coding10 benchmarks
| Benchmark | Inkling | Kimi K2.7 Code | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 77.6% | — | Not comparable |
| SWE-bench ProSource | 54.3% | — | Not comparable |
| Terminal-Bench 2.0Source | 63.8% | — | Not comparable |
| Kimi Code Bench v2Source | — | 62.0% | Not comparable |
| ProgramBenchSource | — | 53.6% | Not comparable |
| MLS-Bench LiteSource | — | 35.1% | Not comparable |
| cursorBench32Source | — | 49.7% | Not comparable |
| AA Coding IndexSource | — | 60.8% | Not comparable |
| Terminal-Bench HardSource | — | 44.7% | Not comparable |
| AA-SciCodeSource | — | 47.5% | Not comparable |
Reasoning2 benchmarks
Knowledge10 benchmarks
| Benchmark | Inkling | Kimi K2.7 Code | Result |
|---|---|---|---|
| GPQASource | 87.9% | — | Not comparable |
| GPQA-DSource | 87.9% | — | Not comparable |
| HLESource | 46% | — | Not comparable |
| HLE w/o toolsSource | 30% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 42.0% | Not comparable |
| AA-GPQA DiamondSource | — | 89.6% | Not comparable |
| AA-HLESource | — | 32.8% | Not comparable |
| AA-Omniscience IndexSource | — | -10.7% | Not comparable |
| AA-Omniscience AccuracySource | — | 38.6% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 80.3% | Not comparable |
Math1 benchmarks
| Benchmark | Inkling | Kimi K2.7 Code | Result |
|---|---|---|---|
| AIME26Source | 97.1% | — | Not comparable |
Multimodal4 benchmarks
Frequently Asked Questions (3)
Can I compare Inkling and Kimi K2.7 Code on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for Inkling and Kimi K2.7 Code today?
Inkling: $1.87 input / $4.68 output per 1M tokens Kimi K2.7 Code: $0.95 input / $4.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
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