Inkling (Xhigh) · Intelligence Index v5.0 ↗
1 more reported result
24.98 index · Inkling (Xhigh) · Intelligence Index v4.3.2 · Artificial Analysis ↗
Thinking Machines / MODEL EVIDENCE
Inkling
29 benchmarks · 86 observations · 27 sources · released 2026-07-15
Scores at a glance
79 benchmarks · large dot: Inkling; small dots: closest models where reported
AA-Briefcase v1.1 ↗833.06 Elo
Inkling (Xhigh) · AA-Briefcase v1.1 · overall Elo ↗
AutomationBench-AA ↗4.98%
Inkling (Xhigh) · AutomationBench-AA · guardrail-gated objective score ↗
GDP.pdf ↗12.80%
Inkling (Xhigh) · GDP.pdf · all-pass ↗
Terminal-Bench 4.0 ↗1.01%
Inkling (Xhigh) · Terminal-Bench 4.0 · AA harness ↗
1 more reported result
0.51 % · Inkling (Mini-SWE-agent) · Terminal-Bench 4.0 · Score · Vals AI · Terminal-Bench 4.0 ↗
Inkling (Xhigh) · Terminal-Bench-Science 0.1 · AA harness ↗
FrontierCode 2.0 ↗3.92%
Inkling (Xhigh) · FrontierCode 2.0 · AA implementation ↗
Inkling (Xhigh) · CritPt v2 · hard subset · AA implementation ↗
HLE-Diamond ↗10.60%
Inkling (Xhigh) · HLE-Diamond · AA implementation ↗
1 more reported result
11.20% · inkling · Scale Labs · Score · Scale Labs / SEAL · Scale Labs ↗
AA-Omniscience v1.1 ↗-1.50 index
Inkling (Xhigh) · AA-Omniscience v1.1 · error-penalized index ↗
1 more reported result
2.00 index · Inkling (Xhigh) · AA-Omniscience · error-penalized score · Artificial Analysis ↗
Inkling (Xhigh) · AA-Omniscience v1.1 · accuracy ↗
1 more reported result
41.55% · Inkling (Xhigh) · AA-Omniscience · accuracy · Artificial Analysis ↗
Inkling (Xhigh) · AA-Omniscience v1.1 · hallucination rate, lower is better ↗
1 more reported result
67.66% · Inkling (Xhigh) · AA-Omniscience · hallucination rate, lower is better · Artificial Analysis ↗
GDPval-AA v2.1 ↗1071.98 Elo
Inkling (Xhigh) · GDPval-AA v2.1 · Elo ↗
AA-3D ↗582.77 Elo
Inkling (Xhigh) · AA-3D · Elo ↗
AA-AnalystAgent ↗23.75%
Inkling (Xhigh) · AA-AnalystAgent · strict score ↗
Harvey LAB-AA v1.1 ↗0.00%
Inkling (Xhigh) · Harvey LAB-AA v1.1 · all-pass ↗
EnterpriseOps-Gym-AA ↗37.96%
Inkling (Xhigh) · EnterpriseOps-Gym-AA ↗
FrontierCode 1.1 ↗15.84%
Inkling (Xhigh) · FrontierCode 1.1 · AA implementation ↗
1 more reported result
14% · Inkling · FrontierCode · Main score · % · Epoch AI · FrontierCode ↗
AA-LCR v1.1 ↗77.33%
Inkling (Xhigh) · AA-LCR v1.1 ↗
SciCode ↗46.99%
Inkling (Xhigh) · SciCode · AA implementation ↗
1 more reported result
46.99% · Inkling (xhigh) · SciCode · Score · % · Epoch AI · SciCode ↗
Humanity’s Last Exam ↗31.88%
Inkling (Xhigh) · Humanity’s Last Exam · AA implementation ↗
GPQA Diamond ↗87.12 %
Inkling · GPQA Diamond · Accuracy ↗
2 more reported results
87.17% · Inkling (Xhigh) · GPQA Diamond · AA implementation · Artificial Analysis ↗
88.26% · Inkling (xhigh) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
MMMU-Pro ↗78.5 %
Inkling · MMMU Pro · Accuracy ↗
1 more reported result
73.47% · Inkling (Xhigh) · MMMU-Pro · AA implementation · Artificial Analysis ↗
MLCR-AA ↗6.11%
Inkling (Xhigh) · MLCR-AA · overall ↗
CritPt v2 ↗29.43%
Inkling (Xhigh) · CritPt v2 · code tools ↗
τ³-Banking ↗29.07%
Inkling (Xhigh) · τ³-Banking ↗
Terminal-Bench 2.1 ↗55.06%
Inkling (Xhigh) · Terminal-Bench 2.1 ↗
CritPt ↗5.43%
Inkling (Xhigh) · CritPt · original ↗
1 more reported result
5.43% · Inkling (xhigh) · CritPt · Accuracy · % · Epoch AI · CritPt ↗
Inkling (xhigh) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % ↗
Inkling (xhigh) · FrontierMath-Tier-4-v2-Private · Best score (across scorers) · % ↗
Inkling (xhigh) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % ↗
SimpleQA Verified ↗40.3%
Inkling (xhigh) · SimpleQA Verified · Best score (across scorers) · % ↗
Inkling (xhigh) · Chess Puzzles · Best score (across scorers) · % ↗
ARC-AGI-1 ↗79.5%
Inkling · ARC-AGI · Score · % ↗
Inkling · SimpleBench · Score (AVG@5) · % ↗
WeirdML (v2) ↗32.29%
Inkling (high) · WeirdML · Accuracy · % ↗
Inkling · APEX-Agents · Pass@1 score · % ↗
ARC-AGI-2 ↗36.53%
Inkling · ARC-AGI-2 · Score · % ↗
ProofBench ↗0 %
Inkling · ProofBench · Accuracy ↗
1 more reported result
0% · Inkling · ProofBench · Accuracy · % · Epoch AI · ProofBench ↗
LMCA ↗37.58%
Inkling (xhigh) · LMCA · Score · % ↗
DTBench ↗87.47%
Inkling (xhigh) · DTBench · Accuracy · % ↗
FrontierSWE v2 ↗4.12%
Inkling (xhigh) · FrontierSWE · Score · % ↗
Text Arena (Coding) ↗1409.99 Elo
Inkling · WebDev Arena · Elo ↗
WeirdML (v3) ↗4.38%
Inkling (xhigh) · WeirdML v3 · Max performance · % ↗
Epoch Capabilities Index (ECI) ↗148.41 ECI
Inkling · General ECI · 26 October 2026 fit ↗
Vals Index ↗28.96 %
Inkling · Vals Index · Accuracy ↗
Vals Finance Index ↗38.25 %
Inkling · Vals Finance Index · Accuracy ↗
Vals Legal Index ↗54.16 %
Inkling · Vals Legal Index · Accuracy ↗
Vals Multimodal Index ↗49.4 %
Inkling · Vals Multimodal Index · Accuracy ↗
Legal Research Bench ↗28.36 %
Inkling · Legal Research Bench · All-Pass ↗
HLAB-Vals-1.1 ↗3.75 %
Inkling · HLAB-Vals-1.1 · Task Pass Rate ↗
LegalBench ↗82.95 %
Inkling · LegalBench · Accuracy ↗
Inkling · Harvey's Legal Agent Benchmark v1 · Accuracy ↗
Vals Finance Agent v2.1 ↗49.87 %
Inkling · Finance Agent · Accuracy ↗
Inkling · Excel Modeling Benchmark · Accuracy ↗
1 more reported result
38.36 % · Inkling · Excel Modeling Benchmark v1 · Accuracy · Vals AI · Excel Modeling Benchmark v1 ↗
Tax Agent Bench ↗15.29 %
Inkling · Tax Agent Bench · Accuracy ↗
Vals Finance Agent v2 ↗46.6 %
Inkling · Finance Agent v2 · Accuracy ↗
CorpFin v2 ↗68.57 %
Inkling · CorpFin · Accuracy ↗
MortgageTax & TaxEval v2 ↗63.99 %
Inkling · MortgageTax · Accuracy ↗
1 more reported result
75.31 % · Inkling · TaxEval · Accuracy · Vals AI · TaxEval ↗
MedCode ↗41.19 %
Inkling · MedCode · Accuracy ↗
MedScribe ↗85.41 %
Inkling · MedScribe · Accuracy ↗
MMLU-Pro ↗86.3 %
Inkling · MMLU Pro · Accuracy ↗
Inkling · SAGE · Accuracy ↗
Vibe Code Bench ↗7.33 %
Inkling · Vibe Code Bench · Vibe Code Bench 1–100 ↗
1 more reported result
19.21 % · Inkling (OpenHands) · Vibe Code Bench · original task set · Vals AI · Vibe Code Bench ↗
Code Migration v1.1 ↗8.82 %
Inkling · Code Migration · Accuracy ↗
1 more reported result
11.79 % · Inkling · Code Migration v1 · Accuracy · Vals AI · Code Migration v1 ↗
Inkling · ProgramBench · Accuracy ↗
SkillsBench ↗26.09 %
Inkling (OpenHands) · SkillsBench · Score ↗
IOI v1 & IOI v2 ↗14.94 %
Inkling · IOI · Accuracy ↗
SWE-bench Verified ↗77.6 %
Inkling (Mini-SWE-agent) · SWE-bench Verified · Score ↗
LiveCodeBench ↗85.52 %
Inkling · LiveCodeBench · Accuracy ↗
CyberBench v1.1 ↗66.79 %
Inkling · CyberBench · Accuracy ↗
SRE-Bench ↗0 %
Inkling · SRE Bench · Accuracy ↗
Public Benefits Bench v1.1 ↗58.46 %
Inkling · Public Benefits Bench · Accuracy ↗
DistressBench ↗78.47%
inkling · DistressBench · Score ↗
MCP Atlas ↗76.00%
Inkling (xHigh) · Scale Labs · Score ↗
Inkling (mini-swe-agent) xhigh · SWE-Bench Pro V2 · full ↗
1 more reported result
56.90% · Inkling (mini-swe-agent) xhigh · SWE-Bench Pro V2 · hard · Scale Labs / SEAL · SWE-Bench Pro V2 ↗
Inkling (Thinking) · Scale Labs · audiomc-text ↗
Fortress ↗24.99%
inkling xhigh · Scale Labs · Risk elicitation score ↗
GDPx v1.0 ↗2.3%
Inkling · GDPx v1.0 · Overall · intended grading ↗
53 more reported results
2.1% · Inkling · GDPx v1.0 · Eight-domain subset · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.4% · Inkling · GDPx v1.0 · Recursive Self-Improvement · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Cybersecurity · intended grading · GDPx v1.0 — SemiAnalysis ↗
5.1% · Inkling · GDPx v1.0 · Biology · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Finance · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Legal · intended grading · GDPx v1.0 — SemiAnalysis ↗
14.0% · Inkling · GDPx v1.0 · Quant Trading · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.2% · Inkling · GDPx v1.0 · Hardware Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.3% · Inkling · GDPx v1.0 · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
3.7% · Inkling · GDPx v1.0 · Alignment · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Software Engineering · intended grading · GDPx v1.0 — SemiAnalysis ↗
5.5% · Inkling · GDPx v1.0 · Overall · partial credit · GDPx v1.0 — SemiAnalysis ↗
5.4% · Inkling · GDPx v1.0 · Eight-domain subset · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.4% · Inkling · GDPx v1.0 · Recursive Self-Improvement · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Cybersecurity · partial credit · GDPx v1.0 — SemiAnalysis ↗
12.8% · Inkling · GDPx v1.0 · Biology · partial credit · GDPx v1.0 — SemiAnalysis ↗
16.4% · Inkling · GDPx v1.0 · Finance · partial credit · GDPx v1.0 — SemiAnalysis ↗
9.7% · Inkling · GDPx v1.0 · Legal · partial credit · GDPx v1.0 — SemiAnalysis ↗
14.0% · Inkling · GDPx v1.0 · Quant Trading · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.2% · Inkling · GDPx v1.0 · Hardware Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.9% · Inkling · GDPx v1.0 · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
3.7% · Inkling · GDPx v1.0 · Alignment · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Software Engineering · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Aria · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Arcverex · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Ergodex · Chip Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Arithmetic · Cybersecurity · intended grading · GDPx v1.0 — SemiAnalysis ↗
5.1% · Inkling · GDPx v1.0 · LatchBio · Biology · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Living Context · Finance · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Chakra · Legal · intended grading · GDPx v1.0 — SemiAnalysis ↗
14.0% · Inkling · GDPx v1.0 · Third Moment · Quant Trading · intended grading · GDPx v1.0 — SemiAnalysis ↗
2.4% · Inkling · GDPx v1.0 · Extrapolate · Recursive Self-Improvement · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.2% · Inkling · GDPx v1.0 · Beautiful Machines · Hardware Design · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · ValenceForge · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.7% · Inkling · GDPx v1.0 · Emulated · Materials Science · intended grading · GDPx v1.0 — SemiAnalysis ↗
3.7% · Inkling · GDPx v1.0 · Fleet · Alignment · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Datacurve · Software Engineering · intended grading · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Aria · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Arcverex · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Ergodex · Chip Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Arithmetic · Cybersecurity · partial credit · GDPx v1.0 — SemiAnalysis ↗
12.8% · Inkling · GDPx v1.0 · LatchBio · Biology · partial credit · GDPx v1.0 — SemiAnalysis ↗
16.4% · Inkling · GDPx v1.0 · Living Context · Finance · partial credit · GDPx v1.0 — SemiAnalysis ↗
9.7% · Inkling · GDPx v1.0 · Chakra · Legal · partial credit · GDPx v1.0 — SemiAnalysis ↗
14.0% · Inkling · GDPx v1.0 · Third Moment · Quant Trading · partial credit · GDPx v1.0 — SemiAnalysis ↗
2.4% · Inkling · GDPx v1.0 · Extrapolate · Recursive Self-Improvement · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.2% · Inkling · GDPx v1.0 · Beautiful Machines · Hardware Design · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.4% · Inkling · GDPx v1.0 · ValenceForge · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
1.3% · Inkling · GDPx v1.0 · Emulated · Materials Science · partial credit · GDPx v1.0 — SemiAnalysis ↗
3.7% · Inkling · GDPx v1.0 · Fleet · Alignment · partial credit · GDPx v1.0 — SemiAnalysis ↗
0.0% · Inkling · GDPx v1.0 · Datacurve · Software Engineering · partial credit · GDPx v1.0 — SemiAnalysis ↗
Closest models by score
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
GPT-6 Luna →OpenAI
48 of 67 shared benchmark comparisons
Gemini 3.8 Flash →Google
56 of 67 shared benchmark comparisons
Kimi K3 →Kimi
41 of 67 shared benchmark comparisons
How similarity is measured
Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.
Sources
Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.
- AA-3D: Interactive 3D Experience Benchmark | Artificial Analysis ↗
- AA-AnalystAgent Benchmark | Artificial Analysis ↗
- AA-Briefcase v1.1: Agentic Knowledge Work Benchmark | Artificial Analysis ↗
- Artificial Analysis Intelligence Index v5.0 — Artificial Analysis ↗
- AA-LCR v1.1: Long Context Reasoning Benchmark | Artificial Analysis ↗
- AutomationBench-AA: Agentic SaaS Workflow Benchmark | Artificial Analysis ↗
- CritPt Benchmark | Artificial Analysis ↗
- CritPt v2 Benchmark | Artificial Analysis ↗
- CritPt v2 — Hard Subset — Artificial Analysis ↗
- EnterpriseOps-Gym-AA Benchmark | Artificial Analysis ↗
- FrontierCode 1.1 Benchmark | Artificial Analysis ↗
- FrontierCode 2.0 Benchmark — Artificial Analysis ↗
- GDP.pdf Benchmark | Artificial Analysis ↗
- GDPval-AA v2.1 Benchmark | Artificial Analysis ↗
- GPQA Diamond Benchmark | Artificial Analysis ↗
- Harvey LAB-AA v1.1 Benchmark | Artificial Analysis ↗
- HLE-Diamond Benchmark — Artificial Analysis ↗
- Humanity's Last Exam Benchmark | Artificial Analysis ↗
- MLCR-AA: Medical Long Context Reasoning Benchmark | Artificial Analysis ↗
- MMMU-Pro Benchmark | Artificial Analysis ↗
- AA-Omniscience v1.1: Knowledge and Hallucination Benchmark — Artificial Analysis ↗
- SciCode Benchmark | Artificial Analysis ↗
- 𝜏³-Banking Benchmark | Artificial Analysis ↗
- Terminal-Bench-Science 0.1 Benchmark | Artificial Analysis ↗
- Terminal-Bench 2.1 Benchmark | Artificial Analysis ↗
- Terminal-Bench 4.0 Benchmark | Artificial Analysis ↗
- GDPx v1.0: The General Agentic Benchmark — SemiAnalysis ↗
Names used in source tables
Inkling · Inkling (Xhigh)