Compare / head-to-head

InklingvsMAI-Thinking-1

Inkling leads 5 of 5 shared benchmarks. Inkling has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
5 – 0
Inkling leads
Cheaper per token
—
list price, input + output
Larger context
Inkling
1M tokens
Providers
2 providers
Thinking Machines Lab · Microsoft
Inkling
Thinking Machines Lab · released 2026-07-15
textvisionaudio
Context
1M
Max out
—
Input /1M
$1 ↗
Output /1M
$4.05 ↗
Cached /1M
$0.17
Scores
39 · 12 core
MAI-Thinking-1
Microsoft · released 2026-08-12
text
Context
256K
Max out
64K
Input /1M
—
Output /1M
—
Cached /1M
—
Scores
15 · 7 core
Quality

Benchmark matrix

BenchmarkInklingMAI-Thinking-1ΔEdge
Reported by both · 5
SWE-bench Verified77.6% ↗73.5% ↗+4.1 ptInkling
GPQA Diamond88.3% ↗epoch run84.2% ↗+4.1 ptInkling
AIME 202697.1% ↗94.5% ↗+2.6 ptInkling
IFBench79.8% ↗69% ↗+10.8 ptInkling
SimpleQA Verified43.9% ↗31% ↗+12.9 ptInkling
Only Inkling reports · 33
LMArena Elo1441.4 ↗not reported——
APEX-Agents (Mercor)33.8% ↗not reported——
Audio MC56.6% ↗not reported——
BrowseComp (w/ ctx management)77.1% ↗not reported——
CharXiv RQ78.1% ↗not reported——
CharXiv RQ (with python)82% ↗not reported——
Chess Puzzles (Epoch AI run)21% ↗epoch runnot reported——
FrontierMath Tier 4 v2 (Epoch AI run)4.9% ↗epoch runnot reported——
FrontierMath Tiers 1-3 v2 (Epoch AI run)33.3% ↗epoch runnot reported——
FrontierSWE V2 (Proximal Labs)4.1% ↗not reported——
Global-MMLU-Lite88.7% ↗not reported——
LiveBench Agentic Coding (LiveBench)49.4% ↗not reported——
LiveBench Coding (LiveBench)71% ↗not reported——
LiveBench Data Analysis (LiveBench)72.8% ↗not reported——
LiveBench Instruction Following (LiveBench)70.1% ↗not reported——
LiveBench Language (LiveBench)73.5% ↗not reported——
LiveBench Mathematics (LiveBench)88.4% ↗not reported——
LiveBench Reasoning (LiveBench)78.3% ↗not reported——
LMArena Agent (LMArena)-0.1086 ↗not reported——
LMArena WebDev (LMArena)1412.6 ↗not reported——
MCP Atlas76% ↗not reported——
MMAU77.2% ↗not reported——
OTIS Mock AIME 2024-2025 (Epoch AI run)88.9% ↗epoch runnot reported——
SAGE (Vals AI)36.6% ↗not reported——
SimpleBench (SimpleBench)50% ↗not reported——
SWE-bench Pro (public)54.3% ↗not reported——
tau2-bench Banking Knowledge (Sierra)25% ↗not reported——
Terminal-Bench 2.1 (best harness)63.8% ↗not reported——
Terminal-Bench 4.0 (Vals AI)0.5% ↗not reported——
Toolathlon Verified45.5% ↗not reported——
Toolathlon-Verified (HKUST)45.5% ↗not reported——
VoiceBench91.4% ↗not reported——
WeirdML (Håvard Tveit Ihle)32.3% ↗not reported——
Only MAI-Thinking-1 reports · 10
MMLU-Pronot reported85% ↗——
AIME 2025not reported97% ↗——
AdvancedIFnot reported85% ↗——
BFCL v3not reported72% ↗——
GraphWalks (<=128K)not reported90% ↗——
HMMT February 2026not reported84.9% ↗——
LiveCodeBench v6not reported87.7% ↗——
MultiChallengenot reported53% ↗——
SWE-bench Pronot reported52.8% ↗——
Terminal-Bench 2.0not reported46% ↗——
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Inkling minus MAI-Thinking-1 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecInklingMAI-Thinking-1Edge
Context window1M tokens256K tokensInkling
Max output—64K tokens—
Input price / 1M$1 ↗——
Output price / 1M$4.05 ↗——
Cached input / 1M$0.17 ↗——
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.05——
Modalitiestext · vision · audiotextInkling
Released2026-07-152026-08-12—
Cited benchmark scores3915—
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