KATRelease date not published
Proprietary
kat-coder-pro-v1
Its best results are in Mathematical Reasoning (#74 of 176) and Programmatic Reasoning (#89 of 177); weakest in Reliability (#147 of 177). Abstract Reasoning and Computer Use are estimated, because no results are published yet.
Composite IQ ?
103
Effective cost
$1.27/1M
$0.30 in · $1.20 out
Speed
61tok/s
11s typical response
Context
256Ktokens
256,000 tokens in
Evidence
5of 7 dims
12 of 39 benchmarks
IQ profile
Seven dimensions, averaged equally into Composite IQ
MeasuredEstimated95% range
#1 in dimensionTop-10 median
IQ dimensions
Ranks are among models scored in each dimension. Ranges are model-based estimates, not calibrated confidence intervals.
DimensionIQPosition · 70–160RankEvidencevs Top 10
kat-coder-pro-v195% range (model-based, uncalibrated)Top-10 median#1 in dimension100 = average human
Benchmark results
12 of 39 Composite IQ benchmarks have a published result for kat-coder-pro-v1. Benchmarks without a result stay listed so gaps are visible.
Abstract Reasoning IQ 77 · estimatedNo published results0/5
No published results yet for Abstract Reasoning. The 77 shown is estimated from kat-coder-pro-v1's other dimensions and will be replaced as results come in. How estimates work
ARC-AGI-3ARC-AGI-2ARC-AGI-1Chess PuzzlesMystery Game Puzzles
Mathematical Reasoning IQ 115 · measuredBest: #14 of 56 on AIME1/5
BenchmarkScorePercentileRankLeader · source
Not yet reported
FrontierMath Tier 4FrontierMath Tier 1-3ProofBench 1.1MathArena
Academic Reasoning IQ 111 · measuredBest: #75 of 167 on Humanity's Last Exam5/6
BenchmarkScorePercentileRankLeader · source
Humanity's Last Exam
Artificial Analysis v4.3.2 · Oct 27
33.6%
#75 / 167
Leader opus-5.5 · 61.4%
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
MMLU-Pro
TIGER-Lab MMLU-Pro leaderboard (missing rows only) · Sep 22
81.3%
#28 / 45
Leader fable-5.1 · 92.4%
TIGER-Lab MMLU-Pro leaderboard (missing rows only) · Sep 22
TIGER-Lab MMLU-Pro leaderboard (missing rows only) · Sep 22
GPQA Diamond
Artificial Analysis v4.3.2 · Oct 27
76.4%
#115 / 147
Leader gpt-6-astra · 96.1%
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
SciCode
Artificial Analysis model leaderboard · Sep 10
36.6%
#139 / 167
Leader opus-5.5 · 66.9%
Artificial Analysis model leaderboard · Sep 10
Artificial Analysis model leaderboard · Sep 10
CritPt
Artificial Analysis v4.3.2 · Oct 27
0.0%
#147 / 159
Leader Muse Wonder Full · 32.9%
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
Not yet reported
MMMU-Pro
Programmatic Reasoning IQ 111 · measuredBest: #44 of 61 on LiveCodeBench1/6
BenchmarkScorePercentileRankLeader · source
Not yet reported
IOI V2Terminal-Bench 4.0ProgramBenchSWE-rebenchMirrorCode
Computer Use IQ 101 · estimatedNo published results0/5
No published results yet for Computer Use. The 101 shown is estimated from kat-coder-pro-v1's other dimensions and will be replaced as results come in. How estimates work
BrowseCompOSWorld-VerifiedMCP AtlasArena.ai Agent ArenaAgents' Last Exam
Reliability IQ 101 · measuredBest: #52 of 96 on IFBench3/6
BenchmarkScorePercentileRankLeader · source
IFBench
Artificial Analysis v4.3.2 · Oct 27
68.4%
#52 / 96
Leader minimax-m3 · 82.9%
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
AA Omniscience
Artificial Analysis v4.3.2 · Oct 27
-37.7
#136 / 158
Leader opus-5.5 · 46.4
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
AA Long Context Reasoning v1.1
Artificial Analysis v4.3.2 · Oct 27
38.7%
#144 / 154
Leader kimi-k3 · 88.7%
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
Not yet reported
SimpleQA VerifiedBullshitBench v2FACTS Grounding
Knowledge Work IQ 107 · measuredBest: #85 of 111 on AA-Briefcase v1.1 Elo2/6
BenchmarkScorePercentileRankLeader · source
AA-Briefcase v1.1 Elo
Artificial Analysis v4.3.2 · Oct 27
601
#85 / 111
Leader sonnet-5.5 · 1,812
Artificial Analysis v4.3.2 · Oct 27
Artificial Analysis v4.3.2 · Oct 27
GDPval-AA v2.1 normalized score
Artificial Analysis v4.3.2 · Oct 20
11.6%
#95 / 124
Leader opus-5.5 · 68.3%
Artificial Analysis v4.3.2 · Oct 20
Artificial Analysis v4.3.2 · Oct 20
Not yet reported
AutomationBench-AAGDP.pdfAA-AnalystAgentEnterpriseOps-Gym-AA
Release & availability
Release details on record for this model.
- Developer
- KAT
- Weights
- ProprietaryHosted access only
- Context
- 256,000 tokens
- API price
- $0.30 in · $1.20 outper 1M tokens · full pricing
About this score
How much of kat-coder-pro-v1's IQ is measured, and how the rest is estimated.
12/ 39benchmark results
5/ 7dimensions measured
2estimated
0/5Abstract
1/5Math
5/6Academic
1/6Coding
0/5Computer Use
3/6Reliability
2/6Knowledge Work
Bar height = share of benchmarks with resultsEstimatedNo score
Measured results are shown as published
Every score in the benchmark tables comes from its source unchanged. Composite IQ averages all seven dimensions equally.
Estimates fill the gaps
Abstract Reasoning and Computer Use have no published results yet, so their IQ is estimated from kat-coder-pro-v1's other dimensions.
A missing result is not a zero
Benchmark versions and evaluation harnesses can differ between sources, so small gaps between models may not be meaningful.
Compare kat-coder-pro-v1
Side-by-side pages for the models it is most often weighed against.
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Closest IQ
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Most similar profile
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Similar price
gemini-3.5-flash-lite
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kat-coder-pro-v1Comparison model
Frequently asked questions
Quick answers about kat-coder-pro-v1, drawn from the same data as the rest of this page.
How AI IQ scores models →Get this data from the API →- What is the IQ of kat-coder-pro-v1?
- kat-coder-pro-v1 has an estimated IQ of 103, which ranks #109 out of 176 public models on the AI IQ leaderboard. The score combines seven equally weighted reasoning dimensions using measured benchmark results and conservative estimates for missing coverage.
- What is kat-coder-pro-v1 best at?
- Among the dimensions with published benchmark results, kat-coder-pro-v1 ranks highest in Mathematical Reasoning (IQ 115, #74 of 176) and Programmatic Reasoning (IQ 111, #89 of 177). Its lowest-ranked measured dimension is Reliability (IQ 101, #147 of 177).
- What is the EQ of kat-coder-pro-v1?
- kat-coder-pro-v1 doesn't have an EQ score yet. EQ (emotional reasoning) is calculated from EQ-Bench 4 and AttuneBench, and neither has published a result for kat-coder-pro-v1. AI IQ doesn't estimate EQ from other benchmarks, so the score appears once one of those results is published.
- Which benchmarks has kat-coder-pro-v1 been tested on?
- kat-coder-pro-v1 has published results on 12 of the 39 benchmarks behind AI IQ's Composite IQ, including AIME, Humanity's Last Exam, IFBench, MMLU-Pro and LiveCodeBench.
- How much does kat-coder-pro-v1 cost?
- kat-coder-pro-v1 costs $0.30 per million input tokens and $1.20 per million output tokens. Adjusted for how many tokens it actually consumes on real tasks, its effective cost works out to $1.27 per million input-plus-output tokens.
- Is kat-coder-pro-v1 open source?
- No — kat-coder-pro-v1 is a proprietary model. Its weights are not publicly available, so it is used through hosted APIs and products.
- Who developed kat-coder-pro-v1?
- kat-coder-pro-v1 was developed by KAT, based in China.
- When was kat-coder-pro-v1 released?
- AI IQ hasn't verified a public release date for kat-coder-pro-v1, so none is listed rather than guessing.
- How large is the context window of kat-coder-pro-v1?
- kat-coder-pro-v1 supports a context window of 256,000 tokens — the amount of text it can consider in a single request.
- How fast is kat-coder-pro-v1?
- In independent measurements, kat-coder-pro-v1 generates about 61 tokens per second, with a typical response time of about 11 seconds.