BonuslyBench ยท Base-Model Comparison ยท 2026-09-14

Every Model vs Claude Sonnet 5 (Base)

Per-test performance deltas against the base model. Green +X.XX = scored X.XX higher than the base on that test; red = lower; "=" = identical score. Click a model name for its full answers.

๐ŸŽฏ Base model: anthropic/claude-sonnet-5 โ€” mean 0.940 across 40 completed tests. Chosen as the reference point for contextualizing relative performance: a widely-used, mid-tier frontier model. The gold row/column is the base's own score on each test.
๐Ÿ“– Read it like this: a model showing +0.20 on "q3-weighted-forecast" scored 0.20 higher than Sonnet 5 on that exact test, graded by the same deterministic code. The point is context โ€” "how did each model do relative to a familiar reference" โ€” not a ranking (see the main results matrix for that).
Modelceo
slack
compression
funnel
digest
paragraph
partner
digest
section
rfp
answer
from
policy
stalled
deal
followup
email
churn
save
eligibility
expansion
kit
onboarding
status
renewal
risk
conflicting
dates
ticket
theme
synthesis
crm
completeness
enrichment
gong
hubspot
join
integrity
owner
resolution
snowflake
sql
trapped
catalog
stage
hygiene
audit
call
transcript
extraction
closed
lost
classification
next
to
close
pipeline
tiering
product
gap
detection
case
study
match
channel
attribution
math
competitor
battlecard
update
nurture
sequence
diagnosis
weekly
marketing
goals
rollup
datadog
incident
timeline
feature
flag
state
summary
nda
triage
runbook
from
slack
thread
skill
file
reconciliation
activity
mix
vs
outcome
ae
qtd
scorecard
multithreading
gap
stale
pipeline
by
rep
talk
track
from
transcripts
aha
moment
2x2
arr
rollforward
reconciliation
kvm
month
over
month
q3
weighted
forecast
rewards
ytd
section
meta/muse-spark-1.1===========+0.25====+0.40+0.25-0.20=========+0.25====-0.17==+0.40-0.20=+0.50
moonshotai/kimi-k3===========+0.25-0.17===+0.40===========+0.25+0.14===-0.33==+0.40==+0.50
xiaomi/mimo-v2.5-pro=========+0.20=+0.25====+0.40===========+0.25+0.14===-0.33=-0.17+0.40=-0.30+0.50
meta/muse-spark-1.3===========+0.25====+0.40===========+0.25+0.14==-0.25-0.17-0.20=+0.40==+0.50
z-ai/glm-5.3-flash=========+0.20=+0.25====+0.20===========+0.25+0.14===-0.33=-0.17+0.40==+0.17
tencent/hy3-preview-0.20==========+0.25====+0.40===========+0.25====-0.33=-0.17+0.40==+0.50
z-ai/glm-5v-turbo-0.20======-0.25===โ€”==-0.33=+0.40+0.25==========+0.25+0.14=โ€”===โ€”+0.20==โ€”
anthropic/claude-opus-5===========+0.25==-0.17=+0.20-0.25==-0.25=======+0.25+0.14======+0.40==+0.50
tencent/hy3=========+0.20=-0.25================+0.25+0.14=====-0.17+0.40==+0.50
google/gemini-3.8-flash-0.20===========-0.33=-0.17=+0.20+0.25==========+0.25+0.14======+0.40==+0.50
z-ai/glm-5-turbo===========โ€”โ€”=โ€”=+0.20+0.25โ€”====-0.25====+0.25+0.14โ€”โ€”=โ€”=โ€”===โ€”
qwen/qwen3.8-flash====-0.33=======-0.17===+0.40+0.25=====-0.25====+0.25+0.14======+0.20==+0.50
meta/muse-spark-1.2-0.20===============+0.40+0.25==-0.25=======+0.25+0.14===-0.17=-0.17+0.40-0.20=+0.50
z-ai/glm-5.1-0.20==========+0.25-0.33===+0.40===========+0.25+0.14=====-0.17+0.20=-0.10+0.50
qwen/qwen3.8-max-0902===========+0.25-0.17=-0.17=+0.40===========+0.25+0.14===-0.33=====+0.50
z-ai/glm-5.3-0.20===-0.33======+0.25====+0.40===========+0.25+0.14===-0.33=-0.17+0.40=-0.10+0.50
deepseek/deepseek-v4-pro====-0.33======+0.25====+0.20+0.25==========+0.25+0.14=-0.17===-0.33+0.20=-0.20+0.50
anthropic/claude-opus-4.5=======-0.25===+0.25-0.17===+0.40+0.25-0.20==-0.20-0.20=====+0.25+0.14===-0.33=-0.17+0.40==+0.50
sakana/fugu-ultra===========+0.25=-0.33==+0.20+0.25==========-0.25+0.14===-0.33=-0.17+0.40==+0.50
openai/gpt-5.5-pro==========-0.20+0.25-0.17===+0.20+0.25==============-0.25-0.33==+0.40==+0.50
meituan/longcat-2.0============-0.17===+0.40============+0.14=====-0.17==-0.10+0.50
anthropic/claude-opus-4.7=========-0.20=+0.25-0.17=-0.17=+0.20-0.25==========+0.25+0.14======+0.20-0.20=+0.50
google/gemini-3.7-flash-0.20===========-0.33===+0.40=====-0.20=====+0.25+0.14===-0.17=-0.17+0.40=-0.10+0.50
moonshotai/kimi-k2.7-code=========+0.20==-0.17===+0.40=-0.20=========+0.25======-0.17=-0.20-0.10+0.50
qwen/qwen3.8-27b====-0.33======+0.25====+0.20=-0.20=========+0.25+0.14===-0.17=-0.33+0.20==+0.50
openai/gpt-5.2-pro==-0.33=========-0.17=-0.17=+0.40===========+0.25+0.14===-0.17==+0.40-0.20=+0.33
openai/gpt-6-astra-0.20==========+0.25=-0.50==+0.20-0.25==========+0.25+0.14===-0.33==+0.40==+0.50
deepseek/deepseek-v4-pro-0813============-0.17-0.50==+0.40======-0.25====+0.25+0.14===-0.33=-0.17+0.40==+0.50
nex-agi/nex-n2-mini==========โ€”โ€”-0.67-0.33==โ€”=โ€”===โ€”โ€”====+0.25โ€”โ€”=โ€”โ€”=โ€”โ€”=-0.10+0.50
anthropic/claude-haiku-4.5======-0.17====+0.25-0.17===+0.40+0.25-0.20=============-0.25-0.33=-0.33+0.20==+0.50
openai/gpt-5.2-0.20=-0.33=========-0.17=-0.17=+0.20===========+0.25====-0.17==+0.40==+0.33
qwen/qwen3.8-2.4t-a95b-0.20==========+0.25-0.17=-0.33=+0.40+0.25-0.20=-0.25==-0.25====+0.25+0.14===-0.33=-0.33+0.40==+0.50
openai/gpt-5.6-luna-pro============-0.17===+0.20===========+0.25===-0.25-0.33==+0.40===
minimax/minimax-m2.1-0.40=====-0.17==+0.20=+0.25====+0.20============+0.14=-0.17===-0.17+0.20===
openai/gpt-5.4-pro==-0.33========+0.25-0.33===+0.20-0.25===========+0.14===-0.33=-0.17+0.40==+0.50
openai/gpt-5.5==========-0.20+0.25-0.33-0.33-0.33=+0.20+0.25===========+0.14===-0.33=-0.17+0.40==+0.50
openai/gpt-6-astra-pro-0.20==========+0.25=-0.50==+0.20-0.25===========+0.14===-0.33=-0.17+0.40==+0.50
anthropic/claude-sonnet-5 (BASE)1.001.001.001.001.001.001.001.001.000.801.000.751.001.001.001.000.600.751.001.001.001.001.001.001.001.001.001.000.750.861.001.001.001.001.001.000.601.001.000.50
openai/gpt-5.6-sol-0.20======-0.25==-0.20+0.25=-0.17==+0.20=-0.20==============-0.33==+0.40==+0.50
deepseek/deepseek-v4-flash-0731====-0.33=========-0.33=+0.20======-0.25====+0.25======-0.17+0.40=-0.30+0.50
poolside/laguna-s-2.1=-0.67=======-0.20=+0.25=-0.33==โ€”+0.25==-0.25=======+0.25+0.14===-0.33=====+0.50
anthropic/claude-opus-4.8============-0.17-0.33-0.17=+0.20===========+0.25====-0.17=-0.33+0.20=-0.10+0.50
openai/gpt-5.6-sol-pro-0.20======-0.25===+0.25=-0.33==+0.20============+0.14===-0.33==+0.40===
openai/gpt-5.6-luna=======-0.25==-0.20+0.25-0.17-0.50==+0.20=-0.20=========+0.25+0.14==-0.25-0.33==+0.40==+0.50
deepseek/deepseek-v4-flash-0.40==========+0.25-0.17=-0.17-0.20+0.40+0.25====-0.20=====+0.25+0.14=-0.17===-0.17====
openai/gpt-5.4-mini======-0.17-0.25========+0.20=====-0.20=====+0.25+0.14===-0.50=-0.17===+0.50
xiaomi/mimo-v2.5============-0.17=-0.33=+0.20===-0.25=======+0.25+0.14=====-0.17====
openai/gpt-5.1==-0.33===-0.17==-0.20==-0.33===+0.40===========+0.25-0.14===-0.17=-0.17+0.40=-0.40+0.50
nex-agi/nex-n2-proโ€”=-0.33==โ€”==โ€”โ€”โ€”โ€”โ€”-0.17โ€”โ€”โ€”=โ€”====โ€”โ€”โ€”=โ€”=โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”โ€”
openai/gpt-5-pro-0.20=-0.33======-0.20-0.20=-0.33===+0.40=====-0.20=====+0.25+0.14==-0.25-0.33=-0.17+0.40==+0.50
meta/muse-glimmer-30b==-0.33=======-0.20===-0.17=+0.40============+0.14===-0.17==+0.40-0.20=-0.50
openai/gpt-5.4-nano==-0.33========+0.25-0.17===+0.40=-0.20=========+0.25===-0.25-0.67=-0.17+0.20-0.20-0.10+0.33
stepfun/step-3.5-flash=====-0.20==-0.25+0.20=+0.25-0.33===+0.40=======-0.20===+0.25===-0.25-0.17=-0.17+0.40=-0.60=
minimax/minimax-m2.5-0.20====-0.40-0.17=-0.25===-0.17-0.33==+0.40===========+0.25+0.14=====-0.17+0.20===
openai/gpt-5.6-terra-0.20=-0.33==-0.40====-0.20+0.25-0.33-0.33==+0.20=-0.20===-0.20=====+0.25+0.14-0.20==-0.17==+0.40==+0.50
inclusionai/ling-3.0-flash=-0.33-0.33==-0.20-0.17====+0.25====+0.20=====-0.60==-0.20==+0.25========-0.20=+0.50
stepfun/step-3.7-flash==-0.33====-0.25===-0.50-0.17===+0.20+0.25=====-0.25====+0.25==-0.17===-0.17=-0.20=+0.50
openai/gpt-5-0.20=-0.33=======-0.20=-0.33===+0.20===========+0.25+0.14===-0.33=-0.17+0.40=-0.40=
thinkingmachines/inkling====-0.33===-0.25==-0.25-0.33==-0.20+0.40=-0.20==-0.20======+0.25====-0.17===-0.20=+0.50
openai/gpt-5.6-terra-pro-0.20=-0.33====-0.25==-0.20+0.25-0.17-0.33==+0.20============+0.14==-0.25-0.17==+0.40=-0.10=
minimax/minimax-m2-0.40==========-0.25=-0.17==+0.40=-0.20==========+0.14==-0.25-0.17=-0.17+0.20=-0.70+0.50
upstage/solar-pro4-0.20=====-0.17====+0.25==-0.33=+0.20+0.25-0.20=========+0.25+0.14=-0.17=-1.00==+0.20=-0.30=
ibm-granite/granite-4.2-8b-0.20=-0.33===-0.17===-0.20===-0.17=โ€”======-0.25-0.20===+0.25+0.14===-0.17=-0.17+0.20-0.20-0.50+0.50
openai/gpt-chat-latest==========-0.20+0.25=-0.50==+0.20=-0.40==========+0.14==-0.75-0.33==+0.40=-0.10=
tencent/hy4-preview====-0.67=====-1.00==-0.17==+0.20=-0.20=========+0.25====-0.50=-0.17+0.40==+0.50
qwen/qwen3.7-flash==-0.33==-0.20-0.17==-0.20==-0.17===+0.40=====-0.20==-0.20==+0.25+0.14=-0.50====+0.20=-0.40=
openai/gpt-5-mini==-0.33========-0.50==-0.33=+0.40===========+0.25+0.14===-0.67===-0.20=-0.17
aion-labs/aion-3.0=========+0.20=+0.25โ€”=-1.00=+0.20+0.25-0.80====-1.00====+0.25+0.14===-0.33==+0.20-0.20=+0.50
bytedance-seed/seed-2.0-mini==-0.33=-0.33=-0.17=====-0.17=-0.50=+0.40+0.25=-0.50====-0.20===+0.25+0.14===-0.50=-0.17+0.40=-0.20=
google/gemma-4-31b-it==-0.33=====-0.25=-0.20-0.25-0.83=-0.17=+0.40=-0.20===-0.20======+0.14==-0.25-0.17====-0.20+0.50
bytedance-seed/seed-1.6-0.20========+0.20==-0.33===+0.20=-0.80=====-0.20===+0.25+0.14=-0.50=-0.33=-0.67+0.40=-0.20=
minimax/minimax-m3========-0.25===-0.67=-1.00=+0.40+0.25-0.20=-0.25=======+0.25===-0.25-0.17=-1.00+0.20-0.20-0.10+0.50
aion-labs/aion-3.0-mini-0.40=-0.33======+0.20=-0.75-0.33=-0.33=+0.20+0.25-0.20=========+0.25+0.14=-0.17=-0.50=-0.67+0.40=-0.40=
arcee-ai/trinity-large-thinking-0.20===-0.33====-0.40==-0.17=-0.33=+0.20=======-0.20===+0.25+0.14=-0.50===-0.33=-0.40-0.90+0.50
inception/mercury-2.5-preview======-0.17=-0.25-0.20==-0.83=-0.83=+0.20+0.25===-0.40======+0.25+0.14===-0.50=-0.17+0.20=-0.60=
deepseek/deepseek-v3.2-0.20====-0.40==-0.25-0.40=-0.25-0.17=-0.33=+0.40-0.50=-0.25-0.25-0.20=-0.25=-0.40==+0.25==-0.17-0.50===+0.40=-0.10+0.50
google/gemini-3-pro-image-0.20=-0.33==-0.20====-0.20+0.25-0.17====+0.25-0.20==========+0.14==-0.25-0.33=-0.83-0.60=-0.40=
poolside/laguna-xs-2.1-0.20=-0.33==-0.20-0.17====-0.25-0.33-0.17-0.17-0.40=+0.25-0.20===-0.20======+0.14===-0.17=-0.17+0.20-0.40-0.70=
aion-labs/aion-2.0=-0.67=========+0.25-0.67=-1.00-0.20+0.20=-0.20=-0.25=======+0.25+0.14=-0.17=-1.00=-0.17====
thinkingmachines/inkling-small==-0.33-0.25-0.33=-0.33==+0.20==-0.33=-0.17-0.20+0.20==-0.50-0.75======-1.00=+0.14====-0.20==-0.20=+0.50
google/gemma-4-26b-a4b-it==-0.33==-0.20==-0.25=-0.20-0.75-0.83=-0.17=+0.20=-0.20-0.50==-0.20======+0.14==-0.25-0.17==+0.20-0.20-0.10=
openai/gpt-5-nano==-0.33==-0.20-0.17==-0.20=-0.75-0.50=-0.17=+0.40=-0.20-0.50-0.25=-0.40=-0.20==-0.33+0.25+0.14=-0.17-0.25-0.17-0.20-0.67=-0.40-0.60=
mistralai/devstral-2512-0.40=-0.33==-0.60-0.17-0.25-0.25===-0.67=-0.33===-0.20==-0.20==-0.20====+0.14-0.80-0.17-0.25-0.50-0.40===-0.40=
nvidia/nemotron-3.5-lightning-0.20=-0.33=-0.33-0.60-0.17=-0.25===-0.67-0.33-0.50=+0.20=-0.20=-0.25-1.00======-0.25===-0.25-0.17===-0.40-0.50=
inception/mercury-2==-0.33===-0.50==-0.40=-0.25-0.67===+0.20-0.50==-0.25-0.20=-0.25=-0.20-0.25=-0.25-0.43=-0.67-0.25-0.17==+0.20-0.20-0.70-0.17
openai/o4-mini-0.20=-0.33==-0.20-0.17=-0.25-0.20=-0.50-0.67===+0.20+0.25-0.20-0.50==-0.20-0.25-0.20====+0.14=-0.67=-0.67=-1.00-0.40-0.20-0.50=
mistralai/ministral-14b-2512-0.20=-0.33==-0.20-0.17=-0.25==-0.25-0.83=-0.67===-0.40-0.25=-0.20======+0.25-0.86=-0.33=-0.67=-0.67-0.40=-1.00=
inclusionai/ling-3.0-flash-fin==-0.33==-0.20-0.17=-0.50-0.20=-0.50-0.83=-0.17-0.40+0.40-0.25==-0.25-0.60==-0.20-0.20==+0.25=-0.40-0.17=-0.67=-0.83=-0.80-0.80=
mistralai/ministral-3b-2512-0.20=-0.33==-0.40-0.67=-0.50-0.20=-0.25-0.33=-0.17==-0.25-0.40=-0.25-0.20-0.20=-0.20===+0.25-0.86=-0.33=-0.83=-0.33=-0.40-0.90=
mistralai/mistral-medium-3-5-0.40=-0.33==-0.80=-0.25=-0.20-0.20-0.75-0.50===+0.20==-0.50=-0.20==-0.20===-0.25=-0.80-0.50-0.75-0.17-0.40-0.17+0.20-0.40-0.70=
nvidia/nemotron-3-nano-30b-a3b==-0.33==-0.20-0.50=-0.25-0.20=-0.75-0.50=-0.33==-0.50=-0.75-0.25-0.20-0.20-0.25-0.20-0.20==+0.25+0.14==-0.25-0.67-0.20-0.17-0.60-0.40-1.00=
openai/o3-0.20=-0.33==-0.40=-0.25-0.25-0.20=-0.75-0.83=-1.00=+0.20-0.25-0.80====-0.25=-0.20===+0.14-0.80-0.50=-0.67-0.20-0.17-0.40=-0.40-0.50
mistralai/mistral-small-2603-0.20=-0.33==-0.20-0.17-0.25-0.25-0.20==-0.83-0.17-0.33===-0.20-0.50-0.25-0.20-0.40=======-0.80-0.33-0.25-0.83-0.20-0.67-0.40-0.60-0.60=
meta-llama/llama-4-maverick==-0.33-1.00=-0.20-0.17=-0.25-0.20=-0.75-0.67=-0.33==-0.25-0.20-0.75-0.25-0.20-0.20=-0.20===+0.25=-0.20-0.83=-1.00=-0.67-0.40-0.20-0.50-0.17
amazon/nova-premier-v1-0.20=-1.00==-0.80=-0.25=-0.20=-0.75-0.33=-0.67==-0.25-0.20=-0.75=-0.20-0.25=====-0.29-0.20-0.50-0.25-0.67=-0.83-0.40=-0.70=
meta-llama/llama-3.3-70b-instruct-0.20=-0.33==-0.40-0.33-0.50=-0.60-0.20-0.75-0.33=-0.67-0.80==-0.80===-0.40=-0.20===+0.25-0.86-0.60-0.50=-1.00=-0.17=-0.40-1.00+0.50
upstage/solar-pro-3-0.60-0.33-1.00==-0.20-0.50=-0.50-0.40=-0.75-0.67=-0.33=+0.20-0.50-0.20-0.25-0.25==-0.25=-0.60==-0.25-0.86-0.20-0.67-0.50-1.00=-0.83+0.40-0.60-0.50+0.33
amazon/nova-pro-v1==-1.00==-0.40-0.83-0.75-0.75-0.60-0.20-0.50-0.67-0.50-0.50-0.20+0.20-0.50-0.20-0.75-0.25-0.20-0.20=-0.20===-0.25+0.14-0.20-0.50-0.25-0.83-0.20-0.67+0.20-0.60-0.70=
ibm-granite/granite-4.0-h-micro-0.40-0.67-1.00-1.00-0.33-1.00-0.83-1.00-1.00-0.80-1.00-0.75-0.83-0.50-1.00-0.80-0.60-0.50-0.80-1.00-0.50-1.00-1.00-1.00-1.00-1.00-0.75-0.83-0.75-0.86-0.80-1.00-1.00-1.00-0.60-1.00-0.60-0.80-1.00-0.33
minimax/minimax-m2-her-0.40-0.67-1.00-1.00-0.33-1.00-0.83-1.00-1.00-0.80-1.00-0.75-0.83-0.50-1.00-0.80-0.60-0.50-0.80-1.00-0.50-1.00-1.00-1.00-1.00-1.00-0.75-0.83-0.75-0.86-0.80-1.00-1.00-1.00-0.60-1.00-0.60-0.80-1.00-0.33
thedrummer/cydonia-24b-v4.1-0.40-0.67-1.00-1.00-0.33-1.00-0.83-1.00-1.00-0.80-1.00-0.75-0.83-0.50-1.00-0.80-0.60-0.50-0.80-1.00-0.50-1.00-1.00-1.00-1.00-1.00-0.75-0.83-0.75-0.86-0.80-1.00-1.00-1.00-0.60-1.00-0.60-0.80-1.00-0.33
kwaipilot/kat-coder-pro-v2.5-0.40-0.67-1.00-1.00-0.33-1.00-0.83-1.00-1.00-0.80-1.00-0.75-0.83-0.50-1.00-0.80-0.60-0.50-0.80-1.00-0.50-1.00-1.00-1.00-1.00-1.00-0.75-1.00-0.75-0.86-0.80-1.00-1.00-1.00-0.80-1.00-0.60-0.80-1.00-0.50
kwaipilot/kat-coder-pro-v2-0.40-0.67-1.00-1.00-0.33-1.00-0.83-1.00-1.00-0.80-1.00-0.75-0.83-0.50-1.00-0.80-0.60-0.50-0.80-1.00-0.50-1.00-1.00-1.00-1.00-1.00-0.75-1.00-0.75-0.86-0.80-1.00-1.00-1.00-0.80-1.00-0.60-0.80-1.00-0.50