tokenstats

compare one model across sources · blend 1:3 Board History /api/compare
Blend 1:21:31:4
Quality healthy onlyhide stalehide outliers
Capabilities toolsreasoningvision

7 models match · ids are joined on a canonical key (vendor prefix, case, ./_ and release date ignored) · cheapest blend first

glm-5-3 20 offers · openrouter, orcarouter, routstr · cheapest $2.4480 · spread 107% · cheapest healthy $2.6400 (Fuelline Node · routstr.fuelline.dev) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3 tools reasoning
$0.0720 $3.2400 $2.4480 cheapest 4190.4 92% ≤630 ms 4m ·
routstr Fuelline Node
Fuelline Node · routstr.fuelline.dev
glm-5.3 tools reasoning
$0.6600 $3.3000 $2.6400 +8% 4268.0 100% ≤63 ms 18s ✓
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3 tools reasoning
$0.0800 $3.6000 $2.7200 +11% 4656.0 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3 tools reasoning
$0.0808 $3.6360 $2.7472 +12% 4702.6 94% ≤500 ms 2h stale ·
routstr Privacy Maxi
Privacy Maxi · ai.redsh1ft.com
glm-5.3 tools reasoning
$0.0856 $3.8520 $2.9104 +19% 4981.9 91% ≤800 ms 27m stale ·
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3 tools reasoning
$0.0880 $3.9600 $2.9920 +22% 5121.6 95% ≤500 ms 2h stale ·
routstr thefux
thefux · routstr.otrta.me
glm-5.3 tools reasoning
$0.0880 $3.9600 $2.9920 +22% 5123.5 91% ≤1000 ms 5s ✓
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3 tools reasoning
$0.0884 $3.9798 $3.0070 +23% 5147.2 94% ≤500 ms 2h stale ·
orcarouter OrcaRouter
OrcaRouter · api.orcarouter.ai
z-ai/glm-5.3 tools reasoning
$1.2600 $3.9600 $3.2850 +34% 5121.6 100% ≤800 ms 26s ✓
routstr SubsRouter
SubsRouter · subsrouter.com
glm-5.3 tools reasoning
$0.0830 $5.0400 $3.8007 +55% 6518.4 99% ≤500 ms 15s ✓
routstr Omochi Node
Omochi Node · routstr.bulbulpp.com
glm-5.3 tools reasoning
$1.4918 $4.6884 $3.8893 +59% 6063.7 94% ≤800 ms 2h stale ·
routstr PPQ Mirror
PPQ Mirror · ppq.redsh1ft.com
glm-5.3 tools reasoning
$1.4918 $4.6884 $3.8893 +59% 6063.7 95% ≤500 ms 10s ✓
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3 tools reasoning
$0.1144 $5.1480 $3.8896 +59% 6660.0 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3 tools reasoning
$0.1144 $5.1480 $3.8896 +59% 6658.1 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3 tools reasoning
$0.1200 $5.4000 $4.0800 +67% 6986.6 92% ≤630 ms 5s ✓
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3 tools reasoning
$0.1280 $5.7600 $4.3520 +78% 7451.0 94% ≤630 ms 7s ✓
routstr Omochi Node
Omochi Node · routstr.bulbulpp.com
glm-5-3 tools reasoning
$1.9180 $6.1269 $5.0747 +107% 7924.1 94% ≤800 ms 2h stale ·
routstr PPQ Mirror
PPQ Mirror · ppq.redsh1ft.com
glm-5-3 tools reasoning
$1.9180 $6.1269 $5.0747 +107% 7924.1 95% ≤500 ms 10s ✓
routstr PPQ
PPQ · api.ppq.ai
glm-5.3 tools reasoning
— — — — — 97% ≤160 ms 2m ·
routstr PPQ
PPQ · api.ppq.ai
private/glm-5-3 tools reasoning
— — — — — 97% ≤160 ms 2m ·

glm-5-3-flash 19 offers · openrouter, orcarouter, routstr · cheapest $0.0382 · spread 1775% · cheapest healthy $0.0382 (thefux · routstr.otrta.me) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr thefux
thefux · routstr.otrta.me
glm-5.3-flash tools reasoning vision
$0.0143 $0.0461 $0.0382 cheapest 59.7 91% ≤1000 ms 5s ✓
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3-flash tools reasoning vision
$0.0257 $0.0831 $0.0687 +80% 107.4 92% ≤630 ms 4m ·
routstr Hana Gateway
Hana Gateway · routstr.eduvietkieu.com
glm-5.3-flash tools reasoning vision
$0.0300 $0.0900 $0.0750 +96% 116.4 97% ≤400 ms 13s ✓
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3-flash tools reasoning vision
$0.0285 $0.0923 $0.0764 +100% 119.4 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3-flash tools reasoning vision
$0.0288 $0.0932 $0.0771 +102% 120.6 94% ≤500 ms 2h stale ·
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3-flash tools reasoning vision
$0.0314 $0.1015 $0.0840 +120% 131.3 95% ≤500 ms 2h stale ·
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3-flash tools reasoning vision
$0.0315 $0.1020 $0.0844 +121% 132.0 94% ≤500 ms 2h stale ·
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3-flash tools reasoning vision
$0.0408 $0.1320 $0.1092 +186% 170.8 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3-flash tools reasoning vision
$0.0408 $0.1320 $0.1092 +186% 170.7 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3-flash tools reasoning vision
$0.0428 $0.1384 $0.1145 +200% 179.1 92% ≤630 ms 5s ✓
routstr Privacy Maxi
Privacy Maxi · ai.redsh1ft.com
glm-5.3-flash tools reasoning vision
$0.0193 $0.1500 $0.1173 +207% 194.0 91% ≤800 ms 27m stale ·
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3-flash tools reasoning vision
$0.0456 $0.1477 $0.1222 +220% 191.0 94% ≤630 ms 7s ✓
routstr Fuelline Node
Fuelline Node · routstr.fuelline.dev
glm-5.3-flash tools reasoning
$0.0220 $0.2200 $0.1705 +347% 284.5 100% ≤63 ms 18s ✓
routstr blaberry
blaberry · ai.blaberry.space
glm-5.3-flash tools reasoning vision
$0.1500 $0.4500 $0.3750 +882% 582.0 100% ≤800 ms 15s ✓
orcarouter OrcaRouter
OrcaRouter · api.orcarouter.ai
z-ai/glm-5.3-flash tools reasoning vision
$0.1500 $0.5000 $0.4125 +981% 646.7 100% ≤800 ms 26s ✓
routstr Omochi Node
Omochi Node · routstr.bulbulpp.com
glm-5.3-flash tools reasoning vision
$0.1598 $0.5328 $0.4395 +1051% 689.1 94% ≤800 ms 2h stale ·
routstr PPQ Mirror
PPQ Mirror · ppq.redsh1ft.com
glm-5.3-flash tools reasoning vision
$0.1598 $0.5328 $0.4395 +1051% 689.1 95% ≤500 ms 10s ✓
routstr SubsRouter
SubsRouter · subsrouter.com
glm-5.3-flash tools reasoning vision
$0.0274 $0.9450 $0.7156 +1775% 1222.2 99% ≤500 ms 15s ✓
routstr PPQ
PPQ · api.ppq.ai
z-ai/glm-5.3-flash tools reasoning vision
— — — — — 97% ≤160 ms 2m ·

glm-5-3-flashx 14 offers · openrouter, routstr · cheapest $0.9270 · spread 78% · cheapest healthy $1.0300 (OpenRouter · openrouter.ai) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3-flashx tools reasoning vision
$0.3330 $1.1250 $0.9270 cheapest 1455.0 92% ≤630 ms 4m ·
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3-flashx tools reasoning vision
$0.3700 $1.2500 $1.0300 +11% 1616.7 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3-flashx tools reasoning vision
$0.3737 $1.2625 $1.0403 +12% 1632.8 94% ≤500 ms 2h stale ·
routstr Omochi Node
Omochi Node · routstr.bulbulpp.com
glm-5.3-flashx tools reasoning vision
$0.3943 $1.3319 $1.0975 +18% 1722.6 94% ≤800 ms 2h stale ·
routstr PPQ Mirror
PPQ Mirror · ppq.redsh1ft.com
glm-5.3-flashx tools reasoning vision
$0.3943 $1.3319 $1.0975 +18% 1722.6 95% ≤500 ms 10s ✓
routstr Privacy Maxi
Privacy Maxi · ai.redsh1ft.com
glm-5.3-flashx tools reasoning vision
$0.3959 $1.3375 $1.1021 +19% 1729.8 91% ≤800 ms 27m stale ·
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3-flashx tools reasoning vision
$0.4070 $1.3750 $1.1330 +22% 1778.3 95% ≤500 ms 2h stale ·
routstr thefux
thefux · routstr.otrta.me
glm-5.3-flashx tools reasoning vision
$0.4070 $1.3750 $1.1330 +22% 1779.0 91% ≤1000 ms 5s ✓
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3-flashx tools reasoning vision
$0.4090 $1.3819 $1.1387 +23% 1787.2 94% ≤500 ms 2h stale ·
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3-flashx tools reasoning vision
$0.5291 $1.7875 $1.4729 +59% 2312.5 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3-flashx tools reasoning vision
$0.5291 $1.7875 $1.4729 +59% 2311.8 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3-flashx tools reasoning vision
$0.5550 $1.8750 $1.5450 +67% 2425.9 92% ≤630 ms 5s ✓
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3-flashx tools reasoning vision
$0.5920 $2.0000 $1.6480 +78% 2587.2 94% ≤630 ms 7s ✓
routstr PPQ
PPQ · api.ppq.ai
z-ai/glm-5.3-flashx tools reasoning vision
— — — — — 97% ≤160 ms 2m ·

glm-5-3-prime 14 offers · openrouter, routstr · cheapest $5.8339 · spread 100% · cheapest healthy $5.8339 (PPQ Mirror · ppq.redsh1ft.com) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr Omochi Node
Omochi Node · routstr.bulbulpp.com
glm-5.3-prime tools reasoning
$2.2377 $7.0326 $5.8339 cheapest 9095.5 94% ≤800 ms 2h stale ·
routstr PPQ Mirror
PPQ Mirror · ppq.redsh1ft.com
glm-5.3-prime tools reasoning
$2.2377 $7.0326 $5.8339 cheapest 9095.5 95% ≤500 ms 10s ✓
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3-prime tools reasoning
$2.5200 $7.9200 $6.5700 +13% 10243.2 92% ≤630 ms 4m ·
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3-prime tools reasoning
$2.8000 $8.8000 $7.3000 +25% 11381.3 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3-prime tools reasoning
$2.8280 $8.8880 $7.3730 +26% 11495.1 94% ≤500 ms 2h stale ·
routstr Privacy Maxi
Privacy Maxi · ai.redsh1ft.com
glm-5.3-prime tools reasoning
$2.9960 $9.4160 $7.8110 +34% 12178.0 91% ≤800 ms 27m stale ·
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3-prime tools reasoning
$3.0800 $9.6800 $8.0300 +38% 12519.5 95% ≤500 ms 2h stale ·
routstr thefux
thefux · routstr.otrta.me
glm-5.3-prime tools reasoning
$3.0800 $9.6800 $8.0300 +38% 12524.2 91% ≤1000 ms 5s ✓
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3-prime tools reasoning
$3.0954 $9.7284 $8.0701 +38% 12582.1 94% ≤500 ms 2h stale ·
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3-prime tools reasoning
$4.0040 $12.5840 $10.4390 +79% 16280.0 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3-prime tools reasoning
$4.0040 $12.5840 $10.4390 +79% 16275.3 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3-prime tools reasoning
$4.2000 $13.2000 $10.9500 +88% 17078.4 92% ≤630 ms 5s ✓
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3-prime tools reasoning
$4.4800 $14.0800 $11.6800 +100% 18213.7 94% ≤630 ms 7s ✓
routstr PPQ
PPQ · api.ppq.ai
z-ai/glm-5.3-prime tools reasoning
— — — — — 97% ≤160 ms 2m ·

glm-5-3-flashx-legal 12 offers · openrouter, routstr · cheapest $0.9270 · spread 78% · cheapest healthy $1.0300 (OpenRouter · openrouter.ai) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3-flashx-legal tools reasoning vision
$0.3330 $1.1250 $0.9270 cheapest 1455.0 92% ≤630 ms 4m ·
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3-flashx-legal tools reasoning vision
$0.3700 $1.2500 $1.0300 +11% 1616.7 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3-flashx-legal tools reasoning vision
$0.3737 $1.2625 $1.0403 +12% 1632.8 94% ≤500 ms 2h stale ·
routstr PPQ Mirror
PPQ Mirror · ppq.redsh1ft.com
glm-5.3-flashx-legal tools reasoning vision
$0.3943 $1.3319 $1.0975 +18% 1722.6 95% ≤500 ms 10s ✓
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3-flashx-legal tools reasoning vision
$0.4070 $1.3750 $1.1330 +22% 1778.3 95% ≤500 ms 2h stale ·
routstr thefux
thefux · routstr.otrta.me
glm-5.3-flashx-legal tools reasoning vision
$0.4070 $1.3750 $1.1330 +22% 1779.0 91% ≤1000 ms 5s ✓
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3-flashx-legal tools reasoning vision
$0.4090 $1.3819 $1.1387 +23% 1787.2 94% ≤500 ms 2h stale ·
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3-flashx-legal tools reasoning vision
$0.5291 $1.7875 $1.4729 +59% 2312.5 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3-flashx-legal tools reasoning vision
$0.5291 $1.7875 $1.4729 +59% 2311.8 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3-flashx-legal tools reasoning vision
$0.5550 $1.8750 $1.5450 +67% 2425.9 92% ≤630 ms 5s ✓
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3-flashx-legal tools reasoning vision
$0.5920 $2.0000 $1.6480 +78% 2587.2 94% ≤630 ms 7s ✓
routstr PPQ
PPQ · api.ppq.ai
z-ai/glm-5.3-flashx-legal tools reasoning vision
— — — — — 97% ≤160 ms 2m ·

glm-5-3-flash:batch 11 offers · openrouter, routstr · cheapest $0.1328 · spread 78% · cheapest healthy $0.1475 (OpenRouter · openrouter.ai) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3-flash:batch tools reasoning vision
$0.0450 $0.1620 $0.1328 cheapest 209.5 92% ≤630 ms 4m ·
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3-flash:batch tools reasoning vision
$0.0500 $0.1800 $0.1475 +11% 232.8 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3-flash:batch tools reasoning vision
$0.0505 $0.1818 $0.1490 +12% 235.1 94% ≤500 ms 2h stale ·
routstr Privacy Maxi
Privacy Maxi · ai.redsh1ft.com
glm-5.3-flash:batch tools reasoning vision
$0.0535 $0.1926 $0.1578 +19% 249.1 91% ≤800 ms 27m stale ·
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3-flash:batch tools reasoning vision
$0.0550 $0.1980 $0.1623 +22% 256.1 95% ≤500 ms 2h stale ·
routstr thefux
thefux · routstr.otrta.me
glm-5.3-flash:batch tools reasoning vision
$0.0550 $0.1980 $0.1623 +22% 256.2 91% ≤1000 ms 5s ✓
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3-flash:batch tools reasoning vision
$0.0553 $0.1990 $0.1631 +23% 257.4 94% ≤500 ms 2h stale ·
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3-flash:batch tools reasoning vision
$0.0715 $0.2574 $0.2109 +59% 333.0 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3-flash:batch tools reasoning vision
$0.0715 $0.2574 $0.2109 +59% 332.9 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3-flash:batch tools reasoning vision
$0.0750 $0.2700 $0.2213 +67% 349.3 92% ≤630 ms 5s ✓
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3-flash:batch tools reasoning vision
$0.0800 $0.2880 $0.2360 +78% 372.6 94% ≤630 ms 7s ✓

glm-5-3:batch 11 offers · openrouter, routstr · cheapest $1.4512 · spread 78% · cheapest healthy $1.6125 (OpenRouter · openrouter.ai) price history

SourceProvider / node / idInOut Blendvs cheapestOut satsRel 24h LatencyAgeHealthy
routstr Sats Go Brrr Token Emporium
Sats Go Brrr Token Emporium · routstr.nostrnative.com
glm-5.3:batch tools reasoning
$0.4050 $1.8000 $1.4512 cheapest 2328.0 92% ≤630 ms 4m ·
openrouter OpenRouter
OpenRouter · openrouter.ai
z-ai/glm-5.3:batch tools reasoning
$0.4500 $2.0000 $1.6125 +11% 2586.7 100% ≤100 ms 37s ✓
routstr ARoutstrNode
ARoutstrNode · defaults.chatstr.ai
glm-5.3:batch tools reasoning
$0.4545 $2.0200 $1.6286 +12% 2612.5 94% ≤500 ms 2h stale ·
routstr Privacy Maxi
Privacy Maxi · ai.redsh1ft.com
glm-5.3:batch tools reasoning
$0.4815 $2.1400 $1.7254 +19% 2767.7 91% ≤800 ms 27m stale ·
routstr Non-KYC AI
Non-KYC AI · api.nonkycai.com
glm-5.3:batch tools reasoning
$0.4950 $2.2000 $1.7738 +22% 2845.3 95% ≤500 ms 2h stale ·
routstr thefux
thefux · routstr.otrta.me
glm-5.3:batch tools reasoning
$0.4950 $2.2000 $1.7738 +22% 2846.4 91% ≤1000 ms 5s ✓
routstr Roustr Staging Environment
Roustr Staging Environment · staging.routstr.com
glm-5.3:batch tools reasoning
$0.4975 $2.2110 $1.7826 +23% 2859.6 94% ≤500 ms 2h stale ·
routstr Orangesync Public AI Node
Orangesync Public AI Node · ai.orangesync.tech
glm-5.3:batch tools reasoning
$0.6435 $2.8600 $2.3059 +59% 3700.0 94% ≤500 ms 7s ✓
routstr Tollgate AI Node
Tollgate AI Node · routstr.orangesync.tech
glm-5.3:batch tools reasoning
$0.6435 $2.8600 $2.3059 +59% 3698.9 94% ≤630 ms 2m ·
routstr An OpenRouter Node
An OpenRouter Node · llm.satsandsports.cash
glm-5.3:batch tools reasoning
$0.6750 $3.0000 $2.4188 +67% 3881.5 92% ≤630 ms 5s ✓
routstr Purple Prometheus
Purple Prometheus · routstr1.purpleprometheus.com
glm-5.3:batch tools reasoning
$0.7200 $3.2000 $2.5800 +78% 4139.5 94% ≤630 ms 7s ✓