Phi 4 Multimodal Instruct API Benchmarks, Pricing & Provider Data

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Phi 4 Multimodal Instruct benchmark, API pricing, and provider data cover 21 API providers, with prices starting at $0.010/request. Phi 4 Multimodal Instruct free API options are available from 6 providers. The page also shows measured API speed and first-token latency.

Microsoft Phi 4 Multimodal Instruct is a multimodal instruction-tuned variant in the Phi series, optimized for following instructions and conversational tasks.

Quality
0.0
LMSpeed score
Speed
#77of 77
83char/s
0.39 s
Cost
$0.010/ 1M · 8:1 in:out
$0.0016 in · $0.0084 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
4 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding27.9Reasoning34.8Knowledge52.7Math44.2Multilingual-Multimodal-Instruction following-
#1Knowledge52.7Provisional1/4 Measured dimensions
80% interval: 36.768.7
broad knowledge52.7
aa_omniscience · artificial_analysis
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#2Math44.2Estimated2/4 Measured dimensions
80% interval: 32.456.0
foundational math43.7
math_500 · math_500
competition math44.7
aime · aime
proof frontierPrior only
applied tool mathPrior only
#3Reasoning34.8Estimated2/4 Measured dimensions
80% interval: 23.746.0
abstract logicPrior only
scientific causal37.5
gpqa · gpqa / hle · hle
multistep constraints32.1
mmlu_pro · mmlu_pro
evidence verificationPrior only
#4Coding27.9Provisional1/4 Measured dimensions
80% interval: 14.041.8
code generation27.9
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsMultilingualMultimodalInstruction following

Specifications

Technical Details

Documentation

Rankings

Excels at

Falls behind in

Detailed scores

Updated: Sep 1, 2026

Speed & latency

undefined metric} other undefined metrics}}

Output speed17.6 tok/s#77 / 77Time to first token0.43 s#6 / 77
Output speed
LMSpeed rank#77
Score17.6 tok/s
UpdatedSep 1, 2026
Confidence4
Time to first token
LMSpeed rank#6
Score0.43 s
UpdatedSep 1, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score27.980% interval14.0–41.81/4 Measured dimensionsLiveCodeBench13.1%#113 / 115SciCode11.0%#204 / 206
Dimensions and evidence
Code generation27.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z -1.19 · q 1.00
scicode · scicode · z -3.00 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#113
Score13.1%
UpdatedSep 1, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#204
Score11.0%
UpdatedSep 1, 2026
Confidence4
AA-SciCodeV3 evidence
LMSpeed rank#108
Score11.0
UpdatedAug 14, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score34.880% interval23.7–46.02/4 Measured dimensionsMMLU-Pro48.5%#126 / 129GPQA31.5%#211 / 213
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning37.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -1.91 · q 1.00
hle · hle · z -0.73 · q 1.00
Multi-step constraints32.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -2.59 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#126
Score48.5%
UpdatedSep 1, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#211
Score31.5%
UpdatedSep 1, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#157
Score5.0%
UpdatedSep 1, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score52.780% interval36.7–68.71/4 Measured dimensionsArtificial Analysis Intelligence Index4.2#110 / 111AA-GPQA Diamond31.5#108 / 108
Dimensions and evidence
Broad knowledge52.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · artificial_analysis · z 0.28 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#110
Score4.2
UpdatedAug 14, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#108
Score31.5
UpdatedAug 14, 2026
Confidence1
AA-HLE
LMSpeed rank#89
Score5.0
UpdatedAug 14, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · Estimated

Score44.280% interval32.4–56.02/4 Measured dimensionsAIME9.3%#59 / 68MATH-50069.3%#61 / 73
Dimensions and evidence
Foundational math43.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
math_500 · math_500 · z -0.81 · q 1.00
Competition math44.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime · z -0.73 · q 1.00
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
AIMEV3 evidence
LMSpeed rank#59
Score9.3%
UpdatedSep 1, 2026
Confidence4
MATH-500V3 evidence
LMSpeed rank#61
Score69.3%
UpdatedSep 1, 2026
Confidence4

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

80% interval30.8–69.20/4 Measured dimensionsAA-MMMU-Pro14.5#65 / 65
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
AA-MMMU-Pro
LMSpeed rank#65
Score14.5
UpdatedAug 14, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

Pricing Comparison

Compare Phi 4 Multimodal Instruct API pricing across 15 providers. Prices range from $0.010/request to $375.00/M. 素墨API offers the lowest rate at $0.010/request. 6 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
phi-4-multimodal-instruct
enterprise_emergency_standby
$57.53/M
$57.53/M
L1
100%
microsoft/phi-4-multimodal-instruct
default
$375.00/M
$375.00/M
L1
100%
L2
79%
microsoft/phi-4-multimodal-instruct
default
Free
Free
L1
100%
phi-4-multimodal-instruct
default
$0.010/request
-
L1
100%
microsoft/phi-4-multimodal-instruct
default
$0.010/request
-
L1
99%
microsoft/phi-4-multimodal-instruct
default
$75.00/M
$75.00/M
L1
99%
microsoft/phi-4-multimodal-instruct
0倍倍率分组
$0.014/M
$0.014/M
L1
89%
microsoft/phi-4-multimodal-instruct
2api
$0.050/M
$0.050/M
L1
8%
microsoft/phi-4-multimodal-instruct
default
Free
Free
L1
0%
microsoft/phi-4-multimodal-instruct
default
Free
Free
L1
0%
microsoft/phi-4-multimodal-instruct
懒人
$0.050/M
$0.050/M

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Frequently Asked Questions

What benchmark data does Phi 4 Multimodal Instruct include?
LMSpeed shows Phi 4 Multimodal Instruct benchmark context, API price, output speed, first-token latency, and provider data across 21 providers when those signals are available.
What is the Phi 4 Multimodal Instruct API price?
Phi 4 Multimodal Instruct has pricing from 21 providers, ranging from $0.010/request to $375.00/M. 素墨API has the lowest listed price.
What does the Phi 4 Multimodal Instruct API pricing table include?
The Phi 4 Multimodal Instruct API pricing table compares 21 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Phi 4 Multimodal Instruct API pricing?
素墨API currently has the lowest listed Phi 4 Multimodal Instruct price at $0.010/request across 21 providers.
Can I compare Phi 4 Multimodal Instruct API price and speed together?
Yes. LMSpeed shows Phi 4 Multimodal Instruct API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is Phi 4 Multimodal Instruct API free?
Yes, Phi 4 Multimodal Instruct free API options are available through 6 providerundefined other undefined} on LMSpeed, including WSocket AI, ChooseC API, WSocket AI, WSocket AI, WSocket AI. These providers offer free API credits or a free tier with no per-token charges.
Where can I get Phi 4 Multimodal Instruct free API access?
LMSpeed currently lists 6 free API providerundefined other undefined} for Phi 4 Multimodal Instruct: WSocket AI, ChooseC API, WSocket AI, WSocket AI, WSocket AI. Check each provider row before using it because free tier limits can change.

Also known as

microsoft/phi-4-multimodal-instructphi-4-multimodal-instruct李/microsoft/phi-4-multimodal-instruct英伟达/microsoft/phi-4-multimodal-instruct

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Standard benchmark data may include BenchLM and other public sources.

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