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Grok 4.5 vs Ling 3.1 Flash

Detailed technical comparison between Grok 4.5 (xAI) and Ling 3.1 Flash (Inclusion AI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Grok 4.5: 6 WinsvsLing 3.1 Flash: 0 Wins
Context Leader

Grok 4.5

500,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Ling 3.1 Flash

$0.07 / MTok
xAIactive

Grok 4.5

Grok 4.5 is an advanced artificial intelligence model engineered by xAI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Grok 4.5 represents a key architectural iteration in the xAI model family. First released in 2026-07-08, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 500,000 tokens (approximately 667 words), Grok 4.5 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Grok 4.5 Full Specs →
Inclusion AIactive

Ling 3.1 Flash

Ling 3.1 Flash is an advanced artificial intelligence model engineered by Inclusion AI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Ling 3.1 Flash represents a key architectural iteration in the Inclusion AI model family. First released in 2026-10-02, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 262,144 tokens (approximately 350 words), Ling 3.1 Flash processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Ling 3.1 Flash Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGrok 4.5Ling 3.1 Flash
ProviderxAIInclusion AI
Context Window500,000 tokens🏆262,144 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityStable GA (est.)Stable GA (est.)
API AvailableYesYes
Released Date2026-07-082026-10-02

API Pricing Comparison

Input Price per Million Tokens

Grok 4.5

$2.00

Ling 3.1 Flash

$0.07

Output Price per Million Tokens

Grok 4.5

$6.00

Ling 3.1 Flash

$0.23

💡 Cost Ratio: Ling 3.1 Flash is 26.7x cheaper per input token than Grok 4.5.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
78.8%vs75.4%+3.4% Grok 4.5
Grok 4.5 🏆
Ling 3.1 Flash
HumanEvalPython coding & logic synthesis
91.8%vs71.6%+20.2% Grok 4.5
Grok 4.5 🏆
Ling 3.1 Flash
MATHComplex mathematical problem solving
54.2%vs41.4%+12.8% Grok 4.5
Grok 4.5 🏆
Ling 3.1 Flash
GPQAGraduate-level expert reasoning
39.6%vs28.8%+10.8% Grok 4.5
Grok 4.5 🏆
Ling 3.1 Flash
HellaSwagCommonsense reasoning and inference
81.8%vs76.0%+5.8% Grok 4.5
Grok 4.5 🏆
Ling 3.1 Flash
MT-BenchMulti-turn conversation flow quality
8.4%vs7.9%+0.6% Grok 4.5
Grok 4.5 🏆
Ling 3.1 Flash

Grok 4.5 Quirks & Gotchas

No developer gotchas reported.

Ling 3.1 Flash Quirks & Gotchas

No developer gotchas reported.

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