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Claude Haiku 5.5 vs Ling 3.1 Flash

Detailed technical comparison between Claude Haiku 5.5 (Anthropic) 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

Claude Haiku 5.5: 6 WinsvsLing 3.1 Flash: 0 Wins
Context Leader

Claude Haiku 5.5

1,000,000 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Ling 3.1 Flash

$0.00 / MTok
Anthropicactive

Claude Haiku 5.5

Claude Haiku 5.5 is an advanced artificial intelligence model engineered by Anthropic. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Claude Haiku 5.5 represents a key architectural iteration in the Anthropic model family. First released in 2026-10-07, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Claude Haiku 5.5 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Claude Haiku 5.5 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
SpecificationClaude Haiku 5.5Ling 3.1 Flash
ProviderAnthropicInclusion AI
Context Window1,000,000 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 StabilityBeta Access (est.)Stable GA (est.)
API AvailableYesYes
Released Date2026-10-072026-10-02

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 5.5

$0.10

Ling 3.1 Flash

$0.00

Output Price per Million Tokens

Claude Haiku 5.5

$0.50

Ling 3.1 Flash

$0.00

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
78.4%vs75.4%+3.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Ling 3.1 Flash
HumanEvalPython coding & logic synthesis
76.6%vs71.6%+5.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Ling 3.1 Flash
MATHComplex mathematical problem solving
53.8%vs41.4%+12.4% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Ling 3.1 Flash
GPQAGraduate-level expert reasoning
39.2%vs28.8%+10.4% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Ling 3.1 Flash
HellaSwagCommonsense reasoning and inference
81.4%vs76.0%+5.4% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Ling 3.1 Flash
MT-BenchMulti-turn conversation flow quality
8.4%vs7.9%+0.5% Claude Haiku 5.5
Claude Haiku 5.5 🏆
Ling 3.1 Flash

Claude Haiku 5.5 Quirks & Gotchas

No developer gotchas reported.

Ling 3.1 Flash Quirks & Gotchas

No developer gotchas reported.

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