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inclusionai/ling-3.0-flash-vl
Inclusionai Active & HealthyLing 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
Evaluation Rating
9.0/10
Composite Score
Context Length
128.0 KB tokens
Input Price (1M Tokens)
R 1.3555
Output Price (1M Tokens)
R 4.0664
API Protocol
OpenAI Compatible
Interactive ZAR Cost Calculator
Estimate real-time cost in South African Rands based on your expected prompt and completion token counts.
Prompt Tokens (Input)
10,000 tokens
Completion Tokens (Output)
2,000 tokens
Estimated Cost Per Request
R 0.0000
0 µR debited from prepaid wallet
Standardized Capability Benchmarks
Standardized multi-suite performance evaluations calibrated out of 10 against international LLM leaderboards.
Chat & Conversational Reasoning
9.0/10
Calibrated against LMSYS Chatbot Arena human preference Elo
Coding & Software Architecture
9.0/10
Calibrated against HumanEval (Pass@1) unit tests and SWE-bench
Structured JSON & Tool Calling
9.0/10
Berkeley Function Calling Benchmark (BFCL) schema compliance
Academic Knowledge & MMLU
9.0/10
MMLU-Pro Multitask Professional Knowledge across 57 disciplines
1-Click Quickstart Code Snippets
Copy and paste directly into your application. Uses OpenAI standard SDK formats.
curl https://aiproxy.farmazone.co.za/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer sk-live-your_api_key_here" \
-d '{
"model": "inclusionai/ling-3.0-flash-vl",
"messages": [
{"role": "user", "content": "Explain quantum computing in simple terms."}
]
}'
Your API Key:
sk-live-your_api_key_here
Alternative & Complementary Models
| Model Name | Provider | Context | Input (1M) | Output (1M) | Action |
|---|---|---|---|---|---|
| deepseek/deepseek-chat-v3-0324 | DeepSeek | 160.0 KB | R 6.5514 | R 25.7537 | View Specs → |
| deepseek/deepseek-chat-v3.1 | DeepSeek | 160.0 KB | R 5.6477 | R 21.4614 | View Specs → |
| inclusionai/ling-3.0-flash | Inclusionai | 256.0 KB | R 0.4744 | R 1.4232 | View Specs → |
| inclusionai/ling-3.1-flash | Inclusionai | 976.6 KB | R 1.6943 | R 5.0830 | View Specs → |