DeepSeek V4 Pro vs Ling 3.0 Flash VL
Detailed technical comparison between DeepSeek V4 Pro (DeepSeek) and Ling 3.0 Flash VL (Inclusion AI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.
Comparison Snapshot
DeepSeek V4 Pro
1,048,576 tokensTie
Equal CapabilityTie
Equal SpeedLing 3.0 Flash VL
$0.06 / MTokDeepSeek V4 Pro
DeepSeek V4 Pro is an advanced artificial intelligence model engineered by DeepSeek. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, DeepSeek V4 Pro represents a key architectural iteration in the DeepSeek model family. First released in 2026-04-24, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,048,576 tokens (approximately 1,398 words), DeepSeek V4 Pro processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.
Ling 3.0 Flash VL
Ling 3.0 Flash VL is an advanced artificial intelligence model engineered by Inclusion AI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Ling 3.0 Flash VL represents a key architectural iteration in the Inclusion AI model family. First released in 2026-09-10, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 131,072 tokens (approximately 175 words), Ling 3.0 Flash VL processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.
Technical Specifications
🏆 = Superior Spec| Specification | DeepSeek V4 Pro | Ling 3.0 Flash VL |
|---|---|---|
| Provider | DeepSeek | Inclusion AI |
| Context Window | 1,048,576 tokens🏆 | 131,072 tokens |
| Agent Suitability | 94/100 (est.) | Not yet benchmarked |
| Time to First Token (TTFT) | 280 ms (est.) | No public TTFT data |
| Deployment Model | managed api | managed api |
| Production Stability | Stable GA (est.) | Stable GA (est.) |
| API Available | Yes | Yes |
| Released Date | 2026-04-24 | 2026-09-10 |
API Pricing Comparison
Input Price per Million Tokens
DeepSeek V4 Pro
$0.92
Ling 3.0 Flash VL
$0.06
Output Price per Million Tokens
DeepSeek V4 Pro
$1.85
Ling 3.0 Flash VL
$0.18
💡 Cost Ratio: Ling 3.0 Flash VL is 15.4x cheaper per input token than DeepSeek V4 Pro.
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.
DeepSeek V4 Pro Quirks & Gotchas
- ▸MoE architecture — cold-start latency on first request, use keep-alive
- ▸Best cost-performance ratio of any frontier model — strong tool calling for agentic use
Ling 3.0 Flash VL Quirks & Gotchas
No developer gotchas reported.
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