DeepSeek V4 Flash Vision Exp vs Ling 3.0 Flash VL
Detailed technical comparison between DeepSeek V4 Flash Vision Exp (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 Flash Vision Exp
1,048,576 tokensTie
Equal CapabilityTie
Equal SpeedLing 3.0 Flash VL
$0.06 / MTokDeepSeek V4 Flash Vision Exp
DeepSeek V4 Flash Vision Exp is an advanced artificial intelligence model engineered by DeepSeek. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, DeepSeek V4 Flash Vision Exp represents a key architectural iteration in the DeepSeek model family. First released in 2026-08-21, 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 Flash Vision Exp 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 Flash Vision Exp | Ling 3.0 Flash VL |
|---|---|---|
| Provider | DeepSeek | Inclusion AI |
| Context Window | 1,048,576 tokens🏆 | 131,072 tokens |
| Agent Suitability | Not yet benchmarked | Not yet benchmarked |
| Time to First Token (TTFT) | No public TTFT data | No public TTFT data |
| Deployment Model | self hostable | managed api |
| Production Stability | Beta Access (est.) | Stable GA (est.) |
| API Available | Yes | Yes |
| Released Date | 2026-08-21 | 2026-09-10 |
API Pricing Comparison
Input Price per Million Tokens
DeepSeek V4 Flash Vision Exp
$0.22
Ling 3.0 Flash VL
$0.06
Output Price per Million Tokens
DeepSeek V4 Flash Vision Exp
$0.65
Ling 3.0 Flash VL
$0.18
💡 Cost Ratio: Ling 3.0 Flash VL is 3.6x cheaper per input token than DeepSeek V4 Flash Vision Exp.
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 Flash Vision Exp Quirks & Gotchas
No developer gotchas reported.
Ling 3.0 Flash VL Quirks & Gotchas
No developer gotchas reported.
Explore Other Popular Comparisons
DeepSeek V4 Flash Vision Exp vs Fugu Max
Compare context windows, live API token prices, and benchmark scores.
SIDE-BY-SIDE REVIEWDeepSeek V4 Flash Vision Exp vs Fugu Ultra v2
Compare context windows, live API token prices, and benchmark scores.
SIDE-BY-SIDE REVIEWDeepSeek V4 Flash Vision Exp vs DeepSeek V4.1 Flash
Compare context windows, live API token prices, and benchmark scores.
SIDE-BY-SIDE REVIEWDeepSeek V4 Flash Vision Exp vs Mercury 2.5
Compare context windows, live API token prices, and benchmark scores.
SIDE-BY-SIDE REVIEWDeepSeek V4 Flash Vision Exp vs GPT-6 Astra Pro
Compare context windows, live API token prices, and benchmark scores.
SIDE-BY-SIDE REVIEWDeepSeek V4 Flash Vision Exp vs GPT-6 Astra
Compare context windows, live API token prices, and benchmark scores.