Skip to content

Ling 3.0 Flash VL vs Ling 3.0 Flash VL (free)

Ling 3.0 Flash VL

inclusionai

40#246
vs
Ling 3.0 Flash VL (free)

inclusionai

40#247
Signal-by-Signal Comparison
SignalLing 3.0 Flash VLDeltaLing 3.0 Flash VL (free)
Capabilities
83
+17
67
Pricing
100
0
100
Context window size
81
-5
86
Recency
100
--
100
Output Capacity
72
--
72
Overall Result
1 wins
of 5
2 wins
Ling 3.0 Flash VL (free) wins 2 of 5 signals

Score History Unavailable

Not enough historical data to show a comparison chart. Score history is recorded weekly and will be available after at least two data points are collected.

40

Ling 3.0 Flash VL

vs

40

Ling 3.0 Flash VL (free)

Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Ling 3.0 Flash VL

inclusionai

Per request$0.000150
Daily$0.50
Monthly$15.00
Annual$180.00

Ling 3.0 Flash VL (free)

inclusionai

Best Value
Per request$0.000000
Daily$0.00
Monthly$0.00
Annual$0.00

Ling 3.0 Flash VL (free) saves you $15.00/month

That's $180.00/year compared to Ling 3.0 Flash VL at your current usage level of 100K calls/month.

100% cheaper
Choose Ling 3.0 Flash VL (free) for cost optimization

Ling 3.0 Flash VL pricing:
Input:$0.06/M tokens
Output:$0.18/M tokens
Ling 3.0 Flash VL (free) pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
Tie
Ling 3.0 Flash VL

inclusionai

40

Composite Score

Tie
Ling 3.0 Flash VL (free)

inclusionai

40

Composite Score

Signal-by-Signal Comparison
MetricLing 3.0 Flash VLLing 3.0 Flash VL (free)Winner
Overall Score
40
40
--
Rank#246#247
Ling 3.0 Flash VL
Quality Rank#246#247
Ling 3.0 Flash VL
Adoption Rank#246#247
Ling 3.0 Flash VL
Parameters------
Context Window131K262K
Ling 3.0 Flash VL (free)
Pricing$0.06/$0.18/MFree--
Signal Scores
Capabilities
83
67
Ling 3.0 Flash VL
Pricing
100
100
Ling 3.0 Flash VL (free)
Context window size
81
86
Ling 3.0 Flash VL (free)
Recency
100
100
Ling 3.0 Flash VL
Output Capacity
72
72
Ling 3.0 Flash VL
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Ling 3.0 Flash VLEntry Level

Scores 40/100 (rank #246), placing it in the top 16% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Ling 3.0 Flash VL (free)Entry Level

Scores 40/100 (rank #247), placing it in the top 15% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Ling 3.0 Flash VL when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose Ling 3.0 Flash VL (free) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (262K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Ling 3.0 Flash VL
Input cost$0.06/M tokens
Output cost$0.18/M tokens
Cost per quality point$0.006
Est. monthly (1M tokens/day)$3.60
Ling 3.0 Flash VL (free)
Input cost$0.00/M tokens
Output cost$0.00/M tokens
Cost per quality point$0.000
Est. monthly (1M tokens/day)$0.00

Both models are priced similarly, so the decision comes down to quality and features rather than cost.

Latency & Speed
Ling 3.0 Flash VLFaster
Speed score0/100
Ling 3.0 Flash VL (free)
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Ling 3.0 Flash VL

Customer support chatbot

Suitable for user-facing chat with competitive response times. Ling 3.0 Flash VL (free) also offers lower per-token costs for high-volume support

Ling 3.0 Flash VL

Long document analysis

Larger context window (262K tokens) can process longer documents, contracts, and research papers in a single pass

Ling 3.0 Flash VL (free)

Batch data extraction

Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily

Ling 3.0 Flash VL (free)

Creative writing & content

Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content

Ling 3.0 Flash VL

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Ling 3.0 Flash VL
Which Should You Choose?
Our recommendation:
Ling 3.0 Flash VL

Ling 3.0 Flash VL and Ling 3.0 Flash VL (free) are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by inclusionai

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by inclusionai

  • Choose for Cost - 100% lower pricing; better value at scale
Capability Comparison
CapabilityLing 3.0 Flash VLLing 3.0 Flash VL (free)
Vision (Image Input)
Function Calling
Streaming
JSON Modediffers
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Ling 3.0 Flash VL

inclusionai

$0.3240
estimated monthly cost

Ling 3.0 Flash VL (free)

inclusionai

Best Value
$0.000000
estimated monthly cost

Ling 3.0 Flash VL (free) saves you $0.3240/month

That's 100% cheaper than Ling 3.0 Flash VL at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterLing 3.0 Flash VLLing 3.0 Flash VL (free)
Context Window131K262K
Max Output Tokens32,76832,768
Open SourceYesYes
CreatedSep 10, 2026Sep 10, 2026
Last updated: 56m ago

Related comparisons

Ling 3.0 Flash VL vs Ling 3.0 Flash VL (free) (2026) | LM Market Cap