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Ling 3.0 Flash vs Laguna S 2.1 (free)

Ling 3.0 Flash

inclusionai

40#272
vs
Laguna S 2.1 (free)

poolside

40#274
Signal-by-Signal Comparison
SignalLing 3.0 FlashDeltaLaguna S 2.1 (free)
Capabilities
67
+17
50
Pricing
100
0
100
Context window size
86
--
86
Recency
100
--
100
Output Capacity
72
--
72
Overall Result
1 wins
of 5
1 wins
It's a tie - both models win 1 signals each

Score History

Score History (7 data points)
Ling 3.0 FlashLaguna S 2.1 (free)
Ling 3.0 Flash

40

current score

Leader

Tied

right now

Laguna S 2.1 (free)

40

current score

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

Ling 3.0 Flash

inclusionai

Per request$0.000053
Daily$0.18
Monthly$5.25
Annual$63.00

Laguna S 2.1 (free)

poolside

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

Laguna S 2.1 (free) saves you $5.25/month

That's $63.00/year compared to Ling 3.0 Flash at your current usage level of 100K calls/month.

100% cheaper
Choose Laguna S 2.1 (free) for cost optimization

Ling 3.0 Flash pricing:
Input:$0.02/M tokens
Output:$0.06/M tokens
Laguna S 2.1 (free) pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
Tie
Ling 3.0 Flash

inclusionai

40

Composite Score

Tie
Laguna S 2.1 (free)

poolside

40

Composite Score

Signal-by-Signal Comparison
MetricLing 3.0 FlashLaguna S 2.1 (free)Winner
Overall Score
40
40
--
Rank#272#274
Ling 3.0 Flash
Quality Rank#272#274
Ling 3.0 Flash
Adoption Rank#272#274
Ling 3.0 Flash
Parameters------
Context Window262K262K--
Pricing$0.02/$0.06/MFree--
Signal Scores
Capabilities
67
50
Ling 3.0 Flash
Pricing
100
100
Laguna S 2.1 (free)
Context window size
86
86
Ling 3.0 Flash
Recency
100
100
Ling 3.0 Flash
Output Capacity
72
72
Ling 3.0 Flash
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 FlashEntry Level

Scores 40/100 (rank #272), placing it in the top 7% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Laguna S 2.1 (free)Entry Level

Scores 40/100 (rank #274), placing it in the top 6% 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 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 Laguna S 2.1 (free) when you need:

  • High-volume production workloads where API costs must be minimized
  • 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
Input cost$0.02/M tokens
Output cost$0.06/M tokens
Cost per quality point$0.002
Est. monthly (1M tokens/day)$1.26
Laguna S 2.1 (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 FlashFaster
Speed score0/100
Laguna S 2.1 (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

Customer support chatbot

Suitable for user-facing chat with competitive response times. Laguna S 2.1 (free) also offers lower per-token costs for high-volume support

Ling 3.0 Flash

Long document analysis

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

Ling 3.0 Flash

Batch data extraction

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

Laguna S 2.1 (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
Which Should You Choose?
Our recommendation:
Ling 3.0 Flash

Ling 3.0 Flash and Laguna S 2.1 (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.

Ling 3.0 Flash
Recommended

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 poolside

  • Choose for Cost - 100% lower pricing; better value at scale
Capability Comparison
CapabilityLing 3.0 FlashLaguna S 2.1 (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

inclusionai

$0.1134
estimated monthly cost

Laguna S 2.1 (free)

poolside

Best Value
$0.000000
estimated monthly cost

Laguna S 2.1 (free) saves you $0.1134/month

That's 100% cheaper than Ling 3.0 Flash 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 FlashLaguna S 2.1 (free)
Context Window262K262K
Max Output Tokens32,76832,768
Open SourceYesYes
CreatedJul 23, 2026Jul 21, 2026
Last updated: 11m ago

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Ling 3.0 Flash vs Laguna S 2.1 (free) (2026) | LM Market Cap