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GPT-5.6 Terra Pro vs Ling-2.6-1T

vs
Ling-2.6-1T

inclusionai

40#276
Signal-by-Signal Comparison
SignalGPT-5.6 Terra ProDeltaLing-2.6-1T
Capabilities
100
+50
50
Benchmarks
88
+88
0
Pricing
94
-5
99
Context window size
96
+10
86
Recency
100
--
100
Output Capacity
85
+10
75
Overall Result
4 wins
of 6
1 wins
GPT-5.6 Terra Pro wins 4 of 6 signals

Score History

Score History (14 data points)
GPT-5.6 Terra ProLing-2.6-1T
GPT-5.6 Terra Pro

89

current score

Leader

GPT-5.6 Terra Pro

right now

Ling-2.6-1T

40

current score

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

GPT-5.6 Terra Pro

OpenAI

Per request$0.004000
Daily$13.33
Monthly$400.00
Annual$4800.00

Ling-2.6-1T

inclusionai

Best Value
Per request$0.000387
Daily$1.29
Monthly$38.75
Annual$465.00

Ling-2.6-1T saves you $361.25/month

That's $4335.00/year compared to GPT-5.6 Terra Pro at your current usage level of 100K calls/month.

90% cheaper
Choose Ling-2.6-1T for cost optimization

GPT-5.6 Terra Pro pricing:
Input:$1.00/M tokens
Output:$6.00/M tokens
Ling-2.6-1T pricing:
Input:$0.07/M tokens
Output:$0.63/M tokens
Winner
GPT-5.6 Terra Pro

OpenAI

89

Composite Score

Ling-2.6-1T

inclusionai

40

Composite Score

Signal-by-Signal Comparison
MetricGPT-5.6 Terra ProLing-2.6-1TWinner
Overall Score
89
40
GPT-5.6 Terra Pro
Rank#36#276
GPT-5.6 Terra Pro
Quality Rank#36#276
GPT-5.6 Terra Pro
Adoption Rank#36#276
GPT-5.6 Terra Pro
Parameters------
Context Window1050K262K
GPT-5.6 Terra Pro
Pricing$1.00/$6.00/M$0.07/$0.63/M--
Signal Scores
Capabilities
100
50
GPT-5.6 Terra Pro
Benchmarks
88
--
GPT-5.6 Terra Pro
Pricing
94
99
Ling-2.6-1T
Context window size
96
86
GPT-5.6 Terra Pro
Recency
100
100
GPT-5.6 Terra Pro
Output Capacity
85
75
GPT-5.6 Terra Pro
Benchmark Head-to-Head(11 benchmarks)
GPT-5.6 Terra: 0Ling-2.6-1T: 0
GPT-5.6 Terra
Ling-2.6-1T
Normalized 0-100%
MMLU
93%-
MMLU-Pro
84.5%-
GPQA Diamond
85%-
MATH-500
92.5%-
HumanEval
96.5%-
SWE-bench Verified
75%-
IFEval
92%-
BBH
90.5%-
Arena Elo
1465-
LiveBench
76%-
HLE
35%-
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.

GPT-5.6 Terra ProElite Tier

Scores 89/100 (rank #36), placing it in the top 88% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Ling-2.6-1TEntry Level

Scores 40/100 (rank #276), placing it in the top 5% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.6 Terra Pro has a 49-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-5.6 Terra Pro when you need:

  • Processing long documents or large codebases (1050K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Ling-2.6-1T when you need:

  • High-volume production workloads where API costs must be minimized
Cost-Performance Analysis
GPT-5.6 Terra Pro
Input cost$1.00/M tokens
Output cost$6.00/M tokens
Cost per quality point$0.079
Est. monthly (1M tokens/day)$105.00
Ling-2.6-1TBest Value
Input cost$0.07/M tokens
Output cost$0.63/M tokens
Cost per quality point$0.017
Est. monthly (1M tokens/day)$10.50

Ling-2.6-1T offers 90% better value per quality point. At 1M tokens/day, you'd spend $10.50/month with Ling-2.6-1T vs $105.00/month with GPT-5.6 Terra Pro - a $94.50 monthly difference.

Latency & Speed
GPT-5.6 Terra ProFaster
Speed score0/100
Ling-2.6-1T
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

GPT-5.6 Terra Pro

Customer support chatbot

Suitable for user-facing chat with competitive response times. Ling-2.6-1T also offers lower per-token costs for high-volume support

GPT-5.6 Terra Pro

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.6 Terra Pro

Batch data extraction

Lower output pricing ($0.63/M) reduces costs when processing thousands of records daily

Ling-2.6-1T

Creative writing & content

Higher overall composite score (89/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.6 Terra Pro

Image understanding & OCR

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

GPT-5.6 Terra Pro
Which Should You Choose?
Our recommendation:
GPT-5.6 Terra Pro

GPT-5.6 Terra Pro clearly outperforms Ling-2.6-1T with a significant 49-point lead. For most general use cases, GPT-5.6 Terra Pro is the stronger choice. However, Ling-2.6-1T may still excel in niche scenarios.

by OpenAI

  • 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 - 90% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-5.6 Terra ProLing-2.6-1T
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-5.6 Terra Pro

OpenAI

$9.00
estimated monthly cost

Ling-2.6-1T

inclusionai

Best Value
$0.8850
estimated monthly cost

Ling-2.6-1T saves you $8.12/month

That's 90% cheaper than GPT-5.6 Terra Pro 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
ParameterGPT-5.6 Terra ProLing-2.6-1T
Context Window1.1M262K
Max Output Tokens128,00032,768
Open SourceNoNo
CreatedJul 9, 2026Apr 23, 2026
Last updated: 37m ago

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GPT-5.6 Terra Pro vs Ling-2.6-1T (2026) | LM Market Cap