GPT-5.6 Terra vs GLM 5.1

GLM 5.1 is the cheaper of the two, though not evenly: its output costs 63% less than GPT-5.6 Terra's, $4.40 per 1M against $12.00, while its input is only 30% cheaper, $1.40 against $2.00. Caching narrows the gap: over a thousand agent loops, where most of each prompt comes from cache, that is $273.60 against $368.00.

What the extra 109% buys is 16 points of overall intelligence (Intelligence Index): 42.1 (max) against 26.1 (Reasoning). GLM 5.1 is the one to pick unless you need GPT-5.6 Terra's lead on overall intelligence.

Standard pay-as-you-go prices, as of 30 Jul 2026. Last updated 27 Sep 2026.

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Cheaper overall

GLM 5.1

52% lower blended rate

Higher benchmark scores

GPT-5.6 Terra

leads on 11 of 14 figures

Bigger context window

GPT-5.6 Terra

1,050,000 vs 200,000 tokens

Cheaper cached input

GPT-5.6 Terra

$0.20 vs $0.26, 23% less

Where each one wins

GPT-5.6 Terra

  • Cheaper cached input $0.20 vs $0.26, 23% less
  • Larger context window 1,050,000 tokens
  • Higher overall intelligence (Intelligence Index) 42.1 vs 26.1
  • Higher coding ability (Coding Index) 76.7 vs 55.8
  • Higher multi-step tool use (Agentic Index) 43.2 vs 23.9
  • Ahead on 8 more benchmark figures
  • Offers Batch, Flex and Priority pricing not listed for GLM 5.1

GLM 5.1

  • Cheaper input tokens $1.40 vs $2.00, 30% less
  • Cheaper output tokens $4.40 vs $12.00, 63% less
  • Cheaper on all four workloads
  • Higher instruction following (IFBench) 76.3 vs 71.2
  • Higher support-agent performance (ฯ„ยฒ-Bench Telecom) 97.7 vs 86.3
  • Higher answer reliability (Omniscience Non-Hallucination) 70.1 vs 12.1

What four workloads cost

One run, and the same run a thousand times.

GLM 5.1 is cheaper on all four workloads, by much the same margin each time โ€” about 1.8 times, from $0.0036 against $0.0080 on a chat turn to $0.2736 against $0.3680 on a long document.

Workload GPT-5.6 Terra GLM 5.1 ร—1,000 Difference
Chat turn 1,000 in / 500 out $0.0080 $0.0036 $8.00 / $3.60 GLM 5.1 is 55% cheaper
RAG answer 10,000 in / 800 out $0.0296 $0.0175 $29.60 / $17.52 GLM 5.1 is 41% cheaper
Agent loop 32,000 in / 700 out ร— 20 calls $0.3680 $0.2736 $368.00 / $273.60 GLM 5.1 is 26% cheaper
Long document 400,000 in / 3,000 out GLM 5.1's context window holds 200,000 tokens, so a 400,000-token prompt does not fit.

Price your own token counts for these two โ†’

Price per 1M tokens

Above 272,000 input tokens the rates change, and the new rate applies to the whole request, not just the tokens past that point: GPT-5.6 Terra's input goes from $2.00 to $4.00. It does not change which of the two is cheaper.

Context band Price GPT-5.6 Terra GLM 5.1 Difference
Prompts up to 272,000 tokens Input $2.00 $1.40 GLM 5.1 is 30% cheaper
Prompts up to 272,000 tokens Cached input $0.20 $0.26 GPT-5.6 Terra is 23% cheaper
Prompts up to 272,000 tokens Output $12.00 $4.40 GLM 5.1 is 63% cheaper
Prompts over 272,000 tokens Input $4.00 $1.40 GLM 5.1 is 65% cheaper
Prompts over 272,000 tokens Cached input $0.40 $0.26 GLM 5.1 is 35% cheaper
Prompts over 272,000 tokens Output $18.00 $4.40 GLM 5.1 is 76% cheaper

Blended: GPT-5.6 Terra $4.50, GLM 5.1 $2.15 per 1M โ€” one rate at 3:1 input to output, for comparing two models at a glance.

GPT-5.6 Terra priced by OpenAI, GLM 5.1 by Z.ai. Standard tier, pay-as-you-go.

Other pricing tiers

Only GPT-5.6 Terra lists Batch, Flex and Priority, at up to 50% off its own standard rate; GLM 5.1 offers none of them.

Every tier either model sells is here, so this is the whole price sheet. A saving is measured against that model's own standard rate โ€” how we read tiers.

Tier GPT-5.6 Terra GLM 5.1 Cheaper
Batch only on GPT-5.6 Terra $1.00 in / $6.00 out 50% off Standard Not offered —
Flex only on GPT-5.6 Terra $1.00 in / $6.00 out 50% off Standard Not offered —
Priority only on GPT-5.6 Terra $4.00 in / $24.00 out Not offered —

Benchmarks

They share 14 figures: GPT-5.6 Terra leads on 11, GLM 5.1 on 3. The widest gap is 58 points, on answer reliability (Omniscience Non-Hallucination).

Overall intelligence

Intelligence Index โ€” Overall intelligence across reasoning, knowledge & math evals

GPT-5.6 Terra 42.1
GLM 5.1 26.1

GPT-5.6 Terra ahead by 16

Coding ability

Coding Index โ€” Coding ability across software-engineering evals

GPT-5.6 Terra 76.7
GLM 5.1 55.8

GPT-5.6 Terra ahead by 20.9

Multi-step tool use

Agentic Index โ€” Tool use & multi-step agent task performance

GPT-5.6 Terra 43.2
GLM 5.1 23.9

GPT-5.6 Terra ahead by 19.3

Graduate-level science

GPQA Diamond โ€” Graduate-level questions in biology, chemistry & physics

GPT-5.6 Terra 92.5
GLM 5.1 86.8

GPT-5.6 Terra ahead by 5.7

Expert-exam performance

Humanity's Last Exam โ€” Expert-level questions across many academic domains

GPT-5.6 Terra 42.9
GLM 5.1 30.1

GPT-5.6 Terra ahead by 12.8

Instruction following

IFBench โ€” Precise following of detailed instructions

GPT-5.6 Terra 71.2
GLM 5.1 76.3

GLM 5.1 ahead by 5.1

Support-agent performance

ฯ„ยฒ-Bench Telecom โ€” Tool-using agent tasks in a telecom support setting

GPT-5.6 Terra 86.3
GLM 5.1 97.7

GLM 5.1 ahead by 11.4

Long-context reasoning

AA-LCR โ€” Long-context reasoning across large inputs

GPT-5.6 Terra 83
GLM 5.1 73.7

GPT-5.6 Terra ahead by 9.3

Scientific coding

SciCode โ€” Research-level scientific coding tasks

GPT-5.6 Terra 55
GLM 5.1 44.8

GPT-5.6 Terra ahead by 10.2

Command-line work

Terminal-Bench Hard โ€” Complex command-line and terminal workflows

GPT-5.6 Terra 62.9
GLM 5.1 43.2

GPT-5.6 Terra ahead by 19.7

Physics research reasoning

CritPt โ€” Unpublished physics research reasoning problems

GPT-5.6 Terra 30
GLM 5.1 4.6

GPT-5.6 Terra ahead by 25.4

Real-world task performance

GDPval โ€” Economically valuable, real-world knowledge work

GPT-5.6 Terra 46.6
GLM 5.1 30.2

GPT-5.6 Terra ahead by 16.4

Factual accuracy

Omniscience Accuracy โ€” Breadth of factual knowledge across domains

GPT-5.6 Terra 46.8
GLM 5.1 25.2

GPT-5.6 Terra ahead by 21.6

Answer reliability

Omniscience Non-Hallucination โ€” How reliably the model avoids fabricated answers

GPT-5.6 Terra 12.1
GLM 5.1 70.1

GLM 5.1 ahead by 58

Each figure is that model's best published run, with the effort level named beside it โ€” where these scores come from.

Specifications

GPT-5.6 Terra holds 850,000 more input tokens in one request. GPT-5.6 Terra also takes file and image. Only GPT-5.6 Terra lists code execution; only GLM 5.1 lists open weights.

Specification GPT-5.6 Terra GLM 5.1
Context window 1,050,000 tokens 200,000 tokens
Max output 128,000 tokens 128,000 tokens
Takes in Text, image, file Text
Puts out Text Text
Knowledge cutoff 16 Feb 2026 โ€”
Released 9 Jul 2026 7 Apr 2026
Status Active Active
Sold by OpenAI, Perplexity Z.ai
Tool use Yes Yes
Structured outputs Yes Yes
Web search Not listed Not listed
Prompt caching Yes Yes
Code execution Yes Not listed
Computer use Not listed Not listed
Open weights Not listed Yes
Reasoning Yes Yes

FAQs

Is GPT-5.6 Terra cheaper than GLM 5.1?
No โ€” the other way round. A 1,000-token prompt with a 500-token reply costs $0.0080 on GPT-5.6 Terra and $0.0036 on GLM 5.1, and the same model is cheaper on every workload on this page.
How much do GPT-5.6 Terra and GLM 5.1 cost per 1M tokens?
GPT-5.6 Terra costs $2.00 for input and $12.00 for output. GLM 5.1 costs $1.40 and $4.40. Standard pay-as-you-go rates, as of 30 Jul 2026.
Which is better, GPT-5.6 Terra or GLM 5.1?
On published benchmarks, GPT-5.6 Terra. It leads on 11 of the 14 figures both models report, including overall intelligence (Intelligence Index), where it scores 42.1 against 26.1.
Does GPT-5.6 Terra or GLM 5.1 offer batch pricing?
GPT-5.6 Terra only. Its batch input costs $1.00, 50% off its standard rate, and GLM 5.1 lists no batch tier at all.
Does GPT-5.6 Terra or GLM 5.1 have a bigger context window?
GPT-5.6 Terra, at 1,050,000 tokens against 200,000. That is 850,000 more input tokens in a single request.

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