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Inkling Small vs GLM 5V Turbo

Inkling Small

thinkingmachines

72#145
vs
GLM 5V Turbo

Zhipu AI

72#146
Signal-by-Signal Comparison
SignalInkling SmallDeltaGLM 5V Turbo
Capabilities
83
--
83
Benchmarks
71
0
71
Pricing
99
+3
96
Context window size
91
+7
84
Recency
100
--
100
Output Capacity
90
+5
85
Overall Result
3 wins
of 6
1 wins
Inkling Small wins 3 of 6 signals

Score History

Score History (17 data points)
Inkling SmallGLM 5V Turbo
Inkling Small

72.4

current score

Leader

Inkling Small

right now

GLM 5V Turbo

72.3

current score

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

Inkling Small

thinkingmachines

Best Value
Per request$0.001050
Daily$3.50
Monthly$105.00
Annual$1260.00

GLM 5V Turbo

Zhipu AI

Per request$0.003200
Daily$10.67
Monthly$320.00
Annual$3840.00

Inkling Small saves you $215.00/month

That's $2580.00/year compared to GLM 5V Turbo at your current usage level of 100K calls/month.

67% cheaper
Choose Inkling Small for cost optimization

Inkling Small pricing:
Input:$0.45/M tokens
Output:$1.20/M tokens
GLM 5V Turbo pricing:
Input:$1.20/M tokens
Output:$4.00/M tokens
Winner
Inkling Small

thinkingmachines

72

Composite Score

GLM 5V Turbo

Zhipu AI

72

Composite Score

Signal-by-Signal Comparison
MetricInkling SmallGLM 5V TurboWinner
Overall Score
72
72
Inkling Small
Rank#145#146
Inkling Small
Quality Rank#145#146
Inkling Small
Adoption Rank#145#146
Inkling Small
Parameters------
Context Window524K203K
Inkling Small
Pricing$0.45/$1.20/M$1.20/$4.00/M--
Signal Scores
Capabilities
83
83
Inkling Small
Benchmarks
71
71
GLM 5V Turbo
Pricing
99
96
Inkling Small
Context window size
91
84
Inkling Small
Recency
100
100
Inkling Small
Output Capacity
90
85
Inkling Small
Benchmark Head-to-Head(1 benchmarks)
Inkling Small: 0GLM 5V: 1
Inkling Small
GLM 5V
Normalized 0-100%
Arena Elo
14311433
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.

Inkling SmallStrong Performer

Scores 72/100 (rank #145), placing it in the top 50% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GLM 5V TurboStrong Performer

Scores 72/100 (rank #146), placing it in the top 50% 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 Inkling Small when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (524K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose GLM 5V Turbo when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Inkling SmallBest Value
Input cost$0.45/M tokens
Output cost$1.20/M tokens
Cost per quality point$0.023
Est. monthly (1M tokens/day)$24.75
GLM 5V Turbo
Input cost$1.20/M tokens
Output cost$4.00/M tokens
Cost per quality point$0.072
Est. monthly (1M tokens/day)$78.00

Inkling Small offers 68% better value per quality point. At 1M tokens/day, you'd spend $24.75/month with Inkling Small vs $78.00/month with GLM 5V Turbo - a $53.25 monthly difference.

Latency & Speed
Inkling SmallFaster
Speed score0/100
GLM 5V Turbo
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

Inkling Small

Customer support chatbot

Suitable for user-facing chat with competitive response times. Inkling Small also offers lower per-token costs for high-volume support

Inkling Small

Long document analysis

Larger context window (524K tokens) can process longer documents, contracts, and research papers in a single pass

Inkling Small

Batch data extraction

Lower output pricing ($1.20/M) reduces costs when processing thousands of records daily

Inkling Small

Creative writing & content

Higher overall composite score (72/100) correlates with better nuance, coherence, and style in long-form content

Inkling Small

Image understanding & OCR

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

Inkling Small
Which Should You Choose?
Our recommendation:
Inkling Small

Inkling Small and GLM 5V Turbo are extremely close in overall performance (only 0.10000000000000853 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

Inkling Small
Recommended

by thinkingmachines

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 68% lower pricing; better value at scale
  • 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 Zhipu AI

Consider for specialized use cases.

Capability Comparison
CapabilityInkling SmallGLM 5V Turbo
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Inkling Small

thinkingmachines

Best Value
$2.25
estimated monthly cost

GLM 5V Turbo

Zhipu AI

$6.96
estimated monthly cost

Inkling Small saves you $4.71/month

That's 68% cheaper than GLM 5V Turbo 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
ParameterInkling SmallGLM 5V Turbo
Context Window524K203K
Max Output Tokens262,144131,072
Open SourceYesNo
CreatedJul 30, 2026Apr 1, 2026
Last updated: 11m ago

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Inkling Small vs GLM 5V Turbo (2026) | LM Market Cap