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Gemma 4 26B A4B (free) vs Inkling (batch)

vs
Inkling (batch)

thinkingmachines

73#144
Signal-by-Signal Comparison
SignalGemma 4 26B A4B (free)DeltaInkling (batch)
Capabilities
83
+17
67
Benchmarks
72
-1
72
Pricing
100
+2
98
Context window size
86
-5
91
Recency
100
--
100
Output Capacity
75
+55
20
Overall Result
3 wins
of 6
2 wins
Gemma 4 26B A4B (free) wins 3 of 6 signals

Score History

Score History (18 data points)
Gemma 4 26B A4B (free)Inkling (batch)
Gemma 4 26B A4B (free)

73

current score

Leader

Gemma 4 26B A4B (free)

right now

Inkling (batch)

72.9

current score

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

Gemma 4 26B A4B (free)

Google

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

Inkling (batch)

thinkingmachines

Per request$0.001512
Daily$5.04
Monthly$151.25
Annual$1815.00

Gemma 4 26B A4B (free) saves you $151.25/month

That's $1815.00/year compared to Inkling (batch) at your current usage level of 100K calls/month.

100% cheaper
Choose Gemma 4 26B A4B (free) for cost optimization

Gemma 4 26B A4B (free) pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
Inkling (batch) pricing:
Input:$0.50/M tokens
Output:$2.02/M tokens
Winner
Gemma 4 26B A4B (free)

Google

73

Composite Score

Inkling (batch)

thinkingmachines

73

Composite Score

Signal-by-Signal Comparison
MetricGemma 4 26B A4B (free)Inkling (batch)Winner
Overall Score
73
73
Gemma 4 26B A4B (free)
Rank#143#144
Gemma 4 26B A4B (free)
Quality Rank#143#144
Gemma 4 26B A4B (free)
Adoption Rank#143#144
Gemma 4 26B A4B (free)
Parameters26B----
Context Window262K524K
Inkling (batch)
PricingFree$0.50/$2.02/M--
Signal Scores
Capabilities
83
67
Gemma 4 26B A4B (free)
Benchmarks
72
72
Inkling (batch)
Pricing
100
98
Gemma 4 26B A4B (free)
Context window size
86
91
Inkling (batch)
Recency
100
100
Gemma 4 26B A4B (free)
Output Capacity
75
20
Gemma 4 26B A4B (free)
Benchmark Head-to-Head(1 benchmarks)
Gemma 4: 0Inkling (batch): 1
Gemma 4
Inkling (batch)
Normalized 0-100%
Arena Elo
14381442
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.

Gemma 4 26B A4B (free)Strong Performer

Scores 73/100 (rank #143), placing it in the top 51% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Inkling (batch)Strong Performer

Scores 73/100 (rank #144), placing it in the top 51% 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 Gemma 4 26B A4B (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

Choose Inkling (batch) when you need:

  • 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
Cost-Performance Analysis
Gemma 4 26B A4B (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
Inkling (batch)
Input cost$0.50/M tokens
Output cost$2.02/M tokens
Cost per quality point$0.035
Est. monthly (1M tokens/day)$37.88

Compare the cost per quality point to find the best value for your specific workload.

Latency & Speed
Gemma 4 26B A4B (free)Faster
Speed score0/100
Inkling (batch)
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

Gemma 4 26B A4B (free)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Gemma 4 26B A4B (free) also offers lower per-token costs for high-volume support

Gemma 4 26B A4B (free)

Long document analysis

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

Inkling (batch)

Batch data extraction

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

Gemma 4 26B A4B (free)

Creative writing & content

Higher overall composite score (73/100) correlates with better nuance, coherence, and style in long-form content

Gemma 4 26B A4B (free)

Image understanding & OCR

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

Gemma 4 26B A4B (free)
Which Should You Choose?
Our recommendation:
Gemma 4 26B A4B (free)

Gemma 4 26B A4B (free) and Inkling (batch) are extremely close in overall performance (only 0.09999999999999432 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 100% 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 thinkingmachines

Consider for specialized use cases.

Capability Comparison
CapabilityGemma 4 26B A4B (free)Inkling (batch)
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)

Gemma 4 26B A4B (free)

Google

Best Value
$0.000000
estimated monthly cost

Inkling (batch)

thinkingmachines

$3.33
estimated monthly cost

Gemma 4 26B A4B (free) saves you $3.33/month

That's 100% cheaper than Inkling (batch) 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
ParameterGemma 4 26B A4B (free)Inkling (batch)
Context Window262K524K
Max Output Tokens32,768--
Open SourceYesYes
CreatedApr 3, 2026Jul 17, 2026
Last updated: 31m ago

相关对比

Gemma 4 26B A4B (free) vs Inkling (batch) (2026) | LM Market Cap