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MiniMax M2-her vs Inkling Small (free)

MiniMax M2-her

MiniMax

69#168
vs
Inkling Small (free)

thinkingmachines

68#170
Signal-by-Signal Comparison
SignalMiniMax M2-herDeltaInkling Small (free)
Capabilities
17
-50
67
Benchmarks
72
+5
67
Pricing
99
-1
100
Context window size
76
-10
86
Recency
94
-6
100
Output Capacity
55
-35
90
Overall Result
1 wins
of 6
5 wins
Inkling Small (free) wins 5 of 6 signals

Score History

Score History (27 data points)
MiniMax M2-herInkling Small (free)
MiniMax M2-her

69.1

current score

Leader

MiniMax M2-her

right now

Inkling Small (free)

68.2

current score

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

MiniMax M2-her

MiniMax

Per request$0.000900
Daily$3.00
Monthly$90.00
Annual$1080.00

Inkling Small (free)

thinkingmachines

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

Inkling Small (free) saves you $90.00/month

That's $1080.00/year compared to MiniMax M2-her at your current usage level of 100K calls/month.

100% cheaper
Choose Inkling Small (free) for cost optimization

MiniMax M2-her pricing:
Input:$0.30/M tokens
Output:$1.20/M tokens
Inkling Small (free) pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
Winner
MiniMax M2-her

MiniMax

69

Composite Score

Inkling Small (free)

thinkingmachines

68

Composite Score

Signal-by-Signal Comparison
MetricMiniMax M2-herInkling Small (free)Winner
Overall Score
69
68
MiniMax M2-her
Rank#168#170
MiniMax M2-her
Quality Rank#168#170
MiniMax M2-her
Adoption Rank#168#170
MiniMax M2-her
Parameters------
Context Window66K262K
Inkling Small (free)
Pricing$0.30/$1.20/MFree--
Signal Scores
Capabilities
17
67
Inkling Small (free)
Benchmarks
72
67
MiniMax M2-her
Pricing
99
100
Inkling Small (free)
Context window size
76
86
Inkling Small (free)
Recency
94
100
Inkling Small (free)
Output Capacity
55
90
Inkling Small (free)
Benchmark Head-to-Head(3 benchmarks)
MiniMax M2-her: 0Inkling Small: 1
MiniMax M2-her
Inkling Small
Normalized 0-100%
MMLU-Pro
82%-
SWE-bench Verified
61%-
Arena Elo
13461440
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.

MiniMax M2-herCompetitive

Scores 69/100 (rank #168), placing it in the top 42% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Inkling Small (free)Competitive

Scores 68/100 (rank #170), placing it in the top 42% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 1-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 MiniMax M2-her when you need:

  • Budget-friendly applications with moderate quality requirements

Choose Inkling Small (free) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (262K token context)
  • Multimodal workflows that require image understanding
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
MiniMax M2-her
Input cost$0.30/M tokens
Output cost$1.20/M tokens
Cost per quality point$0.022
Est. monthly (1M tokens/day)$22.50
Inkling Small (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
MiniMax M2-herFaster
Speed score0/100
Inkling Small (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

MiniMax M2-her

Customer support chatbot

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

MiniMax M2-her

Long document analysis

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

Inkling Small (free)

Batch data extraction

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

Inkling Small (free)

Creative writing & content

Higher overall composite score (69/100) correlates with better nuance, coherence, and style in long-form content

MiniMax M2-her

Image understanding & OCR

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

Inkling Small (free)
Which Should You Choose?
Our recommendation:
MiniMax M2-her

MiniMax M2-her and Inkling Small (free) are extremely close in overall performance (only 0.8999999999999915 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

MiniMax M2-her
Recommended

by MiniMax

  • 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 thinkingmachines

  • Choose for Cost - 100% lower pricing; better value at scale
Capability Comparison
CapabilityMiniMax M2-herInkling Small (free)
Vision (Image Input)differs
Function Callingdiffers
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

MiniMax M2-her

MiniMax

$1.98
estimated monthly cost

Inkling Small (free)

thinkingmachines

Best Value
$0.000000
estimated monthly cost

Inkling Small (free) saves you $1.98/month

That's 100% cheaper than MiniMax M2-her 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
ParameterMiniMax M2-herInkling Small (free)
Context Window66K262K
Max Output Tokens2,048262,144
Open SourceNoYes
CreatedJan 23, 2026Jul 30, 2026
Last updated: 49m ago

相关对比

MiniMax M2-her vs Inkling Small (free) (2026) | LM Market Cap