CompareLLM
CompareLLM.ai
Live
Explore
Compare
Decide
Track
Learn
…
CompareLLM
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. GPT-5 mini vs inclusionAI: Ling-2.6-1T

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

GPT-5 mini vs inclusionAI: Ling-2.6-1T benchmark

In this head-to-head showdown, inclusionAI: Ling-2.6-1T is more budget-friendly at $0.625/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-5 mini if your priority is peak reasoning, complex code generation, and top preference Elo. Choose inclusionAI: Ling-2.6-1T if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:Share:
WhatsAppTelegramXLinkedIn
Executive Verdict Summary

inclusionAI: Ling-2.6-1T holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
GPT-5 miniTop code solve rate
ReasoningGPQA / Live
GPT-5 miniTop logical accuracy
Best Value$/1M Tok
inclusionAI: Ling-2.6-1TLowest API billing cost
Speed / TokTok/Sec
GPT-5 miniFastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GPT-5 mini (1)inclusionAI: Ling-2.6-1T (2)
GPT-5 mini
1 of 3 Wins
✓Context window
inclusionAI: Ling-2.6-1T
2 of 3 Wins
✓Input price✓Output price
OpenAI
Leads 1 of 3
GPT-5 mini

Cost-efficient GPT-5 distill for high-volume agents.

Mini DistillElo 1,410In: $0.25 · Out: $2/1M
inclusionai
Leads 2 of 3
inclusionAI: Ling-2.6-1T

Auto-discovered from OpenRouter (inclusionai/ling-2.6-1t). Preview until a second source matches.

In: $0.075 · Out: $0.625/1M

GPT-5 Series Lineage & Sibling Variants

2 models

Currently comparing GPT-5 mini vs inclusionAI: Ling-2.6-1T. Alternative family tiers available.

Active: GPT-5 mini
GPT-5$10
Top Rival Showdowns for GPT-5 mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderinclusionAI: Ling-2.6-1T Wins

inclusionAI: Ling-2.6-1T

$0.625 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GPT-5 mini (8)vsinclusionAI: Ling-2.6-1T (2)
GPT-5 mini: 8W (80%)Overall: GPT-5 miniinclusionAI: Ling-2.6-1T: 2W (20%)
← GPT-5 miniinclusionAI: Ling-2.6-1T →
🏆GPT-5 mini Leads(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
GPT-5 minivsinclusionAI: Ling-2.6-1T
Preference Elo
1,410vs—
Coding Elo
1,395vs—
SWE-bench
52.4%vs—
LiveBench
61.2%vs—
GPQA Diamond
72%vs—
GPT-5 mini: 5WinclusionAI: Ling-2.6-1T: 0W
🏆GPT-5 mini Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5 minivsinclusionAI: Ling-2.6-1T
Output speed
155 tok/svs—
Time to first token
140 msvs—
GPT-5 mini: 2WinclusionAI: Ling-2.6-1T: 0W
🏆inclusionAI: Ling-2.6-1T Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5 minivsinclusionAI: Ling-2.6-1T
Output price
$2/1Mvs$0.625/1M+$1.375/1M
Input price
$0.25/1Mvs$0.075/1M+$0.175/1M
Context window
400kvs262k+138k
GPT-5 mini: 1WinclusionAI: Ling-2.6-1T: 2W

Side-by-Side Benchmark Matrix

GPT-5 miniinclusionAI: Ling-2.6-1T
Preference Elo
GPT-5 mini1,410
inclusionAI: Ling-2.6-1T—
Coding Elo
GPT-5 mini1,395
inclusionAI: Ling-2.6-1T—
LiveBench
GPT-5 mini61.2%
inclusionAI: Ling-2.6-1T—
SWE-bench
GPT-5 mini52.4%
inclusionAI: Ling-2.6-1T—
GPQA Diamond
GPT-5 mini72%
inclusionAI: Ling-2.6-1T—
Time to first token
GPT-5 mini140 ms
inclusionAI: Ling-2.6-1T—
Output speed
GPT-5 mini155 tok/s
inclusionAI: Ling-2.6-1T—
Input priceinclusionAI: Ling-2.6-1T +$0.175/1M
GPT-5 mini$0.25/1M
inclusionAI: Ling-2.6-1T$0.075/1M
Output priceinclusionAI: Ling-2.6-1T +$1.375/1M
GPT-5 mini$2/1M
inclusionAI: Ling-2.6-1T$0.625/1M
Context windowGPT-5 mini +138k
GPT-5 mini400k
inclusionAI: Ling-2.6-1T262k
BenchmarkGPT-5 miniinclusionAI: Ling-2.6-1TAdvantage Delta
Preference Elo
1,410
lmarena · Aug 17, 2026
——
Coding Elo
1,395
lmarena · Aug 17, 2026
——
LiveBench
61.2%
livebench · Aug 17, 2026
——
SWE-bench
52.4%
swebench · Aug 17, 2026
——
GPQA Diamond
72%
seed-bootstrap · Aug 1, 2026
——
Time to first token
140 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
155 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$0.25/1M
openrouter · Aug 17, 2026
$0.075/1M
openrouter · Aug 17, 2026
+$0.175/1M
Output price
$2/1M
openrouter · Aug 17, 2026
$0.625/1M
openrouter · Aug 17, 2026
+$1.375/1M
Context window
400k
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+138k

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save 69% with inclusionAI: Ling-2.6-1T
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5 mini$38.75 / mo
In: $8.75Out: $30
inclusionAI: Ling-2.6-1T$12.00 / mo
In: $2.63Out: $9.38
Estimated Cost Delta

inclusionAI: Ling-2.6-1T is estimated to save $26.75/month ($321/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    inclusionAI: Ling-2.6-1T:Pick inclusionAI: Ling-2.6-1T when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatinclusionAI: Ling-2.6-1T

Lower output list price ($0.625/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGGPT-5 mini

Larger window (400k).

Screenshots / visionGPT-5 mini

GPT-5 mini is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatinclusionAI: Ling-2.6-1TLower output list price ($0.625/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGGPT-5 miniLarger window (400k).
Screenshots / visionGPT-5 miniGPT-5 mini is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 8, 2025

GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/gpt-5-mini-vs-ling-2-6-1t/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5 mini

Elo 1,410
SWE-bench52.4%
Speed (tok/s)155 tok/s
Input / 1M Tokens$0.25/1M
Output / 1M Tokens$2/1M
inclusionai

inclusionAI: Ling-2.6-1T

Elo n/a
SWE-bench—
Speed (tok/s)262k
Input / 1M Tokens$0.075/1M
Output / 1M Tokens$0.625/1M

Frequently Asked Questions

Which is better overall, GPT-5 mini or inclusionAI: Ling-2.6-1T?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, GPT-5 mini or inclusionAI: Ling-2.6-1T?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
inclusionAI: Ling-2.6-1T output tokens are $0.625/1M versus $2/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5 mini or inclusionAI: Ling-2.6-1T?
We do not have TTFT for both models.
Which has the larger context window?
GPT-5 mini accepts 400k tokens versus 262k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. GPT-5 mini and inclusionAI: Ling-2.6-1T Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 8, 2025

    GPT-5 mini: the 2025 distill still useful as a cheap OpenAI baseline

Similar Head-to-Head Comparisons

All GPT-5 mini matchups →|All inclusionAI: Ling-2.6-1T matchups →
GPT-5 mini vs OpenAI: o3 Mini (previous gpt-mini)GPT-5 mini vs GPT-5.6 Luna (next gpt-mini)GPT-4.5 Orion vs GPT-5 miniGPT-5.6 Terra vs GPT-5 miniGPT-5 vs GPT-5 miniGPT-5.6 Sol vs GPT-5 mini