BenchLeader

Agnes 2.5 Pro Beta

Agnes 2.5 Pro Beta is a Sapiens AI proprietary reasoning model, released 26 Aug 2026. Its best configuration ranks #138 of 785 on the BenchLeader Index at 59.1 ±3.6, in the upper half. The ± is the point: 221 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in composite (69) and lowest in knowledge (57). At $0.150 per million tokens blended it is among the cheapest fifth of ranked models. Output speed of 113 tokens per second puts it faster than most, with a first answer in 19.1 s. Last measured 26 Aug 2026.

Blended price
$0.150/M
$0.100 in · $0.300 out
Output speed
113 tok/s
measured by Artificial Analysis
First answer
19 s
Context
1M
Full answer
24 s
median, reasoning included
Cost per run
–
Released
26 Aug 2026
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index59
  2. Reasoning67
  3. Agents & tools65
  4. Knowledge57
  5. Multimodal58
  6. Long context67
  7. Composite69

How its index has moved

19 Sept 2026 to 20 Oct 2026
566064

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmarknot statedSourceTrend
GPQA Diamond (AA)not in index90.5%#59Artificial Analysis
Humanity's Last Exam (AA)not in index37.5%#103Artificial Analysis
CritPt15.7%#88Artificial Analysis

Coding

Benchmarknot statedSourceTrend
SciCode (AA)not in index48.8%#122Artificial Analysis
Terminal-Bench 2.1 (AA)not in index69.7%#73Artificial Analysis

Agents & tools

Benchmarknot statedSourceTrend
GDPval-AA v2.1not in index41.5%#59Artificial Analysis
τ³-Banking (AA)35.7%#45Artificial Analysis

Knowledge

Multimodal

Benchmarknot statedSourceTrend
MMMU-Pro75.4%#99Artificial Analysis

Long context

Benchmarknot statedSourceTrend
AA-LCR83.0%#26Artificial Analysis

Composite

Benchmarknot statedSourceTrend
AA Intelligence Index v4.3.235.2#88Artificial Analysis

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0001–21.7 s
Summarize a 30-page report12,000 / 600$0.0014–24.4 s
Code edit6,000 / 1,500$0.0011–32.4 s
Agentic coding session60,000 / 4,000$0.0072–54.5 s
Structured extraction2,000 / 200$0.0003–20.9 s

New this month

See also

Questions people ask

What are Agnes 2.5 Pro Beta's benchmark scores?
As of 25 Oct 2026, Agnes 2.5 Pro Beta scores 59.1 ±3.6 on the BenchLeader Index, strongest in composite (69) and weakest in knowledge (57). That rests on 6 independent benchmark results, and every score on this page links to its publisher.
How does Agnes 2.5 Pro Beta rank?
Agnes 2.5 Pro Beta is #138 of 785 ranked configurations on 25 Oct 2026. 221 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.
How much does Agnes 2.5 Pro Beta cost per 1M tokens?
As of 25 Oct 2026, Agnes 2.5 Pro Beta costs $0.100 per 1M input tokens and $0.300 per 1M output tokens, $0.150 blended (three input tokens per output token).
When was Agnes 2.5 Pro Beta released?
Sapiens AI released Agnes 2.5 Pro Beta on 26 Aug 2026.

Data as of 25 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Agnes 2.5 Pro Beta: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/agnes-2-5-pro.