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Model comparison

Agents-A1 vs Celeris-1

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
InternScience
N/A
No comparison
Celeris
N/A
0 category wins1 category wins

Evidence parity. Agents-A1 and Celeris-1 share 0 comparable benchmark results. 1 of 8 categories are comparable. 6 results are unique to Agents-A1; 1 to Celeris-1.

Updated July 24, 2026
Shared results
0
Agents-A1 only
6
Celeris-1 only
1
Comparable categories
1 / 8

Treat this as a split decision. Agents-A1 makes more sense if you need the larger 262K context window or you want the stronger reasoning-first profile; Celeris-1 is the better fit if knowledge is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Agents-A1 and Celeris-1 finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.

Agents-A1 is the reasoning model in the pair, while Celeris-1 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Agents-A1 gives you the larger context window at 262K, compared with 8K for Celeris-1.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricAgents-A1Celeris-1Comparison
Input / output priceUSD per 1M tokensAgents-A1Not availableCeleris-1$2 input / $6 outputA complete price comparison is not available.
Generation speedtokens per secondAgents-A1Not availableCeleris-1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenAgents-A1Not availableCeleris-1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensAgents-A1262KCeleris-18KAgents-A1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkAgents-A1Celeris-1Result
BrowseCompSource 75.5%Not comparable
HLE w/ toolsSource 47.6%Not comparable
VITA-BenchSource 38.8%Not comparable
Reasoning
BenchmarkAgents-A1Celeris-1Result
LongBench v2Source 60.2%Not comparable
KnowledgeCeleris-1 wins
BenchmarkAgents-A1Celeris-1Result
HLESource 47.6%Not comparable
MMLU-ProSource 75.9%Not comparable
Inst. Following
BenchmarkAgents-A1Celeris-1Result
IFEvalSource 94.8%Not comparable
Frequently Asked Questions (2)

Which is better, Agents-A1 or Celeris-1?

Agents-A1 and Celeris-1 are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.

Which is better for knowledge tasks, Agents-A1 or Celeris-1?

Celeris-1 has the edge for knowledge tasks in this comparison, averaging 75.9 versus 47.6. Agents-A1 stays close enough that the answer can still flip depending on your workload.

Related Comparisons

Last updated: July 24, 2026

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