Model comparison

Claude Haiku 4.5 vs gpt-oss-120b

Compare published specifications, vendor API list prices and measured Borg performance. Both models are included in Borg.

Claude Haiku 4.5

200,000 tokensContext window
889 msMedian time to first token (gateway proxy)
64.9Output tokens per second (whole turn)
—Request success
$1 / $5Vendor API price in / out · per 1M

gpt-oss-120b

131,072 tokensContext window
6121 msMedian time to first token (gateway proxy)
46.8Output tokens per second (whole turn)
100%Request success
—Vendor API price in / out · per 1M

Included in Borg

At a glance

SpecificationClaude Haiku 4.5gpt-oss-120b
ProviderAnthropicOpenAI
Release2025-10-15 Vendor source2025-08-05 Vendor source
Context200,000 tokens Vendor source131,072 tokens Vendor source
ModalitiesInput: text, image; output: textInput: text; output: text
Reasoning / thinking modesYes / Not publishedYes / Not published
Open weightsNoYes
Vendor API list price / 1M tokens$1 input / $5 output—
BorgIncluded in Borg subscriptionIncluded in Borg subscription

Not published by the vendor: vendor api list price / 1m tokens.

Measured on Borg

Metrics are not directly comparable to vendor benchmark claims. Models served different requests; this is observed gateway traffic, not a controlled head-to-head test.

Time to first token (gateway proxy)

Output tokens per second (whole turn)

MetricClaude Haiku 4.5gpt-oss-120b
Time to first token (gateway proxy) p50889 ms (6197 samples)6121 ms (15830 samples)
Tokens per second (end to end) p5064.9 output tokens per second (226302 samples)46.8 output tokens per second (92214 samples)
Request success rateNot published100% (21212 samples)
Coding bench pass rateNot publishedNot published
Measurement window, samples and methodology

The fleet reference is the median of published model medians, not a request-weighted result. Prompt lengths, reasoning settings and traffic differ between models.

Claude Haiku 4.5: Measured on Borg: SearchAtlas AI Gateway production request logs. 30-day window ending 2026-10-08; 289125 requests. Minimum 100 samples per published request metric.

gpt-oss-120b: Measured on Borg: SearchAtlas AI Gateway production request logs. 30-day window ending 2026-10-08; 93142 requests. Minimum 100 samples per published request metric.

Completion speed covers the whole turn including queueing and reasoning time; it is not a streaming tokens-per-second figure.

  • Time to first token (gateway proxy): time until the first streamed response event reaches the gateway; our closest available measure of time to first token
  • Tokens per second (end to end): tokens per second, end to end: provider-reported output tokens divided by the whole turn's elapsed time, including queueing and reasoning; not a streaming per-token rate

How to choose

Claude Haiku 4.5 is listed for high-volume classification and tagging, whereas gpt-oss-120b is listed for private self-hosted reasoning. Choosing between Claude Haiku 4.5 and gpt-oss-120b requires checking published specifications against observed Borg traffic for your workflow.

Key differences

SpecClaude Haiku 4.5gpt-oss-120b
Context window200,000 tokens Vendor source Larger context131,072 tokens Vendor source
Reasoning modesYes / Not publishedYes / Not published
Release date2025-10-15 Vendor source2025-08-05 Vendor source
API price input / 1M1Not published
API price output / 1M5Not published
Time to first token (gateway proxy)889 ms (6197 samples) Lower median6121 ms (15830 samples)
Output tokens per second (whole turn)64.9 output tokens/s (whole turn) (226302 samples) Higher measured rate46.8 output tokens/s (whole turn) (92214 samples)
Request successNot published100% (21212 samples)
Coding benchNot publishedNot published

FAQ

How do Claude Haiku 4.5 and gpt-oss-120b compare for coding?

Claude Haiku 4.5 has a Borg coding benchmark of not published; gpt-oss-120b has not published. The Claude Haiku 4.5–gpt-oss-120b coding comparison cannot establish an overall winner from this small test alone.

How quickly do Claude Haiku 4.5 and gpt-oss-120b start responding on Borg?

Borg median first response for Claude Haiku 4.5 is 889 ms; for gpt-oss-120b it is 6,121 ms. The Claude Haiku 4.5–gpt-oss-120b gateway medians are observations, not guaranteed latency for individual requests.

What are the API prices for Claude Haiku 4.5 and gpt-oss-120b?

The listed API rate for Claude Haiku 4.5 is $1 input / $5 output per 1M tokens; for gpt-oss-120b it is not published. Neither Claude Haiku 4.5 nor gpt-oss-120b has its Borg subscription charge represented by those provider API rates. Claude Haiku 4.5 vendor source

Explore both models

Claude Haiku 4.5 · gpt-oss-120b · Borg pricing

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