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Anthropic: Claude Haiku 5.5 (batch) vs NVIDIA: Nemotron 3.5 Content Safety

Neither wins outright: Anthropic: Claude Haiku 5.5 (batch) is the pick when cost matters at scale, NVIDIA: Nemotron 3.5 Content Safety when you need seed (reproducible sampling).

Key numbers

SpecAnthropic: Claude Haiku 5.5 (batch)NVIDIA: Nemotron 3.5 Content Safety
ProviderAnthropicNvidia
Input price (per 1M tokens)$0.05$0.20
Output price (per 1M tokens)$0.25$0.20
Blended price (3:1 input/output)$0.10$0.20
Cheaper than … of all models we track80%69%
Context window1M tokens (~1,500 pages)131K tokens (~197 pages)
Larger context than … of all models69%22%
Max output per response128K tokens (~96,000 words)118K tokens (~88,500 words)
Input typestext, image, filetext, image
Output typestexttext
Free variantNoYes
Listed since2026-10-072026-06-04
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What it costs for real workloads

Monthly cost at list price for five common workloads. Token counts per unit are stated so you can scale them to your own traffic. A workload that does not fit a model's context window is marked rather than priced.

Workload (per month)Anthropic: Claude Haiku 5.5 (batch)NVIDIA: Nemotron 3.5 Content SafetyDifference
Customer-support chatbot
50,000 conversations — each a 6-turn conversation (1,500 in / 400 out tokens)
$8.75$19.00Anthropic: Claude Haiku 5.5 (batch) saves $10.25
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages (6,000 in / 500 out tokens)
$8.50$26.00Anthropic: Claude Haiku 5.5 (batch) saves $17.50
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context (60,000 in / 6,000 out tokens)
$9.00$26.40Anthropic: Claude Haiku 5.5 (batch) saves $17.40
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page (8,000 in / 600 out tokens)
$5.50$17.20Anthropic: Claude Haiku 5.5 (batch) saves $11.70
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass (100,000 in / 2,000 out tokens)
$2.75$10.20Anthropic: Claude Haiku 5.5 (batch) saves $7.45

Capabilities side by side

CapabilityAnthropic: Claude Haiku 5.5 (batch)NVIDIA: Nemotron 3.5 Content SafetyWhat it lets you do
Tool / function calling✓ Yes—call your APIs and run agent loops
Structured output (JSON schema)✓ Yes—return JSON that validates against your schema
Reasoning / thinking mode✓ Yes✓ Yesspend extra tokens thinking before answering hard problems
Image input✓ Yes✓ Yesread screenshots, charts and scanned pages
Audio input——take speech or audio directly
File / PDF input✓ Yes—accept documents without your own parsing step
Image output——generate images, not just text
Built-in web search✓ Yes—answer from live web results
Seed (reproducible sampling)—✓ Yesrepeat a generation for tests and evals
Log-probabilities——read token confidence for classification and scoring

From each model's published parameters and input/output types. “—” means not advertised, not proven absent.

Price history

Which should you choose?

Choose Anthropic: Claude Haiku 5.5 (batch) if…

  • cost matters at scale — it is 50% cheaper on a typical 3:1 input/output mix ($8.75 vs $19.00 a month for 50,000 support chats)
  • you need to fit long inputs in one request — 1M tokens is roughly 1,500 pages, against 197
  • you need tool / function calling — to call your APIs and run agent loops; NVIDIA: Nemotron 3.5 Content Safety does not advertise it
  • you need structured output (JSON schema) — to return JSON that validates against your schema; NVIDIA: Nemotron 3.5 Content Safety does not advertise it
  • you need file / PDF input — to accept documents without your own parsing step; NVIDIA: Nemotron 3.5 Content Safety does not advertise it
  • you need built-in web search — to answer from live web results; NVIDIA: Nemotron 3.5 Content Safety does not advertise it
  • you want the newer model — released 2026-10-07, 4 months after the other

Choose NVIDIA: Nemotron 3.5 Content Safety if…

  • you need seed (reproducible sampling) — to repeat a generation for tests and evals; Anthropic: Claude Haiku 5.5 (batch) does not advertise it
  • you want to prototype at zero cost — a free variant is listed

Frequently asked questions

Is Anthropic: Claude Haiku 5.5 (batch) better than NVIDIA: Nemotron 3.5 Content Safety?

Neither wins outright: Anthropic: Claude Haiku 5.5 (batch) is the pick when cost matters at scale, NVIDIA: Nemotron 3.5 Content Safety when you need seed (reproducible sampling). In short: Anthropic: Claude Haiku 5.5 (batch) when cost matters at scale, you need to fit long inputs in one request, you need tool / function calling, you need structured output (JSON schema), you need file / PDF input, you need built-in web search, you want the newer model; NVIDIA: Nemotron 3.5 Content Safety when you need seed (reproducible sampling), you want to prototype at zero cost.

Which is cheaper, Anthropic: Claude Haiku 5.5 (batch) or NVIDIA: Nemotron 3.5 Content Safety?

Anthropic: Claude Haiku 5.5 (batch) is cheaper: $0.10 vs $0.20 per 1M tokens at a typical 3:1 input/output mix, 50% less. For 50,000 support conversations a month that is $8.75 against $19.00.

How much do Anthropic: Claude Haiku 5.5 (batch) and NVIDIA: Nemotron 3.5 Content Safety cost per million tokens?

Anthropic: Claude Haiku 5.5 (batch) costs $0.05 per 1M input tokens and $0.25 per 1M output tokens; NVIDIA: Nemotron 3.5 Content Safety costs $0.20 input and $0.20 output. Output tokens are billed separately, so long answers shift the gap.

Which has the bigger context window, Anthropic: Claude Haiku 5.5 (batch) or NVIDIA: Nemotron 3.5 Content Safety?

Anthropic: Claude Haiku 5.5 (batch): 1M tokens, about 1,500 pages, against 131K (about 197 pages) for NVIDIA: Nemotron 3.5 Content Safety.

Do Anthropic: Claude Haiku 5.5 (batch) and NVIDIA: Nemotron 3.5 Content Safety support function calling and JSON output?

Tool calling — Anthropic: Claude Haiku 5.5 (batch): yes, NVIDIA: Nemotron 3.5 Content Safety: not advertised. JSON-schema structured output — Anthropic: Claude Haiku 5.5 (batch): yes, NVIDIA: Nemotron 3.5 Content Safety: not advertised.

Can Anthropic: Claude Haiku 5.5 (batch) or NVIDIA: Nemotron 3.5 Content Safety read images?

Yes, both accept image input.

Is Anthropic: Claude Haiku 5.5 (batch) or NVIDIA: Nemotron 3.5 Content Safety free to use?

NVIDIA: Nemotron 3.5 Content Safety has a free variant (nvidia/nemotron-3.5-content-safety:free). Free variants usually carry tighter rate limits.

What is the maximum output length of Anthropic: Claude Haiku 5.5 (batch) and NVIDIA: Nemotron 3.5 Content Safety?

Anthropic: Claude Haiku 5.5 (batch) can write up to 128K tokens (about 96,000 words) per response; NVIDIA: Nemotron 3.5 Content Safety up to 118K (about 88,500 words).

When were Anthropic: Claude Haiku 5.5 (batch) and NVIDIA: Nemotron 3.5 Content Safety released?

Anthropic: Claude Haiku 5.5 (batch) was listed on 2026-10-07; NVIDIA: Nemotron 3.5 Content Safety on 2026-06-04.

About the two models

Compare Anthropic: Claude Haiku 5.5 (batch) with other models

vs AI21: Jamba Large 1.7vs AionLabs: Aion 3.5vs AionLabs: Aion 3.5 Minivs AionLabs: Aion-1.0

Compare NVIDIA: Nemotron 3.5 Content Safety with other models

vs AI21: Jamba Large 1.7vs AionLabs: Aion 3.5vs AionLabs: Aion 3.5 Minivs AionLabs: Aion-1.0
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