API cost decision in 10 seconds

Nex-N2-Pro vs Claude Opus 4.8

Pick Nex-N2-Pro for lower cost; pick Claude Opus 4.8 only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nex-N2-Pro for lower cost; pick Claude Opus 4.8 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Nex-N2-Pro is estimated at $0.75 vs $17.5 for Claude Opus 4.8, saving $16.75 (95.7% lower).

Cost-first pickNex-N2-Pro
Context-first pickClaude Opus 4.8
Sample savings$16.7595.7%
10x traffic gap$167.5

Claude Opus 4.8 has more context, but Nex-N2-Pro saves $16.75 on the standard workload. At 10x that traffic, the same price gap is about $167.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Nex-N2-Pro stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickNex-N2-ProClaude Opus 4.8
Input-heavy / RAG5M input + 500K outputNex-N2-Pro$1.75$37.5
Balanced workload1M input + 1M outputNex-N2-Pro$1.25$30
Output-heavy chatbot1M input + 5M outputNex-N2-Pro$5.25$130
Cheaper input Nex-N2-Pro $0.25 vs $5 / 1M

Nex-N2-Pro is $4.75 cheaper per 1M input tokens (95% lower; 20x difference).

Cheaper output Nex-N2-Pro $1 vs $25 / 1M

Nex-N2-Pro is $24 cheaper per 1M output tokens (96% lower; 25x difference).

Larger context Claude Opus 4.8 262.14K vs 1M

Claude Opus 4.8 has 737.86K more context (3.81x larger).

Sample workload Nex-N2-Pro $0.75 vs $17.5

Nex-N2-Pro is $16.75 cheaper on the standard workload (95.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Nex-N2-Pro Calculating… Estimated API cost
Claude Opus 4.8 Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Nex-N2-Pro has the lower input price; Nex-N2-Pro has the lower output price; Claude Opus 4.8 offers the larger context window. For the 1M input plus 500K output sample, Nex-N2-Pro is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.75 for Nex-N2-Pro and $17.5 for Claude Opus 4.8.

Best Fit

Choose Nex-N2-Pro when you care most about lower input-token price, and lower output-token price.

Choose Claude Opus 4.8 when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Nex-N2-Pro is estimated at $0.75 vs $17.5 for Claude Opus 4.8, saving $16.75 (95.7% lower).
  • Nex-N2-Pro is $16.75 cheaper on the standard workload (95.7% lower).
  • Nex-N2-Pro is $4.75 cheaper per 1M input tokens (95% lower; 20x difference).
  • Nex-N2-Pro is $24 cheaper per 1M output tokens (96% lower; 25x difference).
  • Claude Opus 4.8 has 737.86K more context (3.81x larger).
Head-to-Head Specs
FeatureNex-N2-Pro
(Nex AGI)
Claude Opus 4.8
(Anthropic)
Input Price
prompt tokens per 1M
$0.25$5
Completion Price
per 1M tokens
$1$25
Sample Workload Cost
1M input + 500K output
$0.75$17.5
Context Window262.14K1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNex-N2-ProOn the standard 1M input plus 500K output workload, Nex-N2-Pro is estimated at $0.75 vs $17.5 for Claude Opus 4.8, saving $16.75 (95.7% lower).
High-volume input processingNex-N2-ProLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsNex-N2-ProLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workClaude Opus 4.8A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Nex-N2-Pro (free) can replace Nex-N2-Pro when lower sample workload cost matters most: $0.
  • Nex-N2-Mini can replace Nex-N2-Pro when lower sample workload cost matters most: $0.08.
  • DeepSeek V3.1 Nex N1 can replace Nex-N2-Pro when lower sample workload cost matters most: $0.39.
  • Claude 3 Haiku can replace Claude Opus 4.8 when lower sample workload cost matters most: $0.88.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Nex AGI catalog

Review all tracked Nex AGI models before deciding whether this matchup is the right shortlist.

Open Nex AGI models

Anthropic catalog

Check other Anthropic models with comparable pricing, context, or release timing.

Open Anthropic models
Nex-N2-Pro

Nex-N2-Pro is an agentic mixture-of-experts model from Nex AGI, with 17B active parameters out of 397B total. Built on the Qwen3.5 architecture, it accepts text and image input and produces...

Claude Opus 4.8

Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M-token...