API cost decision in 10 seconds

NewGranite 4.1 8B vs gpt-oss-safeguard-20b

Pick Granite 4.1 8B when budget is the priority.

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

Budget verdict

Pick Granite 4.1 8B when budget is the priority.

On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $0.22 for gpt-oss-safeguard-20b, saving $0.12 (55.6% lower).

Cost-first pickGranite 4.1 8B
Context-first pickBoth models
Sample savings$0.1255.6%
10x traffic gap$1.25

The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $1.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Granite 4.1 8B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGranite 4.1 8Bgpt-oss-safeguard-20b
Input-heavy / RAG5M input + 500K outputGranite 4.1 8B$0.3$0.53
Balanced workload1M input + 1M outputGranite 4.1 8B$0.15$0.38
Output-heavy chatbot1M input + 5M outputGranite 4.1 8B$0.55$1.57
Cheaper input Granite 4.1 8B $0.05 vs $0.075 / 1M

Granite 4.1 8B is $0.02 cheaper per 1M input tokens (33.3% lower; 1.5x difference).

Cheaper output Granite 4.1 8B $0.1 vs $0.3 / 1M

Granite 4.1 8B is $0.2 cheaper per 1M output tokens (66.7% lower; 3x difference).

Larger context Tie 131.07K vs 131.07K

Both models report the same context window at 131.07K tokens.

Sample workload Granite 4.1 8B $0.1 vs $0.22

Granite 4.1 8B is $0.12 cheaper on the standard workload (55.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Granite 4.1 8B Calculating… Estimated API cost
gpt-oss-safeguard-20b 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

Granite 4.1 8B has the lower input price; Granite 4.1 8B has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, Granite 4.1 8B is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.1 for Granite 4.1 8B and $0.22 for gpt-oss-safeguard-20b.

Best Fit

Choose Granite 4.1 8B when you care most about lower input-token price, and lower output-token price.

Choose gpt-oss-safeguard-20b when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $0.22 for gpt-oss-safeguard-20b, saving $0.12 (55.6% lower).
  • Granite 4.1 8B is $0.12 cheaper on the standard workload (55.6% lower).
  • Granite 4.1 8B is $0.02 cheaper per 1M input tokens (33.3% lower; 1.5x difference).
  • Granite 4.1 8B is $0.2 cheaper per 1M output tokens (66.7% lower; 3x difference).
  • Both models report the same context window at 131.07K tokens.
Head-to-Head Specs
FeatureNewGranite 4.1 8B
(IBM)
gpt-oss-safeguard-20b
(OpenAI)
Input Price
prompt tokens per 1M
$0.05$0.075
Completion Price
per 1M tokens
$0.1$0.3
Sample Workload Cost
1M input + 500K output
$0.1$0.22
Context Window131.07K131.07K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGranite 4.1 8BOn the standard 1M input plus 500K output workload, Granite 4.1 8B is estimated at $0.1 vs $0.22 for gpt-oss-safeguard-20b, saving $0.12 (55.6% lower).
High-volume input processingGranite 4.1 8BLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGranite 4.1 8BLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workTieA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Granite 4.0 Micro can replace Granite 4.1 8B when lower sample workload cost matters most: $0.07.
  • gpt-oss-120b (free) can replace gpt-oss-safeguard-20b when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace gpt-oss-safeguard-20b when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace gpt-oss-safeguard-20b when lower sample workload cost matters most: $0.1.

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

IBM catalog

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

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OpenAI catalog

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

Open OpenAI models
Granite 4.1 8B

Granite 4.1 8B is a dense, decoder-only 8-billion-parameter language model from IBM, part of the Granite 4.1 family. It supports a 131K-token context window and is designed for enterprise tasks...

gpt-oss-safeguard-20b

gpt-oss-safeguard-20b is a safety reasoning model from OpenAI built upon gpt-oss-20b. This open-weight, 21B-parameter Mixture-of-Experts (MoE) model offers lower latency for safety tasks like content classification, LLM filtering, and trust...