API cost decision in 10 seconds

NewGPT-6 Sol vs GPT Luna Latest

Pick GPT Luna Latest 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 GPT Luna Latest when budget is the priority.

On the standard 1M input plus 500K output workload, GPT Luna Latest is estimated at $0.35 vs $7 for GPT-6 Sol, saving $6.65 (95% lower).

Cost-first pickGPT Luna Latest
Context-first pickBoth models
Sample savings$6.6595%
10x traffic gap$66.5

The reported context window is tied, so cost and provider fit carry more weight. At 10x that traffic, the same price gap is about $66.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

GPT Luna Latest stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-6 SolGPT Luna Latest
Input-heavy / RAG5M input + 500K outputGPT Luna Latest$15$0.75
Balanced workload1M input + 1M outputGPT Luna Latest$12$0.6
Output-heavy chatbot1M input + 5M outputGPT Luna Latest$52$2.6
Cheaper input GPT Luna Latest $2 vs $0.1 / 1M

GPT Luna Latest is $1.9 cheaper per 1M input tokens (95% lower; 20x difference).

Cheaper output GPT Luna Latest $10 vs $0.5 / 1M

GPT Luna Latest is $9.5 cheaper per 1M output tokens (95% lower; 20x difference).

Larger context Tie 1.05M vs 1.05M

Both models report the same context window at 1.05M tokens.

Sample workload GPT Luna Latest $7 vs $0.35

GPT Luna Latest is $6.65 cheaper on the standard workload (95% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-6 Sol Calculating… Estimated API cost
GPT Luna Latest 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

GPT Luna Latest has the lower input price; GPT Luna Latest has the lower output price; both models report the same context window. For the 1M input plus 500K output sample, GPT Luna Latest is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $7 for GPT-6 Sol and $0.35 for GPT Luna Latest.

Best Fit

Choose GPT-6 Sol when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose GPT Luna Latest when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, GPT Luna Latest is estimated at $0.35 vs $7 for GPT-6 Sol, saving $6.65 (95% lower).
  • GPT Luna Latest is $6.65 cheaper on the standard workload (95% lower).
  • GPT Luna Latest is $1.9 cheaper per 1M input tokens (95% lower; 20x difference).
  • GPT Luna Latest is $9.5 cheaper per 1M output tokens (95% lower; 20x difference).
  • Both models report the same context window at 1.05M tokens.
Head-to-Head Specs
FeatureNewGPT-6 Sol
(OpenAI)
GPT Luna Latest
(OpenAI)
Input Price
prompt tokens per 1M
$2$0.1
Completion Price
per 1M tokens
$10$0.5
Sample Workload Cost
1M input + 500K output
$7$0.35
Context Window1.05M1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGPT Luna LatestOn the standard 1M input plus 500K output workload, GPT Luna Latest is estimated at $0.35 vs $7 for GPT-6 Sol, saving $6.65 (95% lower).
High-volume input processingGPT Luna LatestLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGPT Luna LatestLower 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
  • gpt-oss-120b (free) can replace GPT-6 Sol when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-6 Sol when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-6 Sol when lower sample workload cost matters most: $0.06.
  • gpt-oss-20b (batch) can replace GPT-6 Sol when lower sample workload cost matters most: $0.08.

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

OpenAI catalog

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

Open OpenAI models
GPT-6 Sol

GPT-6 Sol is the cost-efficient high-end model in OpenAI's GPT-6 series, positioned below the flagship GPT-6 Astra and above the fast GPT-6 Luna tier. It is suited for demanding professional...

GPT Luna Latest

This model always redirects to the latest model in the GPT Luna family.