API cost decision in 10 seconds
Reka Edge vs 🔥GPT-5.4
Pick Reka Edge for lower cost; pick GPT-5.4 only if the larger context window matters more.
Budget verdict
Pick Reka Edge for lower cost; pick GPT-5.4 only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Reka Edge is estimated at $0.15 vs $10 for GPT-5.4, saving $9.85 (98.5% lower).
GPT-5.4 has more context, but Reka Edge saves $9.85 on the standard workload. At 10x that traffic, the same price gap is about $98.5. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Reka Edge stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Reka Edge | GPT-5.4 |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Reka Edge | $0.55 | $20 |
| Balanced workload | 1M input + 1M output | Reka Edge | $0.2 | $17.5 |
| Output-heavy chatbot | 1M input + 5M output | Reka Edge | $0.6 | $77.5 |
Estimate your workload cost
Your Workload Cost
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
Reka Edge has the lower input price, Reka Edge has the lower output price, and GPT-5.4 offers the larger context window.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.15 for Reka Edge and $10 for GPT-5.4.
Choose Reka Edge when you care most about lower input-token price, and lower output-token price.
Choose GPT-5.4 when you care most about larger context window.
Reka Edge is an extremely efficient 7B multimodal vision-language model that accepts image/video+text inputs and generates text outputs. This model is optimized specifically to deliver industry-leading performance in image understanding,...
GPT-5.4 is OpenAI’s latest frontier model, unifying the Codex and GPT lines into a single system. It features a 1M+ token context window (922K input, 128K output) with support for...
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Reka Edge | On the standard 1M input plus 500K output workload, Reka Edge is estimated at $0.15 vs $10 for GPT-5.4, saving $9.85 (98.5% lower). |
| High-volume input processing | Reka Edge | Lower prompt-token price matters most when prompts or retrieved passages dominate the bill. |
| Long responses and chatbots | Reka Edge | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | GPT-5.4 | A larger context window leaves more room for retrieved passages and source files. |