GPT-4 Paid vs SCSummarize Paid
GPT-4 vs Summarize compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
GPT-4 — full profile › · Summarize — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$60 /M outputManaged API (no infra to run)
Free /M outputManaged API (no infra to run)
GPT-4 vs Summarize specs
| Spec | GPT-4 | Summarize | Winner |
|---|---|---|---|
| Maker | OpenAI | Scaledown | – |
| Type | Proprietary | Proprietary | – |
| Context window | 8K tokens | 1M tokens | SCSummarize |
| Input price | $30/M | $0.04/M | SCSummarize |
| Output price | $60/M | Free/M | SCSummarize |
| Vision / multimodal | No | Yes | SCSummarize |
| Tool / function calling | Yes | No | |
| Self-hostable | No (API only) | No (API only) | – |
| License | Proprietary | Proprietary | – |
Price gap & when to choose each
- You want frontier performance through a managed API
- You value reliability & ecosystem
- You don't want to manage infrastructure
- You want frontier performance through a managed API
- You need the longer 1M context window
- You want the lower output price
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | GPT-4 | Summarize |
|---|---|---|
| Open weights (downloadable) | ✗ | ✗ |
| Self-hostable | ✗ | ✗ |
| Runs fully offline | ✗ | ✗ |
| Vision / multimodal | ✗ | ✓ |
| Tool / function calling | ✓ | ✗ |
| 1M+ context window | ✗ | ✓ |
Benchmarks: GPT-4 vs Summarize
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How GPT-4 and Summarize score
| Criterion | GPT-4 | Summarize |
|---|---|---|
| Cost-efficiency | 2.0 | 5.0 |
| Context window | 2.0 | 5.0 |
| Openness | 1.5 | 1.5 |
| Self-hosting | 1.0 | 1.0 |
| Multimodality | 3.5 | 3.5 |
Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.
What each model is
GPT-4 Paid
OpenAI's flagship model, GPT-4 is a large-scale multimodal language model capable of solving difficult problems with greater accuracy than previous models due to its broader general knowledge and advanced reasoning...
Summarize Paid
Summarize is an abstractive summarization model from ScaleDown. It condenses long text and documents into a fluent, faithful rewrite rather than lifting sentences from the source, and is suited for...
Frequently asked questions
GPT-4 vs Summarize — which is cheaper?
Summarize is cheaper on output (Free/M vs $60/M).
Which has the larger context window?
Summarize offers the larger context window (1M tokens).
GPT-4 vs Summarize — which should I pick in 2026?
Choose Summarize for the lower output price (Free/M vs $60/M). It also gives you the larger 1M context window.
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