GPT Audio Paid vs INLing 3.0 Flash Fin Paid
GPT Audio vs Ling 3.0 Flash Fin compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
GPT Audio — full profile › · Ling 3.0 Flash Fin — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$10 /M outputManaged API (no infra to run)
$0.18 /M outputManaged API (no infra to run)
GPT Audio vs Ling 3.0 Flash Fin specs
| Spec | GPT Audio | Ling 3.0 Flash Fin | Winner |
|---|---|---|---|
| Maker | OpenAI | InclusionAI | – |
| Type | Proprietary | Proprietary | – |
| Context window | 128K tokens | 262K tokens | INLing 3.0 Flash Fin |
| Input price | $2.5/M | $0.06/M | INLing 3.0 Flash Fin |
| Output price | $10/M | $0.18/M | INLing 3.0 Flash Fin |
| Vision / multimodal | No | No | – |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | No (API only) | No (API only) | – |
| License | Proprietary | Proprietary | – |
Price gap & when to choose each
Ling 3.0 Flash Fin is ~56× cheaper than GPT Audio on output tokens ($0.18 vs $10 per M tokens).
- 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 262K context window
- You want the lower output price
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | GPT Audio | Ling 3.0 Flash Fin |
|---|---|---|
| Open weights (downloadable) | ✗ | ✗ |
| Self-hostable | ✗ | ✗ |
| Runs fully offline | ✗ | ✗ |
| Vision / multimodal | ✗ | ✗ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✗ | ✗ |
How GPT Audio and Ling 3.0 Flash Fin score
| Criterion | GPT Audio | Ling 3.0 Flash Fin |
|---|---|---|
| Cost-efficiency | 3.5 | 5.0 |
| Context window | 3.5 | 4.0 |
| 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 Audio Paid
The gpt-audio model is OpenAI's first generally available audio model. The new snapshot features an upgraded decoder for more natural sounding voices and maintains better voice consistency. Audio is priced...
Ling 3.0 Flash Fin Paid
Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment...
Frequently asked questions
GPT Audio vs Ling 3.0 Flash Fin — which is cheaper?
Ling 3.0 Flash Fin is cheaper on output ($0.18/M vs $10/M).
Which has the larger context window?
Ling 3.0 Flash Fin offers the larger context window (262K tokens).
GPT Audio vs Ling 3.0 Flash Fin — which should I pick in 2026?
Choose Ling 3.0 Flash Fin for the lower output price ($0.18/M vs $10/M). It also gives you the larger 262K context window.
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