Gemini 3.1 Pro Preview Paid vs INLing 3.0 Flash Fin Paid
Gemini 3.1 Pro Preview vs Ling 3.0 Flash Fin compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
Gemini 3.1 Pro Preview — 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.
$12 /M outputManaged API (no infra to run)
$0.18 /M outputManaged API (no infra to run)
Gemini 3.1 Pro Preview vs Ling 3.0 Flash Fin specs
| Spec | Gemini 3.1 Pro Preview | Ling 3.0 Flash Fin | Winner |
|---|---|---|---|
| Maker | InclusionAI | – | |
| Type | Proprietary | Proprietary | – |
| Context window | 1M tokens | 262K tokens | |
| Input price | $2/M | $0.06/M | INLing 3.0 Flash Fin |
| Output price | $12/M | $0.18/M | INLing 3.0 Flash Fin |
| Vision / multimodal | Yes | 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 ~67× cheaper than Gemini 3.1 Pro Preview on output tokens ($0.18 vs $12 per M tokens).
- You want frontier performance through a managed API
- You need the longer 1M context window
- You value reliability & ecosystem
- You don't want to manage infrastructure
- You want frontier performance through a managed API
- You want the lower output price
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | Gemini 3.1 Pro Preview | Ling 3.0 Flash Fin |
|---|---|---|
| Open weights (downloadable) | ✗ | ✗ |
| Self-hostable | ✗ | ✗ |
| Runs fully offline | ✗ | ✗ |
| Vision / multimodal | ✓ | ✗ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✓ | ✗ |
Benchmarks: Gemini 3.1 Pro Preview vs Ling 3.0 Flash Fin
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How Gemini 3.1 Pro Preview and Ling 3.0 Flash Fin score
| Criterion | Gemini 3.1 Pro Preview | Ling 3.0 Flash Fin |
|---|---|---|
| Cost-efficiency | 3.5 | 5.0 |
| Context window | 5.0 | 4.0 |
| Openness | 1.5 | 1.5 |
| Self-hosting | 1.0 | 1.0 |
| Multimodality | 5.0 | 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
Gemini 3.1 Pro Preview Paid
Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.
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...
Other models in these families
These variants are tracked but not compared here — one page per family keeps the comparison readable.
Frequently asked questions
Gemini 3.1 Pro Preview vs Ling 3.0 Flash Fin — which is cheaper?
Ling 3.0 Flash Fin is cheaper on output ($0.18/M vs $12/M).
Which has the larger context window?
Gemini 3.1 Pro Preview offers the larger context window (1M tokens).
Gemini 3.1 Pro Preview 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 $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.
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