Solar Pro 2 vs Nova Lite vs Gemini 2.5 Flash-Lite
Gemini 2.5 Flash-Lite comes out ahead, 83 to 75 and 51 on our weighted score, though Nova Lite is 40% cheaper per token.
UpstageSolar Pro 2
51/100- ECI—
- Price$0.25 / $0.25
- Context66K
AmazonNova Lite
75/100- ECI—
- Price$0.06 / $0.24
- Context300K
- Our pick
GoogleGemini 2.5 Flash-Lite
83/100- ECI—
- Price$0.10 / $0.40
- Context1.05M
Gemini 2.5 Flash-Lite is our pick
Gemini 2.5 Flash-Lite is the better all-round choice, scoring 83/100 against Nova Lite (75) and Solar Pro 2 (51). It leads on inputs & features and context window. Nova Lite wins on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceNova LiteNova Lite $0.105 · Gemini 2.5 Flash-Lite $0.175 · Solar Pro 2 $0.25 per 1M tokens (3:1 blend)
- Longest contextGemini 2.5 Flash-LiteGemini 2.5 Flash-Lite 1,048,576 · Nova Lite 300,000 · Solar Pro 2 65,536 tokens
- Widest inputsGemini 2.5 Flash-LiteSolar Pro 2: Text · Nova Lite: Text, Images, PDFs, Video · Gemini 2.5 Flash-Lite: Text, Images, PDFs, Audio, Video
- Self-hostingNo open weightsAll three are available only through APIs
| Measure | Weight | Solar Pro 2 | Nova Lite | Gemini 2.5 Flash-Lite |
|---|---|---|---|---|
| Price | 50% | 75 | 92 | 82 |
| Inputs & features | 30% | 35 | 70 | 100 |
| Context window | 20% | 12 | 39 | 61 |
| Overall | 100% | 51/100 | 75/100 | 83/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Solar Pro 2Upstage | Nova LiteAmazon | Gemini 2.5 Flash-LiteGoogle |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.25 | $0.06 (best) | $0.10 |
| Output | $0.25 | $0.24 (best) | $0.40 |
| Cached input | — | $0.015 | $0.01 (best) |
| Blended (3:1) | $0.25 | $0.105 (best) | $0.175 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Upstage API | Official Amazon Bedrock API | Official Google API |
| Limits | |||
| Context window | 65,536 tokens | 300,000 tokens | 1,048,576 tokens (best) |
| Max output | 8,192 tokens | 10,000 tokens | 65,536 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| PDFs | No | Yes | Yes |
| Audio | No | No | Yes |
| Video | No | Yes | Yes |
| Reasoning | Yesminimal · high | No | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Proprietary | Proprietary | Proprietary |
| API model ID | solar-pro2 | amazon.nova-lite-v1:0 | gemini-2.5-flash-lite |
| API providers | 2 | 8 | 24 (best) |
| Released | May 20, 2025 | Dec 3, 2024 | Jun 17, 2025 |
| Knowledge cutoff | Mar 2025 | Oct 2024 | Jan 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Solar Pro 2$3.00
- Nova Lite$1.08
- Gemini 2.5 Flash-Lite$1.80
Which should you choose?
Which is better: Solar Pro 2, Nova Lite or Gemini 2.5 Flash-Lite?
Gemini 2.5 Flash-Lite is the better all-round choice, scoring 83/100 against Nova Lite (75) and Solar Pro 2 (51). It leads on inputs & features and context window. Nova Lite wins on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Solar Pro 2, Nova Lite or Gemini 2.5 Flash-Lite?
Nova Lite is cheaper at $0.06 input / $0.24 output per million tokens (official Amazon Bedrock API price). Gemini 2.5 Flash-Lite costs $0.10 input / $0.40 output per million tokens (official Google API price); Solar Pro 2 costs $0.25 input / $0.25 output per million tokens (official Upstage API price). At a typical mix of three input tokens to one output token, that is $0.105 per million tokens for Nova Lite versus $0.175 for Gemini 2.5 Flash-Lite (1.7× as much) and $0.25 for Solar Pro 2 (2.4× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Solar Pro 2 has not been scored yet, Nova Lite has not been scored yet and Gemini 2.5 Flash-Lite has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Solar Pro 2, Nova Lite and Gemini 2.5 Flash-Lite yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.
Which has the bigger context window?
Gemini 2.5 Flash-Lite has the largest context window at 1,048,576 tokens, against 300,000 for Nova Lite and 65,536 for Solar Pro 2. Maximum output per response: Solar Pro 2 up to 8,192, Nova Lite up to 10,000, Gemini 2.5 Flash-Lite up to 65,536 tokens.
Which can read images, PDFs, audio or video?
Solar Pro 2 accepts text; Nova Lite accepts text, images, PDFs and video; Gemini 2.5 Flash-Lite accepts text, images, PDFs, audio and video. Gemini 2.5 Flash-Lite handles the widest range of inputs.
Are any of these open source?
No. Solar Pro 2, Nova Lite and Gemini 2.5 Flash-Lite are proprietary and only available through APIs and apps.
Which is newer?
Gemini 2.5 Flash-Lite is the newest, released Jun 17, 2025. Solar Pro 2 came out May 20, 2025; Nova Lite came out Dec 3, 2024. Knowledge cutoff: Solar Pro 2 Mar 2025, Nova Lite Oct 2024, Gemini 2.5 Flash-Lite Jan 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.
