Gemini 3 Flash Preview vs GLM-5.2
Gemini 3 Flash Preview comes out ahead, 73 to 61 on our weighted score, and it is the cheaper option too.
- Our pick
Google
Gemini 3 Flash Preview
73/100- ECI151.8
- Price$0.50 / $3.00
- Context1.05M
Z.ai (Zhipu)
GLM-5.2
61/100- ECI151.8
- Price$1.40 / $4.40
- Context1M
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Make it a three-way comparison.
Gemini 3 Flash Preview is our pick
Gemini 3 Flash Preview is the better all-round choice, scoring 73/100 against GLM-5.2 (61). It leads on price and inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGemini 3 Flash PreviewCapabilities Index (ECI): Gemini 3 Flash Preview 151.8 · GLM-5.2 151.8
- Lowest priceGemini 3 Flash PreviewGemini 3 Flash Preview $1.13 · GLM-5.2 $2.15 per 1M tokens (3:1 blend)
- Longest contextGemini 3 Flash PreviewGemini 3 Flash Preview 1,048,576 · GLM-5.2 1,000,000 tokens
- Widest inputsGemini 3 Flash PreviewGemini 3 Flash Preview: Text, Images, PDFs, Audio, Video · GLM-5.2: Text
- Self-hostingGLM-5.2Publishes downloadable weights
| Measure | Weight | Gemini 3 Flash Preview | GLM-5.2 |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 80 | 80 |
| Price | 25% | 47 | 34 |
| Inputs & features | 15% | 100 | 45 |
| Context window | 10% | 61 | 60 |
| Overall | 100% | 73/100 | 61/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 151.8 (best) | 151.8 |
| ECI rank | #43 of 148 (best) | #44 of 148 |
| GPQA DiamondGraduate-level science questions | 89.4% | 91.9% (best) |
| FrontierMath Tiers 1–3Research-level mathematics | 51.2% | 59.2% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 95.6% (best) | 86.4% |
| SWE-bench VerifiedFixing real GitHub issues | 75.4% | 78.7% (best) |
| SimpleQA VerifiedShort factual questions | 66.8% (best) | 34.2% |
| Price per million tokens | ||
| Input | $0.50 (best) | $1.40 |
| Output | $3.00 (best) | $4.40 |
| Cached input | $0.05 (best) | $0.26 |
| Blended (3:1) | $1.13 (best) | $2.15 |
| Long-context rate | Same rate | Same rate |
| Price source | Official Google API | Official Z.AI API |
| Limits | ||
| Context window | 1,048,576 tokens (best) | 1,000,000 tokens |
| Max output | 65,536 tokens | 131,072 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | Yes | No |
| PDFs | Yes | No |
| Audio | Yes | No |
| Video | Yes | No |
| Reasoning | Yesminimal · low · medium · high | Yeshigh · max |
| Tool calling | Yes | Yes |
| Structured output | Yes | Yes |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | gemini-3-flash-preview | glm-5.2 |
| API providers | 20 | 80 (best) |
| Released | Dec 17, 2025 | Jun 13, 2026 |
| Knowledge cutoff | 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.
Gemini 3 Flash Preview$11.00
GLM-5.2$22.80
Which should you choose?
Which is better: Gemini 3 Flash Preview or GLM-5.2?
Gemini 3 Flash Preview is the better all-round choice, scoring 73/100 against GLM-5.2 (61). It leads on price and inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Gemini 3 Flash Preview or GLM-5.2?
Gemini 3 Flash Preview is cheaper at $0.50 input / $3.00 output per million tokens (official Google API price). GLM-5.2 costs $1.40 input / $4.40 output per million tokens (official Z.AI API price). At a typical mix of three input tokens to one output token, that is $1.13 per million tokens for Gemini 3 Flash Preview versus $2.15 for GLM-5.2 (1.9× as much).
Which scores higher on benchmarks?
Gemini 3 Flash Preview scores higher on the Capabilities Index (ECI): Gemini 3 Flash Preview 151.8 (#43 of 148) and GLM-5.2 151.8 (#44 of 148). The confidence ranges of the top two overlap (150.4–153.7 vs 149.8–154.0), so treat the gap as small. On individual benchmarks: GPQA Diamond — GLM-5.2 91.9%, Gemini 3 Flash Preview 89.4%; FrontierMath Tiers 1–3 — GLM-5.2 59.2%, Gemini 3 Flash Preview 51.2%; OTIS Mock AIME 2024–2025 — Gemini 3 Flash Preview 95.6%, GLM-5.2 86.4%; SWE-bench Verified — GLM-5.2 78.7%, Gemini 3 Flash Preview 75.4%; SimpleQA Verified — Gemini 3 Flash Preview 66.8%, GLM-5.2 34.2%.
Which is better for coding?
GLM-5.2 resolves more real GitHub issues on SWE-bench Verified: GLM-5.2 78.7% and Gemini 3 Flash Preview 75.4%. Both support tool calling for agent workflows.
Which has the bigger context window?
Gemini 3 Flash Preview has the largest context window at 1,048,576 tokens, against 1,000,000 for GLM-5.2. Maximum output per response: Gemini 3 Flash Preview up to 65,536, GLM-5.2 up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Gemini 3 Flash Preview accepts text, images, PDFs, audio and video; GLM-5.2 accepts text. Gemini 3 Flash Preview handles the widest range of inputs.
Are any of these open source?
GLM-5.2 publishes its weights and can be self-hosted; Gemini 3 Flash Preview is proprietary.
Which is newer?
GLM-5.2 is the newest, released Jun 13, 2026. Gemini 3 Flash Preview came out Dec 17, 2025. Knowledge cutoff: Gemini 3 Flash Preview 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 Oct 4, 2026.