Gemini 3.8 Flash vs GLM-5.3
Gemini 3.8 Flash comes out ahead, 75 to 64 on our weighted score, and it is the cheaper option too.
- Our pick
Google
Gemini 3.8 Flash
75/100- ECI156.9
- Price$0.75 / $3.75
- Context1.05M
Z.ai (Zhipu)
GLM-5.3
64/100- ECI155.8
- Price$1.40 / $4.40
- Context1M
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Gemini 3.8 Flash is our pick
Gemini 3.8 Flash is the better all-round choice, scoring 75/100 against GLM-5.3 (64). It leads on price and inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
- CapabilityGemini 3.8 FlashCapabilities Index (ECI): Gemini 3.8 Flash 156.9 · GLM-5.3 155.8
- Lowest priceGemini 3.8 FlashGemini 3.8 Flash $1.50 · GLM-5.3 $2.15 per 1M tokens (3:1 blend)
- Longest contextGemini 3.8 FlashGemini 3.8 Flash 1,048,576 · GLM-5.3 1,000,000 tokens
- Widest inputsGemini 3.8 FlashGemini 3.8 Flash: Text, Images, PDFs, Audio, Video · GLM-5.3: Text
- Self-hostingGLM-5.3Publishes downloadable weights
| Measure | Weight | Gemini 3.8 Flash | GLM-5.3 |
|---|---|---|---|
| CapabilityCapabilities Index (ECI) | 50% | 87 | 85 |
| Price | 25% | 42 | 34 |
| Inputs & features | 15% | 100 | 45 |
| Context window | 10% | 61 | 60 |
| Overall | 100% | 75/100 | 64/100 |
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ||
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | 156.9 (best) | 155.8 |
| ECI rank | #15 of 148 (best) | #24 of 148 |
| GPQA DiamondGraduate-level science questions | 95.4% (best) | 90.9% |
| FrontierMath Tiers 1–3Research-level mathematics | 68.4% | 68.8% (best) |
| OTIS Mock AIME 2024–2025Competition mathematics | 98.9% (best) | 91.1% |
| SimpleQA VerifiedShort factual questions | 69.7% (best) | 41.0% |
| Price per million tokens | ||
| Input | $0.75 (best) | $1.40 |
| Output | $3.75 (best) | $4.40 |
| Cached input | $0.075 (best) | $0.26 |
| Blended (3:1) | $1.50 (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 | Yeslow · medium · high | Yeslow · high · max |
| Tool calling | Yes | Yes |
| Structured output | Yes | Yes |
| Availability | ||
| Weights | Proprietary | Open |
| API model ID | gemini-3.8-flash | glm-5.3 |
| API providers | 21 | 62 (best) |
| Released | Sep 2, 2026 | Aug 14, 2026 |
| Knowledge cutoff | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
Gemini 3.8 Flash$15.00
GLM-5.3$22.80
Which should you choose?
Which is better: Gemini 3.8 Flash or GLM-5.3?
Gemini 3.8 Flash is the better all-round choice, scoring 75/100 against GLM-5.3 (64). It leads on price and inputs & features. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.
Which is cheaper, Gemini 3.8 Flash or GLM-5.3?
Gemini 3.8 Flash is cheaper at $0.75 input / $3.75 output per million tokens (official Google API price). GLM-5.3 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 $1.50 per million tokens for Gemini 3.8 Flash versus $2.15 for GLM-5.3 (1.4× as much).
Which scores higher on benchmarks?
Gemini 3.8 Flash scores higher on the Capabilities Index (ECI): Gemini 3.8 Flash 156.9 (#15 of 148) and GLM-5.3 155.8 (#24 of 148). The confidence ranges of the top two overlap (154.6–160.4 vs 153.7–158.3), so treat the gap as small. On individual benchmarks: GPQA Diamond — Gemini 3.8 Flash 95.4%, GLM-5.3 90.9%; FrontierMath Tiers 1–3 — GLM-5.3 68.8%, Gemini 3.8 Flash 68.4%; OTIS Mock AIME 2024–2025 — Gemini 3.8 Flash 98.9%, GLM-5.3 91.1%; SimpleQA Verified — Gemini 3.8 Flash 69.7%, GLM-5.3 41.0%.
Which is better for coding?
There are no published SWE-bench Verified results for Gemini 3.8 Flash and GLM-5.3 yet, so there is no like-for-like coding score. On overall capability, Gemini 3.8 Flash leads, which tends to carry over to coding, but test on your own codebase. Both support tool calling for agent workflows.
Which has the bigger context window?
Gemini 3.8 Flash has the largest context window at 1,048,576 tokens, against 1,000,000 for GLM-5.3. Maximum output per response: Gemini 3.8 Flash up to 65,536, GLM-5.3 up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Gemini 3.8 Flash accepts text, images, PDFs, audio and video; GLM-5.3 accepts text. Gemini 3.8 Flash handles the widest range of inputs.
Are any of these open source?
GLM-5.3 publishes its weights and can be self-hosted; Gemini 3.8 Flash is proprietary.
Which is newer?
Gemini 3.8 Flash is the newest, released Sep 2, 2026. GLM-5.3 came out Aug 14, 2026.
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.