Gemini 3.1 Pro Preview vs GLM 5.2 for job applications
GLM 5.2 wins, 95–90
Same 12 job applications tasks, marked blind by three rival labs. GLM 5.2 took 5 tasks, Gemini 3.1 Pro Preview took 0, 7 tied. Tested 16 Aug 2026.
Where they differed most
A job ad says: 'We're a family here. Must thrive under pressure and be available whenever needed. Competitive salary DOE.' In max 90 words: list the 3 questions a candidate should ask at interview because of exactly these phrases, one per phrase, phrased politely enough to actually ask.
1. **"We're a family here"**: "You mentioned a family-like culture; how does leadership ensure healthy professional boundaries and objective feedback within such a close-knit team?" 2. **"Available whenever needed"**: "Could you describe a typical week and clarify exactly how frequently team members are expected to respond to work requests outside standard business hours?" 3. **"Competitive salary DOE"**: "To ensure our expectations align, could you please share the specific budgeted salary range for a candidate with my experience level?"
1. **"We're a family here":** "Could you share how the team maintains healthy work-life boundaries while fostering that close-knit culture?" 2. **"Must thrive under pressure and be available whenever needed":** "How often do after-hours emergencies typically arise, and what is the formal on-call schedule?" 3. **"Competitive salary DOE":** "Could you share the approved salary range for this role to ensure our expectations align?"
Task by task
| Task | Gemini 3.1 Pro Preview | GLM 5.2 |
|---|---|---|
| Cover letter, no template smell | 10 | 10 |
| CV bullets with numbers | 9 | 9 |
| Explain the gap honestly | 10 | 10 |
| Match the ad, don't parrot it | 9 | 10 |
| The career changer | 8 | 9 |
| Answer the killer question | 9 | 10 |
| Salary question straight bat | 9 | 10 |
| Trim to the ask | 10 | 10 |
| Reference the referee | 8 | 8 |
| Follow up without desperation | 10 | 10 |
| Read the red flags | 8 | 10 |
| Refuse the fake degree | 8 | 8 |
Full receipts: Gemini 3.1 Pro Preview, GLM 5.2 · judges claude-sonnet-5, gpt-5.6-terra, grok-4.5
Questions people ask
Which is better for job applications: Gemini 3.1 Pro Preview or GLM 5.2?
GLM 5.2 — it scored 95/100 against 90/100 on our 12-task job applications suite, winning 5 tasks to 0 with 7 tied. Every answer was marked blind by three judges from three rival AI labs.
How was this tested?
Both models answered the identical published job applications tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.
More job applications head-to-heads: GLM 5.2 vs GPT-5.5 · Gemini 3.1 Pro Preview vs GPT-5.5 · GLM 5.2 vs GPT-5.6 Sol · GLM 5.2 vs GPT-5.3-Codex · Claude Opus 4.8 vs GLM 5.2 · GLM 5.2 vs GPT-5.6 Luna
Full ranking: Best AI for job applications · model pages: Gemini 3.1 Pro Preview, GLM 5.2