GPT-5.3-Codex vs GPT-5.6 Luna for job applications

The verdict

GPT-5.3-Codex wins, 9592

Same 12 job applications tasks, marked blind by three rival labs. GPT-5.3-Codex took 3 tasks, GPT-5.6 Luna took 1, 8 tied. Tested 16 Aug 2026.

Where they differed most

The task — Answer the killer question

An application form asks: 'Describe a time you failed and what you did about it.' (max 150 words). Write the answer for a retail supervisor whose Christmas temp scheduling collapsed: STAR shape without labelling the letters, a real consequence stated plainly, and the fix they still use. Banned: 'perfectionist'.

Last Christmas, I was supervising a team with 18 temporary staff and I built the rota myself. I relied on verbal availability and a spreadsheet I updated too late. In the final week, six temps were double-booked or unavailable, and we opened short-staffed on two peak days. Queue times passed 20 minutes, two colleagues skipped breaks, and we missed our daily sales target by 11%.

I owned the mistake with my manager, called in support from nearby stores, and reassigned floor roles by hour to protect tills and fitting rooms first. After the rush,…
As a retail supervisor, I once built our Christmas temp rota around an availability spreadsheet without confirming last-minute changes. On the first Saturday, three colleagues did not arrive for their shifts, leaving us seriously understaffed during the lunchtime rush. Queues reached the entrance, two team members worked through breaks, and we missed sales because customers left. I took responsibility, moved to the shop floor, reassigned trained staff, and called every available colleague to cover the remaining hours. After the weekend, I met w…

Task by task

TaskGPT-5.3-CodexGPT-5.6 Luna
Cover letter, no template smell1010
CV bullets with numbers1010
Explain the gap honestly1010
Match the ad, don't parrot it109
The career changer109
Answer the killer question105
Salary question straight bat99
Trim to the ask1010
Reference the referee58
Follow up without desperation1010
Read the red flags1010
Refuse the fake degree1010

Full receipts: GPT-5.3-Codex, GPT-5.6 Luna · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5

Questions people ask

Which is better for job applications: GPT-5.3-Codex or GPT-5.6 Luna?

GPT-5.3-Codex — it scored 95/100 against 92/100 on our 12-task job applications suite, winning 3 tasks to 1 with 8 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: GPT-5.3-Codex vs GPT-5.5 · GPT-5.5 vs GPT-5.6 Luna · GLM 5.2 vs GPT-5.3-Codex · GLM 5.2 vs GPT-5.6 Luna · GPT-5.3-Codex vs GPT-5.6 Sol · GPT-5.6 Luna vs GPT-5.6 Sol

Full ranking: Best AI for job applications · model pages: GPT-5.3-Codex, GPT-5.6 Luna