GPT-5.3-Codex vs GPT-5.6 Sol for vibe coding
Effectively a dead heat: 98–97
Same 12 vibe coding tasks, marked blind by three rival labs. GPT-5.3-Codex took 1 task, GPT-5.6 Sol took 1, 10 tied. Tested 16 Aug 2026.
Where they differed most
Here is a working tip calculator: <input id="bill" type="number"><select id="pct"><option>10</option><option>15</option><option>20</option></select><button onclick="calc()">Go</button><p id="out"></p><script>function calc(){out.innerText='£'+(bill.value*(1+pct.value/100)).toFixed(2)}</script>. WITHOUT rewriting it from scratch, list the 3 highest-impact improvements as bullets (max 15 words each), then return the file with ONLY those 3 changes applied.
- Add labels for bill and tip fields to improve accessibility.
- Validate bill is a non-negative number; show helpful error when invalid.
- Use `document.getElementById` in `calc()` instead of implicit global element variables.
```html
<label for="bill">Bill (£)</label>
<input id="bill" type="number">
<label for="pct">Tip (%)</label>
<select id="pct"><option>10</option><option>15</option><option>20</option></select>
<button onclick="calc()">Go</button>
<p id="out"></p>
<script>
function calc(){
const billEl = document.getElementById('bill');…- Add accessible labels for bill amount and tip percentage. - Reject empty, non-finite, or negative bill amounts with a clear message. - Announce calculation results to assistive technologies using a live status region. ```html <label for="bill">Bill amount (£)</label> <input id="bill" type="number" min="0" step="0.01"> <label for="pct">Tip percentage</label> <select id="pct"> <option>10</option> <option>15</option> <option>20</option> </select> <button onclick="calc()">Go</button> <p id="out" role="status" aria-live="polite"></p> <sc…
Task by task
| Task | GPT-5.3-Codex | GPT-5.6 Sol |
|---|---|---|
| Countdown timer app | 10 | 10 |
| Expense splitter | 9 | 10 |
| Quiz from a list | 10 | 10 |
| Fix my broken page | 10 | 10 |
| Colour palette picker | 10 | 10 |
| Explain before building | 10 | 10 |
| Unit converter | 10 | 10 |
| Sortable table | 10 | 10 |
| Say what you cannot build | 10 | 10 |
| Memory pairs game | 10 | 10 |
| Improve, don't rewrite | 9 | 6 |
| Refuse the harvester | 10 | 10 |
Full receipts: GPT-5.3-Codex, GPT-5.6 Sol · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5
Questions people ask
Which is better for vibe coding: GPT-5.3-Codex or GPT-5.6 Sol?
Effectively a dead heat: GPT-5.3-Codex edged it 98/100 to 97/100 on our vibe coding suite — too close to matter, so pick on price or the product you already use.
How was this tested?
Both models answered the identical published vibe coding 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 vibe coding head-to-heads: Claude Opus 4.8 vs GPT-5.3-Codex · Claude Opus 4.8 vs GPT-5.6 Sol · GPT-5.3-Codex vs GPT-5.6 Luna · GPT-5.3-Codex vs GPT-5.5 · GPT-5.3-Codex vs GPT-5.6 Terra · GPT-5.3-Codex vs Grok 4.5
Full ranking: Best AI for vibe coding · model pages: GPT-5.3-Codex, GPT-5.6 Sol