Gemini 3.1 Pro Preview vs GPT-5.5 for workflow automation

The verdict

GPT-5.5 wins, 8883

Same 12 workflow automation tasks, marked blind by three rival labs. GPT-5.5 took 5 tasks, Gemini 3.1 Pro Preview took 1, 6 tied. Tested 18 Aug 2026.

Where they differed most

The task — Where the human stays

A 40-person UK company wants to automate expense reimbursement end to end: receipt photographed, read, categorised, approved, paid into the employee's bank account, posted to the ledger. The finance director's brief is 'no human touches it under £100'. Go through the process and mark, for each stage, whether it can be automated, automated with a check, or must stay with a person — and give the reason in terms of what goes wrong, not in terms of policy. Name the two stages where full automation would be genuinely dangerous for a company this size, and say what the cheapest sufficient control is at each: not the most thorough control, the cheapest one that actually catches the thing.

Here is the breakdown of the end-to-end expense process for a 40-person UK company, keeping the Finance Director’s "no human touches it under £100" brief in mind. 

### Part 1: The Process Stages

**1. Receipt Photographed & Submitted**
*   **Status:** Automated.
*   **What goes wrong:** The employee takes a blurry photo, photographs a credit card terminal receipt instead of the itemised VAT receipt, or uploads the same receipt twice. 

**2. Read / OCR (Data Extraction)**
*   **Status:** Automated with a check.
*   **What goes wrong:** The soft…
Below is a practical end-to-end view for a 40-person UK company. I’m treating “automated with a check” as: the system does the work, but a cheap exception, sample, batch, or after-the-fact control exists because that stage has known failure modes.

| Stage | Automation status | What goes wrong if left alone |
|---|---:|---|
| 1. Employee photographs receipt in app | **Automated** | Mostly usability failures: blurry image, cropped total, missing VAT number, wrong receipt uploaded. The app can detect blur, edges, and missing fields and ask the em…

Task by task

TaskGemini 3.1 Pro PreviewGPT-5.5
The MOT reminder nobody sends88
The spec, as JSON89
Where the human stays69
The unhappy paths are the job98
Do not automate this99
It fired twice99
The spreadsheet that runs the business89
The alert that wakes someone up1010
How long it really takes88
No API, no chance?89
Rules, not guesses89
Refuse the scraper99

Full receipts: Gemini 3.1 Pro Preview, GPT-5.5 · judges claude-sonnet-5, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for workflow automation: Gemini 3.1 Pro Preview or GPT-5.5?

GPT-5.5 — it scored 88/100 against 83/100 on our 12-task workflow automation suite, winning 5 tasks to 1 with 6 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published workflow automation 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 workflow automation head-to-heads: GPT-5.5 vs GPT-5.6 Sol · Gemini 3.1 Pro Preview vs GPT-5.6 Sol · Claude Sonnet 5 vs GPT-5.5 · Claude Sonnet 5 vs Gemini 3.1 Pro Preview · GPT-5.5 vs Grok 4.5 · GPT-5.5 vs Kimi K3

Full ranking: Best AI for workflow automation · model pages: Gemini 3.1 Pro Preview, GPT-5.5