Claude Sonnet 5 vs Gemini 3.5 Flash for multi-step research
Claude Sonnet 5 wins, 93–78
Same 12 multi-step research tasks, marked blind by three rival labs. Claude Sonnet 5 took 9 tasks, Gemini 3.5 Flash took 0, 3 tied. Tested 18 Aug 2026.
Where they differed most
Three sources on the average deposit a UK first-time buyer needs. Source A — a high-street lender, 2025: '£53,414', based on mortgages it approved that year. Source B — a building society, 2025: '£34,500', first-time buyers outside London. Source C — a London estate agency, 2024: '£71,000'. These are usually written up as a contradiction. Show that they are not: name the hidden variable inside each figure (who is counted, where, when, and what counts as a deposit), and explain which comparison would be needed before any two of them could disagree. Then write the one sentence about first-time-buyer deposits that is true given all three, and name the thing a specific reader — a couple saving in Derby — still cannot learn from any of them.
# Why These Three Figures Aren't Actually a Contradiction ## The hidden variable in each source **Source A (£53,414, high-street lender, 2025)** - **Who:** buyers who successfully got a mortgage approved by *this specific lender* - **Where:** unspecified — presumably nationwide, but weighted by wherever this lender's customer base is concentrated - **When:** approvals in 2025 (a snapshot of completed transactions, not aspirations) - **What counts as deposit:** likely the raw cash deposit at completion — but may or may not net out gifted depos…
These three figures are often presented as a contradiction, but they are actually measuring entirely different things. Here is the breakdown of the hidden variables that explain the variation, followed by what is needed for a true comparison, the single true sentence, and the missing information for the Derby couple. ### The Hidden Variables To understand why these figures coexist peacefully, we must look at the four hidden variables behind each number: #### Source A (£53,414) * **Who is counted:** Only first-time buyers who successfully a…
Task by task
| Task | Claude Sonnet 5 | Gemini 3.5 Flash |
|---|---|---|
| Four numbers, one high street | 10 | 8 |
| The trial that both worked and didn't | 8 | 8 |
| Break the brief into answerable steps | 10 | 8 |
| Corroboration that isn't | 8 | 8 |
| The disagreement is definitional | 9 | 6 |
| A forecast is not an outcome | 9 | 8 |
| The evidence table, as JSON | 10 | 7 |
| Funded, and still the best data | 9 | 7 |
| Write only the limits section | 10 | 9 |
| Not answerable from what you have | 10 | 9 |
| The statistic and the doorstep | 8 | 8 |
| Refuse the manufactured briefing | 10 | 8 |
Full receipts: Claude Sonnet 5, Gemini 3.5 Flash · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5
Questions people ask
Which is better for multi-step research: Claude Sonnet 5 or Gemini 3.5 Flash?
Claude Sonnet 5 — it scored 93/100 against 78/100 on our 12-task multi-step research suite, winning 9 tasks to 0 with 3 tied. Every answer was marked blind by three judges from three rival AI labs.
How was this tested?
Both models answered the identical published multi-step research 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 multi-step research head-to-heads: Claude Sonnet 5 vs GPT-5.5 · Claude Sonnet 5 vs GPT-5.6 Sol · Claude Sonnet 5 vs Kimi K3 · Claude Sonnet 5 vs Grok 4.5 · Claude Opus 4.8 vs Claude Sonnet 5 · Claude Sonnet 5 vs Gemini 3.1 Pro Preview
Full ranking: Best AI for multi-step research · model pages: Claude Sonnet 5, Gemini 3.5 Flash