Walk me through the exact technical screening steps for the Toptal network so I can pass their coding test on my first attempt today.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Walk me through the exact technical screening steps for the Toptal network so I can pass their coding test on my first attempt today.
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Toptal screening process developer application coding test official 2026 Google ↗
Toptal developer screening process official technical screening steps coding test algorithm interview test project Google ↗
- Why 3%: How Toptal Finds Top Talent · toptal.com
- Talent Frequently Asked Questions (FAQs) · toptal.com
- 11 Best Freelance Coders for Hire in October 2026 · toptal.com
- Any experience with Toptal LLC? · reddit.com
- Toptal Software Developer Preparation & Interview Process · reddit.com
- Has anyone here been in Toptal? · reddit.com
- LeetCode · leetcode.com
- NeetCode · neetcode.io
- HackerRank · hackerrank.com
- Exercism · exercism.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Toptal screening process developer application coding test official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Toptal developer screening process official technical screening steps coding test algorithm interview test project OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |