What specific criteria do top tier tech companies use when vetting freelance developers on platforms like Toptal or Arc dev?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What specific criteria do top tier tech companies use when vetting freelance developers on platforms like Toptal or Arc dev?
3 real searches · 1 real-search pass
Toptal developer screening process technical interview live coding communication English vetting officialGoogle ↗
OBSERVEDReason
Arc.dev developer vetting process technical assessment interview officialGoogle ↗
OBSERVEDReason
how top tech companies evaluate freelance software developers Toptal Arc hiring criteria engineering portfolio referencesGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Toptal developer screening process technical interview live coding communication English vetting official Google ↗
Arc.dev developer vetting process technical assessment interview official Google ↗
how top tech companies evaluate freelance software developers Toptal Arc hiring criteria engineering portfolio references Google ↗
- Frequently Asked Questions · toptal.com
- Inside Toptal's Distributed Screening Process · toptal.com
- How Arc Chooses the Top 2% of Talent: Vetting Process · arc.dev
- Arc - Remote jobs for developers, designers, and marketers · arc.dev
- Why 3%: How Toptal Finds Top Talent · toptal.com
- Hire the Top 2% of Remote Freelance Developers in Oct 2026 · arc.dev
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Toptal developer screening process technical interview live coding communication English vetting official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Arc.dev developer vetting process technical assessment interview official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
how top tech companies evaluate freelance software developers Toptal Arc hiring criteria engineering portfolio references OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |