Real ChatGPT answer · index seedySlpLLwLZiUcompleteCareers and HR · freelancingcommercial

Which remote developer marketplaces are currently performing best for agencies looking to subcontract overflow work to reliable talent?

ChatGPTgpt-65 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which remote developer marketplaces are currently performing best for agencies looking to subcontract overflow work to reliable talent?
5 real searches · 1 real-search pass
best developer talent marketplaces for software agencies subcontracting overflow work 2026 vetted freelance platforms agency teams reliability fees policiesGoogle ↗
OBSERVEDComparison
Upwork agency accounts subcontractors terms client transparency software development 2026Google ↗
OBSERVEDOther / navigational
Toptal talent network agency partners software development teams 2026Google ↗
OBSERVEDOther / navigational
Arc.dev developer marketplace vetting agency teams 2026Google ↗
OBSERVEDOther / navigational
Gun.io software developers marketplace teams agencies 2026Google ↗
OBSERVEDOther / navigational

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 (5)
Short factOther / navigational80%Comparison20%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 5 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
best developer talent marketplaces for software agencies subcontracting overflow work 2026 vetted freelance platforms agency teams reliability fees policies Google ↗
Upwork agency accounts subcontractors terms client transparency software development 2026 Google ↗
Toptal talent network agency partners software development teams 2026 Google ↗
Arc.dev developer marketplace vetting agency teams 2026 Google ↗
Gun.io software developers marketplace teams agencies 2026 Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best developer talent marketplaces for software agencies subcontracting overflow work 2026 vetted freelance platforms agency teams reliability fees policies
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Upwork agency accounts subcontractors terms client transparency software development 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Toptal talent network agency partners software development teams 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Arc.dev developer marketplace vetting agency teams 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Gun.io software developers marketplace teams agencies 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1