Real ChatGPT answer · index seedMpaYNE44NQscompleteB2B software · developer toolscomparison

Compare GitHub Copilot and Tabnine for boosting coding speed among full stack developers in a small agency working across Node.js and Python.

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare GitHub Copilot and Tabnine for boosting coding speed among full stack developers in a small agency working across Node.js and Python.
3 real searches · 1 real-search pass
GitHub Copilot official plans pricing features agent mode coding agent 2026Google ↗
OBSERVEDOther / navigational
Tabnine official pricing features enterprise privacy code completion chat agents 2026Google ↗
OBSERVEDOther / navigational
GitHub Copilot supported languages IDEs documentation Node.js PythonGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / no

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
GitHub Copilot official plans pricing features agent mode coding agent 2026 Google ↗
Tabnine official pricing features enterprise privacy code completion chat agents 2026 Google ↗
GitHub Copilot supported languages IDEs documentation Node.js Python Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GitHub Copilot official plans pricing features agent mode coding agent 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Tabnine official pricing features enterprise privacy code completion chat agents 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GitHub Copilot supported languages IDEs documentation Node.js Python
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1