Real ChatGPT answer · index seedf0Dy4xf6oZscompleteB2B software · cloud hostinginformational

Which microservices communication protocol is the cheapest to run at scale when you factor in both cloud network egress fees and CPU overhead?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which microservices communication protocol is the cheapest to run at scale when you factor in both cloud network egress fees and CPU overhead?
3 real searches · 1 real-search pass
gRPC Protocol Buffers vs JSON REST CPU serialization performance benchmark HTTP/2 microservicesGoogle ↗
OBSERVEDComparison
AWS data transfer out pricing per GB network egress official documentationGoogle ↗
OBSERVEDOther / navigational
Protocol Buffers encoding size compared to JSON official documentationGoogle ↗
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 / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
gRPC Protocol Buffers vs JSON REST CPU serialization performance benchmark HTTP/2 microservices Google ↗
AWS data transfer out pricing per GB network egress official documentation Google ↗
Protocol Buffers encoding size compared to JSON official documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
gRPC Protocol Buffers vs JSON REST CPU serialization performance benchmark HTTP/2 microservices
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
AWS data transfer out pricing per GB network egress official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Protocol Buffers encoding size compared to JSON official documentation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1