Real ChatGPT answer · index seeduVZGNhds3rIcompleteB2B software · customer support softwareinformational

We are auditing all our support tools so what are the true costs of running Intercom versus open source options?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are auditing all our support tools so what are the true costs of running Intercom versus open source options?
4 real searches · 1 real-search pass
Intercom pricing 2026 plans per seat Fin AI agent resolution pricing officialGoogle ↗
OBSERVEDComparison
Chatwoot pricing self hosted cloud official 2026Google ↗
OBSERVEDOther / navigational
Zammad pricing self hosted official 2026Google ↗
OBSERVEDOther / navigational
FreeScout self hosted requirements pricing officialGoogle ↗
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 (4)
Short factOther / navigational75%Comparison25%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Intercom pricing 2026 plans per seat Fin AI agent resolution pricing official Google ↗
Chatwoot pricing self hosted cloud official 2026 Google ↗
Zammad pricing self hosted official 2026 Google ↗
FreeScout self hosted requirements pricing official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Intercom pricing 2026 plans per seat Fin AI agent resolution pricing official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Chatwoot pricing self hosted cloud official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Zammad pricing self hosted official 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
FreeScout self hosted requirements pricing official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1