Real ChatGPT answer · index seedUO6Mxl2i08IcompleteMarketing and advertising · web analyticsinformational

What is the current industry standard methodology for measuring true email marketing return on investment when dealing with multi-touch attribution models in B2B SaaS?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the current industry standard methodology for measuring true email marketing return on investment when dealing with multi-touch attribution models in B2B SaaS?
4 real searches · 1 real-search pass
2026 B2B SaaS email marketing multi-touch attribution methodology account-based attribution incrementality measurementGoogle ↗
OBSERVEDOther / navigational
B2B marketing attribution incrementality experiments holdout groups revenue measurement methodologyGoogle ↗
OBSERVEDReason
B2B SaaS marketing attribution models position based time decay W shaped account level attribution limitationsGoogle ↗
OBSERVEDReason
email marketing ROI calculation gross profit customer acquisition cost B2B SaaS attributionGoogle ↗
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 (4)
Short factOther / navigational25%ComparisonConsequenceReason75%DefinitionInstructionYes / 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
2026 B2B SaaS email marketing multi-touch attribution methodology account-based attribution incrementality measurement Google ↗
B2B marketing attribution incrementality experiments holdout groups revenue measurement methodology Google ↗
B2B SaaS marketing attribution models position based time decay W shaped account level attribution limitations Google ↗
email marketing ROI calculation gross profit customer acquisition cost B2B SaaS attribution Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 B2B SaaS email marketing multi-touch attribution methodology account-based attribution incrementality measurement
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
B2B marketing attribution incrementality experiments holdout groups revenue measurement methodology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
B2B SaaS marketing attribution models position based time decay W shaped account level attribution limitations
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
email marketing ROI calculation gross profit customer acquisition cost B2B SaaS attribution
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1