Real ChatGPT answer · index seediaGVICf2Xv0completeMarketing and advertising · social media marketingcommercial

What are the top-rated software options for tracking social media ROI specifically designed for e-commerce brands on a bootstrap budget?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the top-rated software options for tracking social media ROI specifically designed for e-commerce brands on a bootstrap budget?
3 real searches · 1 real-search pass
best affordable social media ROI tracking tools ecommerce brands Shopify attribution pricing 2026 Triple Whale Polar AnalyticsGoogle ↗
OBSERVEDComparison
Metricool pricing analytics social media ROI ecommerce tracking Shopify integrations reviewsGoogle ↗
OBSERVEDReason
Shopify social media attribution analytics tools affordable ecommerce brands 2026Google ↗
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 / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / 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
best affordable social media ROI tracking tools ecommerce brands Shopify attribution pricing 2026 Triple Whale Polar Analytics Google ↗
Metricool pricing analytics social media ROI ecommerce tracking Shopify integrations reviews Google ↗
Shopify social media attribution analytics tools affordable ecommerce brands 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best affordable social media ROI tracking tools ecommerce brands Shopify attribution pricing 2026 Triple Whale Polar Analytics
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Metricool pricing analytics social media ROI ecommerce tracking Shopify integrations reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Shopify social media attribution analytics tools affordable ecommerce brands 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1