Real ChatGPT answer · index seedeJMq38usZmgcompleteMarketing and advertising · ad platformscomparison

Can you compare the true return on ad spend for YouTube bumper ads versus six second TikTok spark ads when working with a very limited budget?

ChatGPTgpt-66 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the true return on ad spend for YouTube bumper ads versus six second TikTok spark ads when working with a very limited budget?
6 real searches · 1 real-search pass
YouTube Ads bumper ads 6 seconds official reach awareness format bidding CPM 2026Google ↗
OBSERVEDOther / navigational
TikTok Spark Ads official guide ad format authorization organic posts conversion objective measurementGoogle ↗
OBSERVEDInstruction
YouTube bumper ads effectiveness brand lift conversion measurement small budget TikTok Spark Ads benchmark ROAS studyGoogle ↗
OBSERVEDReason
YouTube bumper ads official 6 seconds non-skippable reach brand awareness measurement Google AdsGoogle ↗
OBSERVEDConsequence
TikTok Spark Ads official promote organic posts engagement social proof ad formatGoogle ↗
OBSERVEDOther / navigational
2025 2026 TikTok ads benchmarks CPM CPC conversion rate small budget YouTube bumper ads brand lift measurement comparisonGoogle ↗
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 (6)
Short factOther / navigational33%ComparisonConsequence17%Reason33%DefinitionInstruction17%Yes / no

Classes come from the query-classifier (a local Laya model). 6 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT6 real searches · gpt-6
YouTube Ads bumper ads 6 seconds official reach awareness format bidding CPM 2026 Google ↗
TikTok Spark Ads official guide ad format authorization organic posts conversion objective measurement Google ↗
YouTube bumper ads effectiveness brand lift conversion measurement small budget TikTok Spark Ads benchmark ROAS study Google ↗
YouTube bumper ads official 6 seconds non-skippable reach brand awareness measurement Google Ads Google ↗
TikTok Spark Ads official promote organic posts engagement social proof ad format Google ↗
2025 2026 TikTok ads benchmarks CPM CPC conversion rate small budget YouTube bumper ads brand lift measurement comparison Google ↗

Semantic map

Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.

Colour
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

6 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
YouTube Ads bumper ads 6 seconds official reach awareness format bidding CPM 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
TikTok Spark Ads official guide ad format authorization organic posts conversion objective measurement
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
YouTube bumper ads effectiveness brand lift conversion measurement small budget TikTok Spark Ads benchmark ROAS study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
YouTube bumper ads official 6 seconds non-skippable reach brand awareness measurement Google Ads
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
TikTok Spark Ads official promote organic posts engagement social proof ad format
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2025 2026 TikTok ads benchmarks CPM CPC conversion rate small budget YouTube bumper ads brand lift measurement comparison
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1