Real ChatGPT answer · index seedxp7UsC4c5c4completeMarketing and advertising · marketing agenciescommercial
Can you compare the top programmatic ad networks for a boutique agency managing mid-market ecommerce accounts with strict ROAS targets
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the top programmatic ad networks for a boutique agency managing mid-market ecommerce accounts with strict ROAS targets
6 real searches · 1 real-search pass
2026 programmatic advertising DSP comparison The Trade Desk StackAdapt DV360 Basis Yahoo DSP ecommerce agency ROAS pricing minimum spendGoogle ↗
OBSERVEDComparison
official The Trade Desk Kokai ecommerce measurement conversion optimization agency platformGoogle ↗
OBSERVEDOther / navigational
official StackAdapt ecommerce conversion tracking ROAS DSP channelsGoogle ↗
OBSERVEDReason
official Basis Technologies DSP omnichannel campaign management platformGoogle ↗
OBSERVEDOther / navigational
official Google Display Video 360 retail ecommerce measurement audience optimizationGoogle ↗
OBSERVEDOther / navigational
official Yahoo DSP ecommerce performance advertising measurementGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 5 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
2026 programmatic advertising DSP comparison The Trade Desk StackAdapt DV360 Basis Yahoo DSP ecommerce agency ROAS pricing minimum spend Google ↗
official The Trade Desk Kokai ecommerce measurement conversion optimization agency platform Google ↗
official StackAdapt ecommerce conversion tracking ROAS DSP channels Google ↗
official Basis Technologies DSP omnichannel campaign management platform Google ↗
official Google Display Video 360 retail ecommerce measurement audience optimization Google ↗
official Yahoo DSP ecommerce performance advertising measurement Google ↗
- StackAdapt · stackadapt.com
- The Trade Desk · thetradedesk.com
- Google DV360 · marketingplatform.google.com
- Basis · basis.com
- Amazon DSP · advertising.amazon.com
- Criteo · criteo.com
- Yahoo Advertising · yahooinc.com
- Basis · basis.com
- Taqtics · taqtics.com
- 10 Best Programmatic Advertising Platforms in 2026 · demandbase.com
- Top 15 Programmatic Advertising Platforms in 2026: DSPs, SSPs, Exchanges and Walled Gardens Compared · improvado.io
- Best Self-Serve DSPs for Agencies in 2026 (No Spend Minimums) · smartyads.com
- Best Programmatic Ad Platforms in 2026: 9 Tools Compared · rankite.com
- 11 Best Programmatic Advertising Platforms for 2026 · publift.com
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
SimulatedReal search
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 / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 programmatic advertising DSP comparison The Trade Desk StackAdapt DV360 Basis Yahoo DSP ecommerce agency ROAS pricing minimum spend OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
official The Trade Desk Kokai ecommerce measurement conversion optimization agency platform OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
official StackAdapt ecommerce conversion tracking ROAS DSP channels OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
official Basis Technologies DSP omnichannel campaign management platform OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
official Google Display Video 360 retail ecommerce measurement audience optimization OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
official Yahoo DSP ecommerce performance advertising measurement OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |