BUYER PROMPT / PUBLISHED EVIDENCE
Create a proof-of-concept scorecard for marketing platforms covering campaign speed, deliverability, personalization, attribution, adoption, and administration.
An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.
- Intent
- commercial
- Model providers
- 3
- Categories
- 1
- Last observed
- Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME
Brands surfaced
Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.
| # | Brand | Category | Providers | Mentions | Owned citations | Provider evidence |
|---|
MODEL COMPARISON
Answer matrix
One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.
| Provider | Model version | Category | Brands surfaced | Citations | Unique domains | Answer hash |
|---|---|---|---|---|---|---|
| Openai | openai/gpt-4o-mini | Marketing | None observed | 0 | 0 | 243c1395…9099a |
| Anthropic | anthropic/claude-haiku-4-5 | Marketing | None observed | 6 | 6 | c70c3c1f…2ba7b |
| Gemini | google/gemini-2.5-flash | Marketing | None observed | 0 | 0 | 9d510583…ac7b0 |
URL-DERIVED CITATIONS
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.
| Domain | Cited page | Best position | Providers | Observations | Categories |
|---|---|---|---|---|---|
| sprig.com | https://sprig.com/blog/product-adoption-metrics ↗ | 1 | Anthropic | 1 | Marketing |
| mixpanel.com | https://mixpanel.com/blog/develop-measure-user-adoption-strategy/ ↗ | 2 | Anthropic | 1 | Marketing |
| gainsight.com | https://gainsight.com/blog/measure-and-improve-user-adoption/ ↗ | 3 | Anthropic | 1 | Marketing |
| dialpad.com | https://dialpad.com/blog/user-adoption/ ↗ | 4 | Anthropic | 1 | Marketing |
| myshyft.com | https://myshyft.com/blog/adoption-metrics/ ↗ | 5 | Anthropic | 1 | Marketing |
| reddit.com | https://reddit.com/r/CustomerSuccess/comments/1etlzcz/key_metrics_for_customer_adoption/ ↗ | 6 | Anthropic | 1 | Marketing |