Reviewed marketing platforms ranked by recommendation-prompt presence across three configured model APIs.
Marketing Automation engine disagreement by prompt
16 prompts ranked by cross engine brand disagreement.
How should a buyer compare marketing automation pricing across contacts, messages, profiles, channels, data usage, and premium modules? is out in front at 100.0%.
16 promptschecked Aug 17, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
How should a buyer compare marketing automation pricing across contacts, messages, profiles, channels, data usage, and premium modules?
100.0%cross engine brand disagreement
- Ahead of second place
- 6.7%
- Held by the top three
- 31%
- Middle of the board
- 77.8%
- Below half the leader
- 5 of 16
Which customer engagement platforms are strongest for high-volume B2C lifecycle journeys across email, SMS, push, and in-app messaging?
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
- Published rank
- #8
- Score
- 83.333 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Aug 17, 2026, 12:00 AM UTC
Component ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 6 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 83.333333 | 100% | 83.333 |
| public prompt leading brand consensus | 66.666667 | 0% | — |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
down since prior snapshot
- public prompt leading brand owned citation coverage33.333 → 0-33.333
- public prompt leading brand consensus100 → 66.667-33.333
- public prompt engine disagreement68.889 → 83.333+14.444
- public prompt citation urls18 → 12-6
- public prompt brand presence events11 → 6-5
- public prompt distinct reviewed brands7 → 4-3
- public prompt leading brand owned citation gap66.667 → 66.6670
Source trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 17, 2026, 12:00 AM UTC6 presence_events100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Aug 17, 2026, 12:00 AM UTC12 urls100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 17, 2026, 12:00 AM UTC4 brands100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 17, 2026, 12:00 AM UTC83.333 percent100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 17, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 17, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 17, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai Marketing Automation Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"b2c-lifecycle-marketing","corpusVersion":"marketing-automation-platforms-2026-07-27","runArtifactIds":["f01c679b-e91b-47b0-89aa-3984e3869a2f","bb455b3d-4a64-4329-9a66-3fe0e8daf437","1a094aaa-6b6c-4546-bfa1-6e59d4b1a5ee"],"parentSnapshotId":"f46bb8e6-e3db-4b7b-beaa-efb5e848f7d6","providerMatrixVersion":"64232fd32583"}
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- Plain text
Marketing Automation Engine Disagreement by Prompt. Rank.ai, data as of August 17, 2026. https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement - HTML
<a href="https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement">Marketing Automation Engine Disagreement by Prompt</a> — Rank.ai, data as of August 17, 2026 - Markdown
[Marketing Automation Engine Disagreement by Prompt](https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement) — Rank.ai, data as of August 17, 2026 - APA
Rank.ai. (2026). Marketing Automation Engine Disagreement by Prompt. Retrieved September 11, 2026, from https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement
<iframe src="https://www.rank.ai/embed/boards/marketing-automation-platforms-prompt-engine-disagreement" title="Marketing Automation Engine Disagreement by Prompt" width="100%" height="420" loading="lazy" style="border:1px solid #111;max-width:720px"></iframe>
<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/marketing-automation/marketing-automation-platforms-prompt-engine-disagreement">Marketing Automation Engine Disagreement by Prompt</a> by Rank.ai</p>More in Marketing automation
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