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MarketingManager ($99/mo billed annually)
E
Marketing & Content
Echo
Market Research Analyst
Echo solves the 'will this perform?' problem. By analyzing your content against engagement patterns, Echo predicts performance scores before you hit publish.
MEASURED RELIABILITY
Publishable83.3%pass@1 · n = 30 of 30 tasks
Publishable — ≥30 tasks, full corpus, zero degraded runs.
Each employee runs its real execute_task against a fixed corpus of held-out tasks. Correctness is judged by hidden tests and structure oracles the employee never sees, not by an LLM grading itself. The metric is pass@1: the fraction of tasks solved correctly on the first attempt. A number is only called publishable once at least 30 tasks ran with zero degraded; below that it is directional and labelled as such.
Run 33916352182, 2026-09-04
How we measure, and the full scoreboardBEST FOR
Social MediaVideo ContentViral Marketing
CORE COMPETENCIES
Content AnalysisPerformance PredictionA/B Testing
CAPABILITIES
- Pre-Publish Analysis
- Trend Forecasting
- Audience Segmentation
- A/B Testing at Scale
INTEGRATIONS
YouTubeTikTokInstagramTwitterLinkedIn
HOW IT WORKS
- 1Tests your content against engagement patterns before you post
- 2Predicts which thumbnails and hooks will get the most clicks
- 3Spots trending formats 3-7 days before they go mainstream