Articos MCP
Exceptional signalSee how simulated buyers react, right in your agent
Launched 9h ago
Signal
89
Velocity
0
What this means
47%Mid-tier finish likely.
Projecting attention of 257 by end of day-1.
Prediction
Top-5 finish probability
47%
today
Projected end-of-day votes
257range 193–347
Trajectory
stable
Not enough snapshots yet to detect trajectory.
About
Most teams ship, then hope it lands. Articos MCP lets you check first. Right inside Claude or ChatGPT, run your headlines, positioning, or pages past simulated buyers based on your actual customers, and see how they respond before it goes out. Validated against human research from Baymard and Nielsen Norman, it agrees 86% of the time.
AI Summary
Articos MCP enables teams to test marketing content with simulated buyers directly within AI tools like Claude or ChatGPT, providing feedback based on actual customer data. The tool's predictions align with human research from Baymard and Nielsen Norman 86% of the time.
Attention & discussion velocity
Performance
Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement37
Discussion per unit of attention
Editorial read
Scored deterministically. Only candidates that fire a story trigger are sent to a model, so this one has no written angle.
ThinLittle evidence and no strong angle. Nothing to build on yet.
125/8
Timeliness5%100
carried 7%
Trend20%30
carried 27%
Business15%23
carried 20%
Novelty15%21
carried 20%
Story20%0
carried 27%
Not measured · 3 of 8
Revenue10%—
Founder10%—
Cross-platform5%—
Gaps in our data, not findings about the product. Their weight is redistributed across the 5 we did measure.
measuredmeasured, zeronot measured
Full audit →Signal sources
3 of 6 active- Launch tracking2 readings since we picked it up
- AI analysisMarketing
- Comment intelligencethread not yet analysed
- Outside discussionnot checked — domain is a storefront or shared
- Revenue signalsno match on this domain
- Editorial scoring23% evidence coverage
A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.
