Interactive demo — sample company dataEngine running
Company model
The engine’s evolving beliefs about Loopdesk, backed by evidence, confidence, and active learning.
Key beliefs
- Product-led activation is our strongest driver of qualified pipeline.Confidence 82%
- Outbound with personalization outperforms outbound at scale.Confidence 71%
- Pricing anchored on ROI delivers higher win rates.Confidence 66%
View all beliefs Unresolved assumptions & proposed tests
Assumption
Paid social CAC efficiency predicts good customer quality.
Proposed test
Holdout by channel with 90-day quality outcome.
Assumption
Personalized outbound scales without quality drop.
Proposed test
Scale personalized outbound 10x and measure quality.
Top contradiction
Paid social looks efficient in-platform, but drives worse downstream customer quality.
Meta AdsTikTok AdsLower quality What the engine is doing
- Running holdout test on paid social vs. other channelsRunning2h ago
- Segmenting cohorts by channel to compare qualityRunning4h ago
- Building quality score model for paid social cohortsRunning6h ago
Knowledge compounding
+20%+10%0%
Apr 1Apr 15May 1May 15Jun 1