Data Risks & False PositivesWhile powerful, Signal Data is not flawless. Be aware of these common traps:
- The "Bad News" Spike: A company can achieve a Trend Score of +9.0 because of negative press (e.g., a lawsuit or layoff announcement). Always check the news context using an Account Research Template before reaching out.
- The Zombie Unicorn: A company might have a great Rank (e.g., #500) but a Trend Score of -2.0 for months. This indicates a legacy giant that is slowly losing relevance—often a difficult sales target.
Mastering Crunchbase data is a necessary step, but it is not the whole picture. You can filter for companies with a "Trend Score of 8.0-9.0" all day, but if you are selling a generic agency service to a founder who just got bombarded by 500 other "Trend Score" hunters, your email reply rate will be zero.
You can have perfect execution here, but if your other variables (Offer, Strength, Market Timing) are weak, your probability of hitting $10k MRR remains near 0%. High Trend Scores indicate competition as much as they indicate budget. The real money is often found in the "Boring Growth" companies (Rank 20-80k, Trend Score 1.5-3.0)—companies growing quietly without the massive target on their back. Use the data to disqualify the zombies, not just to chase the hype.
Fix your foundation before you launch.