Everyone claims multi-touch attribution is messy, but we needed to figure out where our sales team should actually spend time. So we tracked every interaction across 340 closed deals over six months.

The Data Collection

We logged every email, call, LinkedIn message, demo, and follow-up. Each deal averaged 11 touches before close. Our average sales cycle was 47 days for deals under $50,000 and 93 days above that threshold.

The assumption was that personalized video messages and detailed case studies drove conversions. The data showed something else entirely.

What Moved Deals Forward

Phone calls within 90 minutes of form submission had a 34% connection rate versus 12% for calls made the next day. Deals with a technical demo in the first week closed at 2.3 times the rate of those where demos happened later.

Surprisingly, our elaborate nurture sequences had minimal impact. Only 8% of closed deals engaged with more than two nurture emails. The valuable touches were direct responses to specific questions, especially around implementation timelines and integration requirements.

Case studies mattered, but only when sent in response to specific objections, not as general credibility builders. The insight changed how we structure our outbound motions and where reps invest effort during different deal stages.