Luca Barberis

How long from first touch to conversion?

№ 171 · Time-to-conversion distribution

01

Definition

MetricElapsed time from first recorded touch to conversion, as a distribution rather than an average

Unitdays, plotted as a histogram or cumulative distribution

Histogram of days from first touch to conversion. Long tail means brand-building; short means direct-response. Build from first-touch to convert timestamps per converter. Mode informs nurture campaign timing. Example: 18% D1 convert, 28% D7, 32% D30, long tail at D90+.

D1
Day 1 retention. Share of a signup cohort returning the day after install or signup.
D7
Day 7 retention. Share of a signup cohort returning on the seventh day after install or signup.
D30
Day 30 retention. Share of a signup cohort returning on the thirtieth day after install or signup.
02

Benchmarks

Bottom 30%MedianTop 30%
A right tail extending past 2x the median with a meaningful share of revenue inside it, or a distribution with no mode at allB2B SaaS 192 to 272 days from anonymous first touch to closed won; enterprise deals above $250K average 192 days; DTC and ecommerce journeys typically resolve in days rather than monthsNot a faster-is-better metric; the useful reading is a distribution with a visible mode and a bounded tail rather than a long flat right tail

B2B SaaS journeys tracked on marketing attribution platforms, Dreamdata aggregated platform data, plus Ebsta and Pavilion 2024 for enterprise deal cycles; measured from anonymous first touch, not from opportunity creation · The 192-day and 272-day figures come from the same vendor on different cuts and different periods, so the gap is definitional rather than a market shift. First touch measured from anonymous web activity produces a much longer cycle than first touch measured from a form fill, and most CRM-based cycle-length reports use the latter, which is why internal numbers are usually shorter than these benchmarks. The Ebsta and Pavilion figure is 2024 vintage. No comparable large-sample distribution exists for DTC, so the ecommerce row is directional only.

By category
CategoryBottom 30%MedianTop 30%
B2B SaaS, all deal sizes, first touch to wonover 365 days192 to 272 daysunder 150 days
Enterprise B2B, deals above $250Kover 300 daysapprox. 192 daysunder 150 days
03

When it looks bad

The distribution has two separate peaks rather than one, with a cluster converting inside a fortnight and a second cluster months later, meaning two different buying motions are being averaged into one number that describes neither.

Mode one at 11 days holding 40% of conversions, mode two at 190 days holding 35%, reported as a 96-day average that matches almost no actual deal.

04

What to do about it

  • Split the histogram by segment or motion the moment a second mode appears; a bimodal distribution is almost always self-serve versus sales-assisted or SMB versus enterprise, and a single median across both will misprice both the nurture cadence and the sales capacity plan.
  • Set the attribution lookback from the 90th percentile of this distribution rather than from a platform default; with journeys averaging 272 days in the Dreamdata panel, a 30 or 90-day window will attribute a large share of revenue to whichever channel happened to be last.
  • Use the tail to size the nurture programme, not the median; if a quarter of revenue sits beyond twice the median, that revenue needs a content and lifecycle sequence measured in months, and buyers consume approx. 13 content pieces before first sales contact.
  • Report the distribution alongside touchpoint count per deal; 222 to 266 tracked touchpoints across a journey that long means the question is which touches compound rather than how many there are.
05

Sources

  1. DreamdataB2B Customer Journey benchmarks · 2025 · Dreamdata platform data across B2B SaaS accounts, LinkedIn Ads Benchmarks Report cut Average 272 days from first touch to revenue; a deal is influenced by an average 76 touchpoints across 3.7 channels dreamdata.io ↗
  2. DreamdataB2B go-to-market benchmarks · 2026 · aggregated Dreamdata platform data across B2B customer journeys Average B2B customer journey 192 days from anonymous first touch to closed won; large companies average 29 sessions in the buying cycle against 35 for mid-sized dreamdata.io ↗
  3. Dad's Growth LabB2B Buyer Journey Statistics (2026): 44 Sourced Benchmarks · 2026 · compilation citing Ebsta and Pavilion 2024, Salesforce State of Marketing 2024, HubSpot State of Sales 2024, G2 Buyer Behavior 2024 Enterprise deals above $250K average 192 days from first touch to closed won per Ebsta and Pavilion 2024; buyers consume approx. 13 content pieces before first sales contact dadsgrowthlab.com ↗
  4. SyncGTMHow Many Touch Points Before a Sale? 2026 B2B Guide · 2026 · HockeyStack 2024 pipeline benchmark data plus RAIN Group outreach research Full buyer journey 222 to 266 tracked touchpoints, up 19.8% from 2023 to 2024; SMB deals close in 5 to 12 direct touches, mid-market 15 to 30, enterprise 250+ syncgtm.com ↗
  5. 4M Digital ConsultingThe Average Buyer Now Needs 6 Touchpoints Before They Convert · 2026 · Forrester 2026 State of Business Buying and Gartner March 2026 buyer survey Typical B2B buying decision now involves 13 internal stakeholders and 9 external influencers; 67% of B2B buyers prefer a rep-free experience and 45% used AI tools during a recent purchase 4mdigitalconsulting.com ↗
  6. MarqeableMarketing-Sourced Pipeline Benchmarks for B2B SaaS (2026) · 2026 · synthesis of Benchmarkit 2025 B2B Marketing Benchmarks with Emergence Capital, Ebsta x Pavilion GTM benchmarks and practitioner estimates Practitioner median 25 to 50%, PLG and inbound-led up to 60 to 80%, enterprise outbound roughly 15 to 35%; win rates run 19 to 21% per Ebsta x Pavilion marqeable.com ↗
  7. The Pedowitz GroupRevenue Marketing Benchmarks for B2B: What Good Looks Like in 2026 · 2026 · TPG work with 1,500+ B2B companies, supplemented with 2025 to 2026 HubSpot, Gartner and Forrester research Average across B2B at all maturity stages is 20 to 30% of pipeline sourced by marketing; mature stage 40 to 55%; below 15% marketing is operating as a cost centre pedowitzgroup.com ↗