C
Evidence Grade C
Use with Hedging
Current
28%
28% -- conversion rate improvement for leads exposed to adaptive workflows vs static workflows (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
28%
Unit
Percentage
Data Vintage
2026
Entity
Geography
Global
Evidence Quality
C
Moderate quality evidence
Useful directional data with some methodological gaps. Treat as indicative rather than definitive -- corroborate before citing in formal research.
Single source - not yet corroborated
Score breakdown
Extraction
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Propuls'Lead
Primary
Tier A
https://propulslead.com/post/ia-adapte-workflows-marketing-temps-reel-comportement-chaque-lead/ ↗
Source Article
Comment l'IA adapte vos workflows marketing en temps réel selon le comportement de chaque lead
Le marketing automation a longtemps reposé sur une promesse simple : si tu fais X, je fais Y. Une promesse qui a tenu tant que les parcours d’achat restaient linéaires et que les segments étaient larges. Mais les acheteurs B2B de 2026 ne parcourent plus le tunnel d’achat dans l’ordre. Ils zigzaguent…
Original Research
Propuls'Lead
· Original study ↗
Methodology
Range provided, midpoint used
Methodology documented
Segmentation
IndustryMarTech
RegionGlobal
RoleAll marketers
Channelemail
Cite this stat
Suggested hedging: According to limited, single-source data, based on claims without stated methodology, with unverified sample sizes...
Plain Text
leads exposed to adaptive workflows vs static workflows: 28% conversion rate improvement. Source: Propuls'Lead (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ia-adaptive-workflows-marketing-conversion-rate-improvement
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<blockquote cite="https://lighthousedata.io/data/ia-adaptive-workflows-marketing-conversion-rate-improvement" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>28%</strong> -- conversion rate improvement for leads exposed to adaptive workflows vs static workflows<br><small>Source: Propuls'Lead (2026) · <a href="https://lighthousedata.io/data/ia-adaptive-workflows-marketing-conversion-rate-improvement" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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