Demo Improving Analyst
▶ YouTube @@demoimprove · 𝕏 @@democlash → one entity
updated 18 Oct 2026
Influencers can't pay to change or remove this — formula-driven, evidence-only. How we make money →
every claim below is sourced — follow any link for the receipt
Layer 1 · Facts
how we measure → · 18 Oct 2026
Layer 3 · Independently-tracked public call record
RECENT · last 12 mo
3 / 3 calls hit
57% (CI 35%–77%) · +3.0% vs benchmark
ALL-TIME
4 / 6
↗ improving
tracked by us, not "verified" · methodology →
Few effective calls (Neff 5.7, below our display minimum) — treat the rate as provisional.
Evidence · recent calls
"My 2 call from 2026-04-23."
▶ watch · 23 Apr 2026 · +14.0% · +8.0% vs benchmark
"My 3 call from 2026-04-18."
▶ watch · 18 Apr 2026 · +11.0% · +6.0% vs benchmark
"My 4 call from 2026-04-13."
▶ watch · 13 Apr 2026 · +9.0% · +5.0% vs benchmark
"My 2 call from 2025-04-23."
▶ watch · 23 Apr 2025 · -10.0% · -6.0% vs benchmark
"My 3 call from 2025-04-18."
▶ watch · 18 Apr 2025 · -7.0% · -4.0% vs benchmark
"My 4 call from 2025-04-13."
▶ watch · 13 Apr 2025 · +8.0% · +3.0% vs benchmark
Based on 6 verified calls from 1 videos · updated 18 Oct 2026