Best-in-class collection
Records with the strongest visible evidence maturity.
Collections are ranked from visible agenda and source evidence.
This action-oriented convening in Public Sector / Policy / Civic shows 80 visible agenda rows from smartcityexpo.com and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Evidence Maturity and Learning Transfer; the...
Source: smartcityexpo.com
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from aiforgood.itu.int and scores 44/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow Through and...
Source: aiforgood.itu.int
This action-oriented convening in Public Sector / Policy / Civic shows 80 visible agenda rows from smartcityexpo.com and scores 44/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through...
Source: smartcityexpo.com
This broadcast-heavy conference in Technology / AI / Startup shows 71 visible agenda rows from hive2026.sched.com and scores 42/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow Through...
Source: hive2026.sched.com
This mixed-format event agenda in Business / Finance / Marketing shows 49 visible agenda rows from informaconnect.com and scores 40/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow...
Source: informaconnect.com
This broadcast-heavy conference in Technology / AI / Startup shows 50 visible agenda rows from aes2026automotiveaudio.sched.com and scores 40/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are...
Source: aes2026automotiveaudio.sched.com
This broadcast-heavy conference in Technology / AI / Startup shows 50 visible agenda rows from aes2026automotiveaudio.sched.com and scores 40/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are...
Source: aes2026automotiveaudio.sched.com
This action-oriented convening in Technology / AI / Startup shows 79 visible agenda rows from aes26.sched.com and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits are Follow Through and Participation...
Source: aes26.sched.com
This action-oriented convening in Technology / AI / Startup shows 46 visible agenda rows from ecesummit2027.sched.com and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow Through and...
Source: ecesummit2027.sched.com
This action-oriented convening in Technology / AI / Startup shows 72 visible agenda rows from aiforgood.itu.int and scores 34/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through and Learning...
Source: aiforgood.itu.int
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from conference.iste.org and scores 54/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main...
Source: conference.iste.org
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from event.ascd.org and scores 52/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits...
Source: event.ascd.org
This showcase or expo program in Business / Finance / Marketing shows 27 visible agenda rows from informaconnect.com and scores 36/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Follow Through and...
Source: informaconnect.com
This action-oriented convening in Education / Training / Career shows 78 visible agenda rows from lfp.learningforward.org and scores 59/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Future-of-Work Fit...
Source: lfp.learningforward.org
This broadcast-heavy conference in Nonprofit / Social Impact shows 19 visible agenda rows from impactweek.eu and scores 45/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through and...
Source: impactweek.eu
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from aiforgood.itu.int and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits are Network Design and...
Source: aiforgood.itu.int
This action-oriented convening in Technology / AI / Startup shows 65 visible agenda rows from aiforgood.itu.int and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Learning Transfer and Follow...
Source: aiforgood.itu.int
This action-oriented convening in Technology / AI / Startup shows 62 visible agenda rows from aiforgood.itu.int and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Learning Transfer and...
Source: aiforgood.itu.int
This action-oriented convening in Trade Show / Expo shows 78 visible agenda rows from sophe2026.eventscribe.net and scores 56/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Participation Architecture; the...
Source: sophe2026.eventscribe.net
This mixed-format event agenda in Technology / AI / Startup shows 79 visible agenda rows from 2026badgesummit.sched.com and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow...
Source: 2026badgesummit.sched.com
This broadcast-heavy conference in Trade Show / Expo shows 75 visible agenda rows from 2026chi.eventscribe.net and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main limits are Follow Through and...
Source: 2026chi.eventscribe.net
This mixed-format event agenda in Technology / AI / Startup shows 30 visible agenda rows from hmpglobalevents.com and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Participation Architecture; the main limits are Follow...
Source: hmpglobalevents.com
This broadcast-heavy conference in Education / Training / Career shows 38 visible agenda rows from olc.secure-platform.com and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits are Follow...
Source: olc.secure-platform.com
This broadcast-heavy conference in Technology / AI / Startup shows 80 visible agenda rows from learningtechnologies.co.uk and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Problem Specificity; the main limits are Follow...
Source: learningtechnologies.co.uk
This broadcast-heavy conference in Trade Show / Expo shows 80 visible agenda rows from 2026chi.eventscribe.net and scores 43/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Evidence Maturity; the main limits are Follow Through and...
Source: 2026chi.eventscribe.net
This broadcast-heavy conference in Technology / AI / Startup shows 44 visible agenda rows from events.engageforgood.com and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow Through and...
Source: events.engageforgood.com
This technology ai startup agenda in Technology / AI / Startup shows 17 visible agenda rows from events.atlassian.com and scores 37/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Personalization; the main limits are Follow Through and Network...
Source: events.atlassian.com
This trade show expo agenda in Technology / AI / Startup shows 31 visible agenda rows from intelligentautomation-conference.com and scores 36/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through...
This broadcast-heavy conference in Technology / AI / Startup shows 37 visible agenda rows from iottechexpo.com and scores 32/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Follow Through and Participation...
Source: iottechexpo.com
This broadcast-heavy conference in Technology / AI / Startup shows 35 visible agenda rows from edgecomputing-expo.com and scores 32/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Follow Through and...
Source: edgecomputing-expo.com
This broadcast-heavy conference in Technology / AI / Startup shows 28 visible agenda rows from intelligentautomation-conference.com and scores 32/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Follow...
This broadcast-heavy conference in Technology / AI / Startup shows 28 visible agenda rows from intelligentautomation-conference.com and scores 30/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow...
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from aiforgood.itu.int and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Personalization and Follow...
Source: aiforgood.itu.int
This action-oriented convening in Unknown shows 52 visible agenda rows from nlbha.org and scores 57/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Participation Architecture and Learning Transfer; the main limits are Follow...
Source: nlbha.org
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from aiforgood.itu.int and scores 37/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Network Design and...
Source: aiforgood.itu.int
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from aiforgood.itu.int and scores 39/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Participation Architecture; the main limits are Network Design and...
Source: aiforgood.itu.int
This action-oriented convening in Technology / AI / Startup shows 80 visible agenda rows from aiforgood.itu.int and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits are Network Design and...
Source: aiforgood.itu.int
This action-oriented convening in Technology / AI / Startup shows 76 visible agenda rows from aiforgood.itu.int and scores 37/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Learning Transfer; the main limits are Network Design and...
Source: aiforgood.itu.int
This action-oriented convening in Education / Training / Career shows 75 visible agenda rows from ahead.org and scores 58/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Future-of-Work Fit; the main limits...
Source: ahead.org
This action-oriented convening in Nonprofit / Social Impact shows 77 visible agenda rows from peakgrantmaking.org and scores 54/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main...
Source: peakgrantmaking.org
This applied learning or working session in Technology / AI / Startup shows 32 visible agenda rows from chiefexecutive.net and scores 51/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Participation...
Source: chiefexecutive.net
This broadcast-heavy conference in Technology / AI / Startup shows 80 visible agenda rows from safety.assp.org and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Personalization; the main limits are Follow Through and...
Source: safety.assp.org
This broadcast-heavy conference in Health / Wellness / Sports shows 62 visible agenda rows from conference-board.org and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow Through...
Source: conference-board.org
This action-oriented convening in Academic / Research / Science shows 57 visible agenda rows from pulmonologyconference.com and scores 42/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Evidence Maturity; the main limits are Network...
Source: pulmonologyconference.com
This broadcast-heavy conference in Technology / AI / Startup shows 80 visible agenda rows from date21.date-conference.com and scores 41/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Future-of-Work Fit; the main limits are Follow...
Source: date21.date-conference.com
This broadcast-heavy conference in Culture / Media / Festival shows 49 visible agenda rows from convention.bio.org and scores 40/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Evidence Maturity and Personalization; the main limits are Follow Through and...
Source: convention.bio.org
This broadcast-heavy conference in Technology / AI / Startup shows 38 visible agenda rows from datacenterworld.com and scores 40/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main limits are Follow Through...
Source: datacenterworld.com
This broadcast-heavy conference in Technology / AI / Startup shows 38 visible agenda rows from datacenterworld.com and scores 40/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Problem Specificity; the main limits are Follow Through...
Source: datacenterworld.com
This action-oriented convening in Health / Wellness / Sports shows 69 visible agenda rows from public-health.magnusconferences.com and scores 39/100: a thin but inspectable design signal. The clearest public signals sit in Learning Transfer and Personalization; the main limits are Follow Through...
This action-oriented convening in Technology / AI / Startup shows 64 visible agenda rows from aiforgood.itu.int and scores 31/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Problem Specificity; the main limits are Network Design and...
Source: aiforgood.itu.int
This broadcast-heavy conference in Culture / Media / Festival shows 77 visible agenda rows from convention.bio.org and scores 28/100: a weak visible outcome architecture. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through and...
Source: convention.bio.org
This broadcast-heavy conference in Culture / Media / Festival shows 53 visible agenda rows from convention.bio.org and scores 28/100: a weak visible outcome architecture. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through and...
Source: convention.bio.org
This action-oriented convening in Academic / Research / Science shows 80 visible agenda rows from aacr.org and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits...
Source: aacr.org
This action-oriented convening in Academic / Research / Science shows 80 visible agenda rows from aacr.org and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits...
Source: aacr.org
This applied learning or working session in Technology / AI / Startup shows 34 visible agenda rows from neurips.cc and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Participation Architecture...
Source: neurips.cc
This applied learning or working session in Technology / AI / Startup shows 34 visible agenda rows from neurips.cc and scores 50/100: a promising public-evidence design, still below the strong-evidence threshold. The clearest public signals sit in Learning Transfer and Participation Architecture...
Source: neurips.cc
This action-oriented convening in Academic / Research / Science shows 56 visible agenda rows from aacr.org and scores 49/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow Through and...
Source: aacr.org
This action-oriented convening in Academic / Research / Science shows 71 visible agenda rows from aacr.org and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Learning Transfer and Future-of-Work Fit; the main limits are Problem Specificity and...
Source: aacr.org
This action-oriented convening in Health / Wellness / Sports shows 80 visible agenda rows from aacom.org and scores 48/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow Through and Problem...
Source: aacom.org
This action-oriented convening in Academic / Research / Science shows 80 visible agenda rows from aacr.org and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Learning Transfer; the main limits are Follow Through and...
Source: aacr.org
The site is built for readers first: plain terms, source links, visible limitations, and role-specific next steps.
Source pages or agenda slices captured from public event sites. One large event may produce several records.
Deduplicated clusters that gather related agenda, day, track, session, and source pages for one event.
The Gathering Effectiveness Score: a strict 0-100 public-evidence reading of visible outcome architecture, not an award or causal proof claim.
The source URL is the evidence trail. Open it before using a record for decisions, sponsorship, research, or comparison.
The same corpus answers different questions depending on whether you own, fund, design, sponsor, or package events.
Benchmark the agenda before the budget is locked.
SponsorsROIInspect whether the agenda creates qualified movement, not just visibility.
Event designersDesignTurn passive blocks into participant work and proof loops.
CEOsFundRequire outcomes, owners, and follow-through before another big room.
Data partnersDataTurn public event listings into agenda intelligence.
Records with the strongest visible evidence maturity.
By public corpus fields: scores, mechanisms, quality tiers, and agenda evidence flags.