Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 30/100, so the next move is to benchmark the weakest pillars before repeating the format.
showcase or expo program agenda analysis
TechCrunch Disrupt
This showcase or expo program in Unknown shows 28 visible agenda rows from techcrunch.com and scores 30/100: a thin but inspectable design signal. The clearest public signals sit in Problem Specificity and Future-of-Work Fit; the main limits are Follow Through and Network Design. Visible mechanisms include Impact evidence, Network design, and Learning transfer. Follow-through or tracking is at least visible enough to inspect, though causal proof still depends on stronger evidence. A practical reading: For a reader, this is a comparison record more than a model to copy: it reads as a showcase or expo program, with the strongest visible signal in problem specificity and future-of-work fit and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to execution quality beyond the public agenda. This page is an original public-evidence analysis, not a copy of the source agenda or an endorsement of the event. The score places the visible agenda in the thin outcome architecture band. The strongest visible pillars are Problem Specificity, Future-of-Work Fit, and Evidence Maturity; the thinnest visible pillars are Follow Through, Network Design, and Learning Transfer. Visible mechanisms include Impact evidence, Network design, and Learning transfer. The extracted agenda preview includes 28 visible rows. The most common formats are Pitch, Break, and Unknown; the most common inferred purposes are Commercial Exchange, Wellbeing, and Deliberation.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?37
Participation Architecture - 37/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
Follow Through?5
Follow Through - 5/100. Owners, dates, commitments, progress checks, and accountability after the room.Missing: Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
Problem Specificity?44
Problem Specificity - 44/100. A clear costly problem, objective, decision, or performance target.
Personalization?29
Personalization - 29/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?16
Network Design - 16/100. Structured weak ties, bridge-building, mixers, and relationship persistence.Missing: Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
Learning Transfer?17
Learning Transfer - 17/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.Missing: Build transfer into the agenda through practice, feedback, job aids, reflection, and 30-90 day use cases.
Evidence Maturity?39
Evidence Maturity - 39/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?44
Future-of-Work Fit - 44/100. Value against time, hybrid reality, accessibility, AI, and meeting load.
Fix the gaps
Field-tested exercises matched to this agenda's weakest pillars, from the exercise library.
Follow Through (5/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Network Design (16/100)
Exercises that strengthen it: Fun Trust-Building Group Game for Team Connection - Izzat... · Exciting Group Trust Activity for Building Confidence... · PFP: September 2005
Learning Transfer (17/100)
Exercises that strengthen it: Team Challenge Activity for Group Problem-Solving: Don't... · Thrilling, Quick Elimination Game to Boost Energy - Match... · Creative Brain Teaser & Fun Geometric Team Puzzle - T-Puzzle
Agenda Preview
The actual agenda we captured. Every block is classified by format and purpose. Open any block to see how we read it; the colored edge shows whether it is participant work, broadcast, logistics, or a showcase.
Room vs wrapper
36 percent of the 28 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventOn the Disrupt Stage , hear the big-picture conversations shaping what’s next in AI, venture, and global tech. Plus, watch Startup Battlefield 200 reveal the breakout startups as top investors judge the breakout startups competing live onstage.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventThe AI in the Real World Stage examines how AI moves from demos to deployment across robotics, manufacturing, defense, and industrial operations.DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all event13 OctoberUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all event14 OctoberUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all event15 OctoberUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventFilter by Session Type Session Type AI AI + Science and Health AI + Hardware AI + Policy Filter by Location Location Breakout Stage Builders Stage Deal Flow Cafe Disrupt Stage Expo Hall Industry Stage - Smart Money Industry Stage- Smart Systems Industry Stage - AI IRL Industry - AIBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventFounders are increasingly expected to compete for capital before they even have a product. At the pre-seed stage, investors are betting on story, conviction, and founder-market fit. This session breaks down how to build credibility before revenue exists so investors will cut that first check.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventTechCrunch’s iconic startup competition is back, as entrepreneurs from around the world pitch expert judges and vie for the Startup Battlefield Cup and $100,000.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventAs AI moves beyond generating content and begins taking action, financial companies are rethinking trust, oversight, and security. Panelists explore how AI agents are changing financial workflows, why transparency and human judgment still matter, and how companies are approaching privacy, fraud prevention, and identity verification in an AI-powered world.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventIn an AI hype cycle, product market fit signals are easier to fake and harder to trust. Founders are mistaking early excitement, usage spikes, and pilot wins for durable traction. This session breaks down what false PMF actually looks like, how investors and operators separate real retention from hype driven adoption, and the signals that indicate whether a company has true pull or just temporary momentum.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventFor decades, fusion has been the energy technology of the future. Now, advances in science, engineering, and private investment are bringing commercial fusion closer to reality. In this session, leaders from Commonwealth Fusion Systems and Helion discuss the breakthroughs driving the industry forward, the challenges that remain, and what it will take to bring fusion power to the grid at scale.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventThe instincts that win when building your first minimum viable product can break you at a billion-user scale. In this fireside, Robby Stein, VP of Product at Google, shares how product decision making changes when every update impacts billions of users. Hear how teams balance speed with trust, and innovation with reliability, at one of the world’s largest product organizations.Fireside ChatDeliberation+
Format · BroadcastFireside ChatA conversational stage format. Engaging to watch, still a broadcast format for the audience.
Evidence basisMediumRead from source
all eventAI is changing the foundations of software, creating new opportunities for developers, startups, and infrastructure companies alike. In this fireside chat, Jeff Lawson, CEO of Inertia, shares lessons from building and scaling technology platforms, what founders are getting right and wrong about the AI transition, and where he sees the biggest opportunities as the software industry enters its next chapter.Fireside ChatDeliberation+
Format · BroadcastFireside ChatA conversational stage format. Engaging to watch, still a broadcast format for the audience.
Evidence basisMediumRead from source
all eventEarly customer acquisition is not about marketing spend, it’s about founder led distribution and relentless execution. Most startups at zero to one do not have budget, brand, or scale, only urgency and creativity. This session breaks down how founders are landing their first customers through community building, product led growth, founder led sales, strategic outbound, and word of mouth momentum.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventSeries A is getting harder, with VCs growing more demanding. For founders planning to raise in the next 1 to 2 years, this session breaks down what “fundable” will actually mean in 2027. Hear how top investors are redefining the metrics, teams, and traction that matter now, what outdated fundraising playbooks no longer work, and how companies can separate from the pack in the next funding cycle.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventThe most transformative physical AI systems in the world do not ship in a sprint. Autonomous vehicles, orbital infrastructure, biological manufacturing, and defense platforms take years of regulatory navigation, government procurement cycles, hardware iteration, and market timing that no pitch deck fully anticipates. Walk away with the frameworks, funding strategies, and organizational disciplines that make it possible to build AI systems on a timescale that most startups are never designed to survive.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventThe frontier is moving faster than any single model can keep up with, and the teams building the most successful AI products are increasingly orchestrating across many models rather than betting on just one. This panel brings together founders and operators at the center of that shift to discuss how they evaluate new models, manage cost and reliability at scale, and architect products that can evolve as quickly as the underlying technology.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventRewriting SaaS: Why AI Breaks the Old Business ModelBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventThe smartest founders today aren’t just building for IPOs, they’re also building for possible acquisitions in mind from day one. As exits shift and capital tightens, understanding M&A early has become a competitive advantage. This session breaks down how founders can create the possibility of such an option through product strategy and partnerships. It delves into how big-dollar startup outcomes actually happen, even for small companies.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventGenerating convincing video is no longer the hard part. The race has moved to real-time inference, physical reasoning, and AI that genuinely understands the world it is rendering rather than just predicting the next pixel. This session brings together the founders building at that frontier to debate where the real breakthroughs are happening, and what becomes possible when the technology crosses from generation into intelligence. Walk away with a clearer view of where this market is going and what it will make possible for every founder building on top of it.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventStartups can go from zero to viral overnight, but sustaining that momentum is a completely different challenge. In this fireside, Zach Yadegari shares how Cal AI navigated rapid growth, product pressure, and the realities of building in a distribution driven market. Hear the lessons behind turning breakout attention into durable retention and long term company building.Fireside ChatDeliberation+
Format · BroadcastFireside ChatA conversational stage format. Engaging to watch, still a broadcast format for the audience.
Evidence basisMediumRead from source
all eventThe grand final of TechCrunch’s iconic startup competition. Watch the final 5 teams from around the world pitch expert judges and vie for the Battlefield Cup and $100,000.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventThe definition of traction has changed. What once took years is now expected in months, and $0 - $10M ARR is increasingly becoming the new early stage baseline. This session breaks down how AI enabled execution, faster distribution, and shifting investor expectations are compressing GTM timelines, and the tactical levers founders need in the first 90 days to accelerate revenue and stand out fast.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventAI may dominate the world of venture, but many enduring companies won’t be those that sell AI models or agents. This session is for founders competing for attention in an AI-obsessed market. Panelists break down what actually matters now: efficient growth, retention, revenue quality, and disciplined execution, and why fundamentals, not hype, still build breakout businesses.PanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventFrom law firms to Fortune 500 companies, AI is rapidly changing how knowledge work gets done. Harvey has emerged as one of the breakout enterprise AI companies of the last two years. Join co-founder and CEO Winston Weinberg for a conversation about how AI is reshaping professional services, what enterprises actually want from AI, and what happens when software starts doing work once reserved for highly trained experts.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventWhat separated the breakout companies from the rest at Disrupt 2026? In this candid debrief, Battlefield judges unpack the trends and founder qualities that stood out in real time, from shifting investor expectations to the narratives that resonated most this year. The conversation will also explore how startup storytelling is evolving and what happens after the spotlight, including the realities of maintaining momentum and surviving the critical 12 months after a major launch, funding round, or Battlefield appearance.PitchCommercial Exchange+
Format · Participant workPitchParticipants present or are directly evaluated, an active rather than a passive format.
Evidence basisMediumRead from source
all eventThis is the week to vote for the breakout and rountable sessions you want on the Disrupt agenda.BreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
all eventFable 5UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 28/100 and verified 29/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a comparison record more than a model to copy: it reads as a showcase or expo program, with the strongest visible signal in problem specificity and future-of-work fit and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to execution quality beyond the public agenda.
Strongest signals: Problem Specificity, Future-of-Work Fit, and Evidence Maturity. Weakest signals: Follow Through, Network Design, and Learning Transfer.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
- Build transfer into the agenda through practice, feedback, job aids, reflection, and 30-90 day use cases.
Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.
Role-Specific Reading +
Sponsor lens
Look beyond exposure. Strong sponsor value would show qualified interaction, problem work, buyer learning, customer evidence, or follow-up. The practical sponsor move is to look for structured introductions, buyer-seller fit, and relationship persistence.
Designer lens
The agenda is useful as a pattern sample from techcrunch.com. Redesign attention should go first to the lowest-scoring pillars; in practice, turn the thinnest agenda blocks into participant work.
Executive lens
Treat the visible agenda as an operating plan. The executive move is to require owners, dates, and evidence before treating the event as strategic. If owners, proof, and follow-through are not visible, the public record does not yet prove strategic movement.
Aggregator lens
Treat the source URL as evidence, not decoration. The data-product move is to label the source boundary clearly before ranking the record before ranking or syndicating the record.
What GES Means Here +
The Gathering Effectiveness Score is a strict 0-100 public-evidence reading of the agenda across eight pillars. It rewards visible participant work, follow-through, transfer, network design, and proof mechanisms more than polish, speaker fame, attendance, or satisfaction.
Visible mechanisms: Impact evidence, Network design, Learning transfer.
Evidence boundary: Scores reflect visible agenda/source evidence and should not be read as proof of causal event impact.
Limitations, Score Caps, and Review Flags +
Limitations
- No baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- No additional public review flags.
Is this proof the event worked? +
No. This is a strict public-evidence reading of the agenda. Proof would require baseline, comparison, follow-up, attribution, and impact evidence beyond the listing.
What should a reader inspect first? +
Start with the source URL, then compare the eight pillar scores against the agenda rows. The biggest opportunities usually sit in follow-through, evidence maturity, and participant work.
Why publish weak records? +
Weak records are part of the map. They show where public agendas still describe sessions and speakers more often than outcomes, commitments, transfer, or proof.
How should I use the rows? +
Read the agenda rows as the visible design trace: formats, purposes, and evidence labels show what the public source made inspectable, not everything that happened in the room. This is a source-grounded interpretation of the public agenda record, not a copy of the source, and not an endorsement of the event.
Embed the verified badge +
This record is in the hand-verified gold set. Copy the snippet below to embed the verified badge on your own site.
<a href="https://unitedwetransform.com/events/evt_2026_techcrunch_disrupt_techcrunch_com"><img src="https://unitedwetransform.com/badge/ges-verified.svg" alt="GES verified by United We Transform" height="40"></a>Where To Go Next
Compare this agenda against other Unknown events scored on the same eight pillars.