MainClava · OpenClaw @ GitHub
Event intelligence · lnrapid + keyed Exa Search

Founder-heavy AI crowd, with a deep engineer layer.

Found the Exa key, stored it safely, and ran keyed Exa Search across the attendee LinkedIn targets. Using high-confidence exact/handle matches, unclear dropped from 508 to 213.

894Luma attendees
882with LinkedIn
109+556lnrapid + Exa high-confidence
681classified confidently
Exa Search API key is valid. Websets MCP was tested too, but this Exa team lacks Websets API access on the current plan, so the enrichment used keyed Search API with match-quality scoring. API audit: 552 exact/handle, 171 name-only, 21 weak, 7 likely wrong.

Role breakdown

Updated with lnrapid + keyed Exa Search. No database writes were made.

Founders / execs / investors
465
52.0% of all · 68.3% of classified
Engineers / technical
199
22.3% of all · 29.2% of classified
Business / GTM / ops
7
0.8% of all · 1.0% of classified
Product / design / community
3
0.3% of all · 0.4% of classified
Students / junior
7
0.8% of all · 1.0% of classified
Still unclear / not high-confidence
213
23.8% of all

Data status

What changed after using the Exa key and strict match-quality.

Coverage

  • 882/894 have LinkedIn URLs.
  • 109 successful lnrapid enrichments before RapidAPI rate/credit limit.
  • 556 high-confidence Exa Search profile matches.
  • 168 low-confidence Exa name-only matches were not counted in headline percentages.
  • Remaining unclear/not high-confidence: 213.

Current read

  • Classified profiles: 681.
  • Founders/execs/investors: 465.
  • Engineers/technical: 199.
  • Students/junior: 7.
  • Unclear/not high-confidence: 213.

Inside the 465 founder / exec / investor bucket

This parent bucket was intentionally broad. Split below separates explicit founder/investor/exec signals from ambiguous leadership-like matches. Explicit sub-signals: 321; ambiguous/no explicit founder-exec signal: 144.

Technical founder
110
23.7% of parent bucket
Founder + investor/accelerator signal
61
13.1% of parent bucket
Founder / operator (explicit founder)
52
11.2% of parent bucket
Investor / VC / accelerator
35
7.5% of parent bucket
Technical executive
29
6.2% of parent bucket
Advisor / consultant
17
3.7% of parent bucket
Product / GTM / strategy exec
10
2.2% of parent bucket
General exec / leadership
7
1.5% of parent bucket
Ambiguous/no explicit founder-exec signal
144
31.0% of parent bucket

Subcategory examples

Examples are high-confidence profile matches; labels are heuristic and should be used for navigation, not CRM truth.

People to spot tonight

High-signal names from Luma + lnrapid + Exa exact/handle matches. ✦ marks enriched/search-supported examples below.

Alex VoronovichAlex Voronovich LinkedIn: avoronovich Published: 2026-04-08T04:36:41.000Z Highlights: # Alex Voronovich Founder | Fintech Product Creator | Engineer | Forbes Council Member CEO AFounders / execs / investors · exa_high AaishikaPM - Developer Relations @ QualcommEngineers / technical · lnrapid Aaksha MeghawatFounder @ Kashikoi (YC) | Ex-Moveworks | Apple | CMUFounders / execs / investors · lnrapid AbbyBuilding intelligence for chip design @Chipchop, backed by Berkeley SkyDeck | AntlerFounders / execs / investors · lnrapid AbhinandEngineering at GoogleEngineers / technical · lnrapid Abi RaghuramCo-Founder & CTO | CodeIntegrityFounders / execs / investors · lnrapid Abril BenhumeaCo-founder & Director, Open Finance Strategy & Ecosystem PartnershipsFounders / execs / investors · lnrapid Adam DaumFounder, WestStack | Secure AI workflow tools for wealth managers & family officesFounders / execs / investors · lnrapid Ada WuIncoming @ Google | Prev @ Cisco & Accenture | Prev AI/ML Fellow @ MIT | CS & Entrepreneur @ TuftsFounders / execs / investors · lnrapid Aditya VellankiCo-Founder, AssemblrFounders / execs / investors · lnrapid Aida PourshiraziFull-Stack Communications Engineer | RF & Satellite → Cloud → Realtime AI | Building the Intelligence Layer of Connected InfrastructureFounders / execs / investors · lnrapid Akshat Kumar Singhperpetual builder | UC San DiegoFounders / execs / investors · lnrapid Alan GurungCEO, Advisory AI - AI assistants for financial advisers and paraplanners | Get started freeFounders / execs / investors · lnrapid Alek KarpFounder | Ex-Amazon & Google ProjectsFounders / execs / investors · lnrapid AlexBuilding in AI • ex Apple & startups • Interested in Strategy, Growth, and ProductFounders / execs / investors · lnrapid Alexander KomyaginFounder | Ex-Product at MongoDB | MBA | Non-profit BoDFounders / execs / investors · lnrapid Alex NewmanFounder @ Claude-Mem.aiFounders / execs / investors · lnrapid aliceeeUX Research & Human Factors | AI + Hardware + Software | MIT Media Lab AlumEngineers / technical · lnrapid Ali KhanConsulting & Delivery Leadership | Architecture | Agentic AI and ApplicationsEngineers / technical · lnrapid Amanda HuaArchitecting & building real-world AI systems inside businesses | Platform transformation → decision systems | ex-PayPal, Apple, Ripple, RivianEngineers / technical · lnrapid Amitabh DasFounder @AgentOS | Agentic AI | Machine Learning | CS @Northeastern UniversityFounders / execs / investors · lnrapid AnaOpen Source Project Manager at Linux Foundation | MSc in Data ScienceEngineers / technical · lnrapid Andrea OrruSenior Software Engineer at GoogleFounders / execs / investors · lnrapid Andrea PintoFounder CEO @ Notte | AI Research MITFounders / execs / investors · lnrapid Andre Woodley JrFull Stack Software Engineer | YC FounderFounders / execs / investors · lnrapid Andrew Qu▲ Vercel | no skill issuesFounders / execs / investors · lnrapid andrew van beekCEO and Co-Founder at KeyboardFounders / execs / investors · lnrapid AngelSEO @ FOX | Building Serql.ioFounders / execs / investors · lnrapid Angela KadonFintech Investor @ VisaFounders / execs / investors · lnrapid Angie JonesVP Engineering, AI Tools & Enablement of Block, Inc. GitHub Star, Java Champion, IBM Master Inventor.Founders / execs / investors · lnrapid

Examples by bucket

Quick calibration. ✦ means the bucket is supported by lnrapid or high-confidence Exa text.