Manny Antoine

I ship autonomous outbound systems. TypeScript and Supabase behind Clay, where an LLM proposes signals and deterministic code verifies every claim at its source before anything gets written. Studying right now: pushing past single-table workflows into large-scale enrichment, HTTP requests in and out of Clay, and connecting Clay to custom builds. Happy to swap notes on caging AI output so it can't fabricate, temporal honesty in copy, and creative sourcing when the obvious list is the wrong list.

Skill map

6 Clay use cases proven. Tap or hover one to see the proof and what it is built from.

Proof levelsCertified by ClayVerified workShared, in review

Phase 1

Crawl

Clean, scored data you can trust

1 proven

Phase 2

Walk

Automations that run without you

4 proven

Phase 3

Run

Signals and reps working the same system

1 proven

Data foundation

Reachable accounts and contacts, lower tool spend

Crawl

Account and lead scoringVerified

Account and lead scoringVerified

Proof on file

• Graded assignment🚦Prompt 5: Signals & IntentAug 2026

Building blocks6 of 6 proven

Sourcing

• First-party data and CRM lookup

Enrichment

• Account enrichment
• AI research with Claygent
• Signals

Logic

• Fit and intent scoring

Activation

• CRM writeback

Walk

TAM sourcingVerified

TAM sourcingVerified

Proof on file

• DiplomaAlpha Forge Cohort 3 diplomaSep 2026
• Graded assignment🧮 Prompt 8 - Portfolio Pt. 2: Segment strategicallyAug 2026
• Graded assignment🌍 Prompt 7 - Portfolio Pt. 1: Build the ListAug 2026

Building blocks7 of 7 proven

Sourcing

• Company search and TAM

Enrichment

• Account enrichment

Logic

• ICP and campaign brief
• Suppression and exclusions
• Normalization and dedupe
• Fit and intent scoring

Activation

• CRM writeback

Research at scaleVerified

Research at scaleVerified

Proof on file

• DiplomaAlpha Forge Cohort 3 diplomaSep 2026

Building blocks5 of 5 proven

Sourcing

• First-party data and CRM lookup

Enrichment

• AI research with Claygent
• Signals

Logic

• Normalization and dedupe

Activation

• CRM writeback

Grow pipeline

Outreach volume, reply rate and speed to lead

Walk

Automated outboundVerified

Automated outboundVerified

Proof on file

• Graded assignment🔥 Prompt 9 - Portfolio Pt. 3: Make it fireSep 2026

Building blocks9 of 9 proven

Sourcing

• Contact search and buying committee

Enrichment

• Contact enrichment
• AI research with Claygent

Logic

• ICP and campaign brief
• Suppression and exclusions
• Fit and intent scoring
• AI copywriting

Activation

• Outbound delivery

Operate

• Credit economics

Performance marketingVerified

Performance marketingVerified

Proof on file

• Graded assignment📡 Prompt 4: AudiencesAug 2026

Building blocks8 of 8 proven

Sourcing

• First-party data and CRM lookup
• Contact search and buying committee

Enrichment

• Contact enrichment

Logic

• ICP and campaign brief
• Suppression and exclusions
• Lists and audience segments

Activation

• Ad audience sync

Operate

• Measurement

Run

Signal-based outboundVerified

Signal-based outboundVerified

Proof on file

• DiplomaAlpha Forge Cohort 3 diplomaSep 2026

Building blocks9 of 9 proven

Sourcing

• Contact search and buying committee

Enrichment

• Signals
• Contact enrichment

Logic

• Suppression and exclusions
• Fit and intent scoring
• AI copywriting
• Functions and Workflows

Activation

• Outbound delivery

Operate

• Idempotency and recovery

Building blocks

20 proven. The Clay skills every use case is made of. Tap or hover a use case to see its recipe.

See all 20

Sourcing3Where records come from

Enrichment4What you learn about them

Logic7What you decide

Activation3Where the decision lands

Operate3Why it keeps working

Credentials

Issued by Clay. Anyone can verify the ID.

Alpha Forge Cohort 3 diplomaAlphaForge

Cohort completed, every submission graded

Sep 2026 · CC-DIP-CD543945Verify

0.1% of the Clay community hold this0.1%of the Clay community hold thisOut of 59,000 people

AI Skills Cohort 4

Cohort graduate, from Clay's cohort records

Graduated 5 Dec 2025

Teams I've built for

Stryker