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Clay is a spreadsheet. Deepline is a command.

Clay is a visual workflow builder where data lives in their tables. Deepline is a CLI where your enrichment pipeline is a shell command — version-controlled, reproducible, and runnable by your agent. Same providers. No row caps. Your own database.

0
Row limits on Deepline
50K
Row cap per Clay table
1 cmd
Deepline pipeline — version-controlled
15+
Clay formula columns for the same workflow

The real difference

Your workflow is a command, not a spreadsheet

In Clay, a waterfall enrichment workflow means 15 formula columns, manual fallback logic, and a UI that crashes on large tables. In Deepline, the same workflow is one shell command: version-controlled, reproducible, shareable across clients, and runnable by your agent.

Clay workbook

Manual fallback logic spread across a stack of formula columns.

Apollo match
PDL match
Hunter finder
Email parse
Validation
Score lead

15+ columns

Manual spreadsheet wiring

Deepline command

The same workflow as one reproducible command with clear fallbacks.

deepline enrich --input leads.csv \

--with-waterfall "email" \

--with 'apollo=apollo_people_match:...' \

--with 'pdl=peopledatalabs_enrich_contact:...' \

--end-waterfall \

--with 'verify=leadmagic_email_validation:...'

1 command

Version-controlled pipeline

Left: fifteen Clay formula columns. Right: the same waterfall as one deepline enrich command.
# Deepline: one command replaces 15 Clay formula columns
deepline enrich --input leads.csv --output enriched.csv \
--with-waterfall "email" \
--with '{"alias":"apollo","tool":"apollo_people_match","payload":{"first_name":"{{First Name}}","last_name":"{{Last Name}}"}}' \
--with '{"alias":"pdl","tool":"peopledatalabs_enrich_contact","payload":{"first_name":"{{First Name}}","last_name":"{{Last Name}}"}}' \
--end-waterfall \
--with '{"alias":"verify","tool":"leadmagic_email_validation","payload":{"email":"{{email}}"}}' \
--with '{"alias":"score","tool":"deeplineagent","payload":{"prompt":"Score this lead against our ICP","json_mode":true}}'

# Pilot on 2 rows before committing credits:
deepline enrich --input leads.csv --rows 0:1 --with-waterfall "email" ...

Idempotent reruns. Re-run the same command and only new or changed columns update. No duplicates, no overwrites. In Clay, re-running a table duplicates data or overwrites unpredictably.

Provider costs

Same providers, lower cost

Deepline credits at Growth tier ($0.09/cr). Clay costs based on Launch plan ($185/mo, 2,500 data credits at around $0.05/cr).

ProviderOperationDeeplineClayYou save
HunterEmail Finder$0.024 (0.3 cr)~$0.1584%
DropleadsEmail Finder$0.024 (0.3 cr)~$0.1584%
IcypeasEmail Search$0.016 (0.2 cr)~$0.1084%
ProspeoEmail Finder$0.048 (0.6 cr)~$0.1568%
CrustdataPerson Enrich$0.096 (1.2 cr)~$0.5081%

BYOK mode: $0 - you pay providers directly at their rates. Managed credits: Starter $0.10/cr, Growth $0.09/cr, Scale $0.09/cr.

Callout

No action credits. Clay charges Action Credits (~$0.01 each) for orchestration steps: HTTP requests, AI prompts, data formatting. With Deepline, orchestration runs in your own agent (Claude Code, Cursor, or a custom app). You own the workflow layer. There is no per-action fee.

Who should use what

Choose the right fit

Choose Deepline if you...

  • Use Claude Code, Cursor, or Codex

  • Need AI agents to run enrichment autonomously

  • Have your own Apollo, Crustdata, or PDL keys

  • Process 50K+ rows without hitting a cap

  • Want data in your own PostgreSQL database

  • Need explicit cost visibility before every run

Choose Clay if you...

  • Prefer a visual, no-code interface

  • Don't want to use a terminal

  • Have a non-technical GTM team

  • Need 75+ pre-built Clay-native integrations

Side-by-side

Feature comparison

FeatureDeeplineClay
InterfaceCLI + API (agent-native)Web UI (point-and-click)
AI agent automationFull: agents run deepline enrich directlyLimited (no programmatic CLI, requires browser)
Row limitsNone (CSV-native, limited only by disk)50K rows per table (Enterprise adds Passthrough Tables)
Enrichment providers79 providers with waterfall logic75+ data providers via Clay UI
Bring your own API keysYes, connect any provider account, use freeLimited (most providers routed through Clay credits)
Pricing modelFree (own keys), or managed credits from $0.09/crPlatform fee ($185-$495+/mo) plus Data Credits (~$0.05/cr)
OrchestrationYour agent (Claude Code, custom apps), no per-action feeClay Actions: per-action credit cost on top of data credits
Claude Code integrationNative skill with slash commandsNo Claude Code CLI integration
Data ownershipPostgreSQL DB included (your data, your schema)Data lives in Clay's tables
Pilot before spendingYes: "just test on 2 rows" runs 2 rows firstNo, auto-runs on all rows by default
No-code UILocal playground (browser-based cell inspector)Full no-code interface with drag-and-drop
Non-technical usersCLI required todayYes, built for non-technical GTM ops
Email sequencer integrationsInstantly, Lemlist, HeyReach, SmartleadInstantly, Salesloft, Outreach, and others

Key difference

The agent gap

Clay was built for humans clicking through a browser. It has no public CLI or programmatic API for agent automation. Claude Code, Codex, and other AI coding agents cannot drive Clay without a browser automation layer, which is slow, fragile, and token-expensive.

Deepline is a CLI. An agent calls deepline enrich the same way it calls git or curl. Structured inputs, structured outputs.

# An agent can do this in Claude Code:
/deepline-gtm find verified work emails for leads.csv using waterfall enrichment

# Or with the CLI directly:
deepline enrich --input leads.csv \
--with '{"alias":"email","tool":"name_and_domain_to_email_waterfall","payload":{"first_name":"{{First Name}}","last_name":"{{Last Name}}","domain":"{{Domain}}"}}'

# Then push to your sequencer:
deepline tools execute instantly_add_to_campaign \
--payload '{"campaign_id":"abc-123","leads":[{"email":"{{email}}","first_name":"{{First Name}}"}]}'

# Clay has no equivalent CLI command

Scale

Row limits: the 50K cap

Clay's standard tables cap at 50,000 rows per table, even on Enterprise. Enterprise customers can enable "Passthrough Tables" for unlimited rows, but those work on a rolling basis, automatically deleting older rows. Not the same as truly unlimited storage.

Deepline is CSV-native. Your row limit is your disk space. Process 500K rows with the same command as 500.

Plans

What you actually pay

Clay charges a platform fee plus dual credits. Deepline has no platform fee.

DeeplineClay (March 2026)
Platform fee$0$185/mo (Launch) / $495/mo (Growth)
Own API keysFreeLimited
Managed credits$0.09-0.10/cr~$0.05/cr (Data Credits)
Row limitNone50K per table
OrchestrationYour agent~$0.01/action (Action Credits)

Trusted by GTM teams

+17%
Win rate improvement at Mixmax from AI-prioritized account signals
Months -> Days
Series B aerospace company unified 30+ data sources in under one week
8x lift
Enterprise cybersecurity firm identified 8,200 high-propensity accounts with <10 hours RevOps effort

Common questions

FAQ

Is Deepline really free?+

With BYOK (Bring Your Own Key), Deepline is free: you pay providers directly. Or buy Deepline credits (from $0.09/cr at volume) and we handle billing. No platform fee, no row limits.

Does Clay have row limits?+

Yes. Standard Clay tables are capped at 50,000 rows per table, even on the Enterprise plan. Enterprise customers can use Passthrough Tables for unlimited rows, but these work on a rolling basis and automatically delete older rows.

Can AI agents use Clay?+

Clay does not offer a public CLI or programmatic API designed for agent automation. AI coding agents like Claude Code, Codex, or Cursor cannot drive Clay workflows without a browser automation layer. Deepline is CLI-native, so agents call it the same way they call git or curl.

How much does Clay cost per enriched contact?+

Since March 2026, Clay uses a dual credit system: Data Credits (~$0.05/cr) for enrichment data and Action Credits for orchestration. On the Launch plan ($185/mo for 2,500 data credits), a single email finder lookup costs around $0.15 in data credits. On Deepline, the same lookup costs $0.016-$0.048 depending on provider.

What about Clay's Action Credits?+

Clay charges Action Credits (~$0.01 each) for orchestration steps: HTTP requests, AI prompts, data formatting. Deepline doesn't have action credits. Orchestration runs in your own agent (Claude Code, Cursor, or a custom app you own). You pay for the LLM calls you'd already be making.

Can I use Deepline if I'm not technical?+

Deepline requires a terminal today. If your team prefers a visual, no-code interface and doesn't use AI coding agents, Clay may be a better fit. However, if you have a RevOps engineer or use tools like Claude Code, Deepline integrates naturally into existing developer workflows.

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