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.
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
# 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).
| Provider | Operation | Deepline | Clay | You save |
|---|---|---|---|---|
| Hunter | Email Finder | $0.024 (0.3 cr) | ~$0.15 | 84% |
| Dropleads | Email Finder | $0.024 (0.3 cr) | ~$0.15 | 84% |
| Icypeas | Email Search | $0.016 (0.2 cr) | ~$0.10 | 84% |
| Prospeo | Email Finder | $0.048 (0.6 cr) | ~$0.15 | 68% |
| Crustdata | Person Enrich | $0.096 (1.2 cr) | ~$0.50 | 81% |
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
| Feature | Deepline | Clay |
|---|---|---|
| Interface | CLI + API (agent-native) | Web UI (point-and-click) |
| AI agent automation | Full: agents run deepline enrich directly | Limited (no programmatic CLI, requires browser) |
| Row limits | None (CSV-native, limited only by disk) | 50K rows per table (Enterprise adds Passthrough Tables) |
| Enrichment providers | 79 providers with waterfall logic | 75+ data providers via Clay UI |
| Bring your own API keys | Yes, connect any provider account, use free | Limited (most providers routed through Clay credits) |
| Pricing model | Free (own keys), or managed credits from $0.09/cr | Platform fee ($185-$495+/mo) plus Data Credits (~$0.05/cr) |
| Orchestration | Your agent (Claude Code, custom apps), no per-action fee | Clay Actions: per-action credit cost on top of data credits |
| Claude Code integration | Native skill with slash commands | No Claude Code CLI integration |
| Data ownership | PostgreSQL DB included (your data, your schema) | Data lives in Clay's tables |
| Pilot before spending | Yes: "just test on 2 rows" runs 2 rows first | No, auto-runs on all rows by default |
| No-code UI | Local playground (browser-based cell inspector) | Full no-code interface with drag-and-drop |
| Non-technical users | CLI required today | Yes, built for non-technical GTM ops |
| Email sequencer integrations | Instantly, Lemlist, HeyReach, Smartlead | Instantly, 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.
| Deepline | Clay (March 2026) | |
|---|---|---|
| Platform fee | $0 | $185/mo (Launch) / $495/mo (Growth) |
| Own API keys | Free | Limited |
| Managed credits | $0.09-0.10/cr | ~$0.05/cr (Data Credits) |
| Row limit | None | 50K per table |
| Orchestration | Your agent | ~$0.01/action (Action Credits) |
Trusted by GTM teams
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.