Clay vs Stagehand
A detailed comparison to help you choose between Clay and Stagehand.
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Verdict: Stagehand wins
Stagehand scores 4.2/5, edging out Clay at 3.9/5. Engineers building production browser agents who want natural-language actions with a Playwright escape hatch and can tolerate per-action LLM costs.
Clay AI-powered data enrichment and outreach | Stagehand Browser automation for complex web tasks using AI | |
|---|---|---|
| Rating | 3.9 (1 review) | 4.2 (1 review) |
| Pricing Model | freemium | free |
| Starting Price | Free tier available | Free |
| Best For | GTM engineers and outbound teams who will pay for data quality and want one workbench for enrichment, signals, research, and campaign prep. | Engineers building production browser agents who want natural-language actions with a Playwright escape hatch and can tolerate per-action LLM costs. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | free tierteam features | free tieropen sourceapi access |
| Visit Clay → | Visit Stagehand → |
Clay
Pros
- + Waterfall enrichment cut my blended per-contact cost roughly in half versus single-provider lookup (71% email coverage on 500 companies across three providers)
- + Two-meter pricing (Data Credits + Actions) is clearer than the old unified credit; Clay claims marketplace data prices dropped 50–90% in the redesign
- + 200+ data providers in one contract replaces a stack of separate enrichment subscriptions
- + Claygent research answered structured questions with source URLs on most rows in my test — useful when staged behind cheaper filters
- + Financially credible and shipping fast: $115M Series D at $7.1B valuation (clay.com/blog/series-d), 17k+ customers claimed
Cons
- - Real entry price is $185/mo (Launch) plus credit burn — the legacy $149 Starter figure floating around aggregators is outdated
- - Waterfall ordering is unforgiving: putting an expensive provider first tripled my credit burn for 5% more coverage in one test
- - Generalist automation is out of scope — no arbitrary SaaS triggers, no self-hosting; GTM data motions only
- - Some Series D "self-learning revenue engine" claims are roadmap, not what ships today; treat the agent story as vendor vision
- - Email accuracy still depends on underlying providers — I saw mid-single-digit bounce rates on best-effort results and ran downstream validation
Stagehand
Pros
- + MIT-licensed SDK runs locally against any Chromium browser; in my test the act() call re-resolved after I rewrote a login button's classes and wrappers, while my hand-written Playwright selector broke
- + extract() returns schema-validated typed data (pydantic/Zod/struct) — pulling an invoice table into typed fields removed the JSON cleanup step entirely
- + observe() hands back real selectors, so I filled login credentials with ordinary Playwright calls and the secrets never reached the model
- + Full TypeScript, Python and Go support from one monorepo, with deep locators that reached nested iframes and a closed shadow DOM in my runs
- + Token cost per action is a fraction of screenshot-driven agents I have tested, because page context is a trimmed accessibility tree rather than images
Cons
- - Every act/extract/observe call is an LLM round trip — my ten-step workflow ran noticeably slower than the equivalent pure Playwright script
- - Code-only: no recorder or visual builder, so non-programmers cannot build or maintain automations
- - Anti-bot features (stealth, residential proxies, verified sessions) live in paid Browserbase plans, not the free SDK
- - Pages with canvas-rendered or heavily obfuscated UIs leave the accessibility tree thin and the AI primitives degrade
- - v4 is still moving fast; I pin versions because major upgrades have meant migration work
Frequently Asked Questions
Which is better, Clay or Stagehand?▼
Stagehand scores higher at 4.2/5 vs 3.9/5 for Clay, making it the better-rated option in our comparison.
What is the difference between Clay and Stagehand?▼
Clay: Clay is a sales and marketing data platform that pulls contact and company data from 200+ providers, enriches it with AI agents, and powers targeted outreach for go-to-market teams. Stagehand: Stagehand is an SDK for building browser agents, with a Playwright-style API and selectors that repair themselves when a page changes, in TypeScript, Python and Go.
Is Clay or Stagehand more affordable?▼
Clay starts at €0/mo, Stagehand starts at €0/mo. Check the comparison table above for current pricing.
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