Firecrawl Puts Clay-Style Prospecting in ChatGPT and Claude

Sales prospecting usually means one of two things: a spreadsheet and a browser full of LinkedIn tabs, or a Clay subscription that starts at $167 a month. Firecrawl wants a third option. Ask ChatGPT or Claude for a prospect list the same way you would ask for a summary, and let the model do the searching, the enriching and the email-finding behind the scenes.

The feature is called headless Clay for agents, and it runs on Firecrawl's Alexandria data library. It searches more than 250 million people and 26 million companies, pulls work emails and job histories, and starts free at 1,000 credits a month. The pitch is blunt: the same enrichment work for 88% less than Clay at scale. That number is Firecrawl's own, and the fine print matters, so this article checks the pricing, the credit math and the catches before you hand a chatbot your prospecting.

What headless Clay actually is

Firecrawl is a web-data company. Its core product turns websites into clean data through search, scrape and crawl tools, billed in credits. Alexandria is its newer layer: a catalogue of 483 data providers that agents can query for structured records instead of scraping pages. The providers include familiar enrichment names such as Apollo, People Data Labs, Hunter and Crustdata, alongside official sources such as Wikipedia, the FDA and ClinicalTrials.gov.

Headless Clay is the sales-prospecting slice of Alexandria, packaged for chat. Instead of opening Clay's table-based workspace and building enrichment waterfalls by hand, you install Firecrawl in ChatGPT or connect it in Claude and describe the list you want in plain language. The agent searches the people and company indexes, enriches the matches with job and company data, and finds work emails. Firecrawl first announced it in an October 20 post on X, and the company's changelog page carries the comparison at list prices as of November 2, 2026. The announcement post put the total at 270 million-plus records; the changelog breaks that into 250 million-plus people and 26 million-plus companies.

Alexandria is bigger than prospecting. The same library covers financial statements and filings, market prices and quotes, economic indicators and news monitoring. For a sales workflow, the relevant tools are the people search and profiles, company search and enrichment, and email and phone finding. Providers return typed, sourced records through published contracts, according to Firecrawl's own agent onboarding guide, which is a real difference from scraping a profile page and hoping the layout holds.

What you can do with it

The changelog page lists four things: search 250 million-plus people and 26 million-plus companies, get work emails plus job and company data, start free with 1,000 credits a month, and pay 88% less than Clay at scale. In practice that covers the most common prospecting jobs. Build a list of buyers at companies matching a size, industry and location. Find the work email for a named person. Research a prospect's job history before a call. Pull company data such as size, industry and funding signals alongside the contact.

It also fits a wider pattern. Assistants are picking up jobs that used to need a dedicated app: Claude gained a Personal Finance hub that reads bank accounts in early November, and agents are already shopping and paying on their owners' behalf, as Walmart's agent shopping launch showed. Prospecting is the next job to move into the chat window.

How to set it up in ChatGPT and Claude

Setup is short, and the free tier needs no credit card.

1. Create a free Firecrawl account. The free tier gives 1,000 credits a month, refreshed monthly, with no card required, per the pricing page.
2. Connect it to your assistant. In ChatGPT, install the Firecrawl app from the link on Firecrawl's changelog page. In Claude, connect Firecrawl through its MCP connector; Firecrawl's onboarding guide points to OAuth at mcp.firecrawl.dev/v2/mcp-oauth.
3. Ask for the list in plain language. For example: operations leaders at mid-size logistics companies in Texas, with work emails. The agent picks the Alexandria tools, runs the searches and returns the list.
4. Check the credit balance before a big run. An enriched record costs 6 to 20 credits on Firecrawl's own comparison, so 1,000 free credits cover roughly 50 to 166 records.

Two setup notes from Firecrawl's own docs. First, using Alexandria through the API or the command line needs an API key on a team with Alexandria access; the keyless free tier does not include it, according to the agent onboarding guide. The in-chat install is the simplest route for a first try. Second, some Alexandria providers require their terms to be accepted by an organisation admin before the data flows. The agent surfaces a link for that; it does not accept terms on your behalf.

What it costs

Firecrawl sells credits, and every plan draws on one balance. Prices are in USD, effective September 4, 2026, per the pricing page. Sterling and Canadian dollar figures below are approximations at November 8, 2026 market rates (1 USD = 0.7471 GBP, 1 USD = 1.41 CAD), verified at publication.

Credit costs are the same on every plan. A scrape or crawl costs 1 credit per page, a map call costs 1 credit, search costs 2 credits per 10 results, and interacting with a live page costs 2 credits per browser minute. JSON, question and highlight output formats add 4 credits per page. The pricing page lists two different figures for its Monitor tool, so this article does not quote a Monitor rate. Credit-based pricing is now common across AI tools; OpenRouter's Auto Router prices model calls the same way.

The free-tier math is what most readers will feel first. At 6 to 20 credits per enriched record, 1,000 free credits buy roughly 50 to 166 records a month. Hobby's 5,000 credits buy roughly 250 to 833 records. Standard's 100,000 credits buy roughly 5,000 to 16,666 records. Those ranges use Firecrawl's own 6-to-20-credit figure for a profile plus work email.

When credits run out, paid plans add more in $5 increments: 1,000 credits on Hobby, 2,000 on Standard, 2,500 on Growth and 5,000 on Scale. Pay-as-you-go is for paid plans only, and the limit is yours to set. Enter 0 to turn it off, or enter nothing and there is no cap, so set a monthly limit before a big job if you do not want an open tab. Credits do not roll over on Hobby, Standard or Growth; only Scale carries unused credits for one month, and Enterprise carries a custom amount. Credits you buy stay on the account until you use them, but they expire if you cancel. A scrape that returns no result is not charged, but a page that answers with an error status such as 403 or 404 is returned to you and still costs 1 credit. Payment runs through Stripe, which takes major cards, debit cards and PayPal, and Firecrawl is also sold through AWS Marketplace and Google Cloud Marketplace.

Firecrawl vs Clay: checking the 88% claim

Firecrawl's headline is that headless Clay costs 88% less than Clay at scale. The footnote on its changelog page defines the comparison: Firecrawl Standard billed annually against Clay Launch, for a typical enriched record of 6 to 20 credits, profile plus work email, at list prices as of November 2, 2026.

On the numbers both companies publish, Firecrawl Standard at $83 a month on annual billing buys 100,000 credits, which works out to $0.00083 per credit, or roughly $0.005 to $0.017 per enriched record at 6 to 20 credits. Clay Launch costs $167 a month and includes 3,000 data credits a month, or about $0.056 per data credit before any per-provider cost. Clay's pricing page lists Launch at $167 a month with 15,000 actions and 3,000 data credits, and Growth at $446 a month with 40,000 actions and 6,000 data credits.

The catch is that the two credit systems are not the same currency. A Clay data credit buys enrichment from any of 150-plus providers in Clay's marketplace, and the cost of one enriched record in Clay depends on which providers the workflow uses. Firecrawl's percentage is its own arithmetic on its own assumptions, not an independent test, and nobody has published a head-to-head run of the same list through both tools. Treat the 88% as a vendor claim, not a measured result.

What the comparison does establish is the entry point. Clay's cheapest paid plan is $167 a month with 3,000 data credits; Firecrawl's paid plans start at $19 a month with 5,000 credits, and its free tier covers 1,000 credits a month. Clay's free plan, for completeness, includes 500 actions and 100 data credits a month. The tools are also different shapes. Clay is a full workspace with tables, waterfalls, signals, CRM sync and email sending. Firecrawl's headless Clay is a chat interface over an enrichment catalogue, with no CRM sync or sequencing of its own. If you already run outbound in Clay, this is not a replacement. If you want a list from a chat window and nothing else, it is a much cheaper way to get one.

The catches

First, the free tier is a tasting menu, not a pipeline. Fifty to 166 enriched records a month covers a focused list, not a territory. Second, credit burn is uneven: a list of 1,000 prospects at 20 credits each costs 20,000 credits, which is four months of Hobby allowance in one run. Third, the data is only as fresh as the provider behind it. The Alexandria pages list providers and tools but no freshness schedule for the people records, so verify emails before a campaign rather than trusting a list blindly.

Fourth, the compliance question is yours, not Firecrawl's. Having a work email is not consent to email it. The UK and EU apply GDPR rules to business contact data, Canada applies CASL, and the US applies CAN-SPAM, and the rules differ by country and by whether the recipient is a business address. Check your local rules before cold outreach. This is general information, not legal advice.

Fifth, the in-chat experience depends on the assistant you use. ChatGPT and Claude are the two named integrations, and the setup, limits and credit metering may differ between them. Firecrawl's onboarding guide also covers Codex and Grok Bot connections, but the headless Clay announcement names ChatGPT and Claude only.

Who should try it, and who should skip it

Try it if you are a solo founder, a small sales team, a recruiter or a researcher who needs a list occasionally and already pays for ChatGPT or Claude. The free tier is enough to test whether the data quality holds up for your niche, and Hobby at $19 a month is a low-cost way to keep a small pipeline fed.

Skip it if you need CRM sync, sequencing, job-change signals and enrichment waterfalls. That is Clay's territory, and a chat window will not replace it. Skip it too if your main need is phone numbers at scale: the headless Clay pitch is a profile plus a work email, and phone finding is a separate Alexandria tool with its own terms. And if you enrich tens of thousands of records a month, get a quote first; per-record math at list prices is not a contract.

Frequently asked questions

Is Firecrawl's headless Clay really free?

Yes, up to a point. The free tier gives 1,000 credits a month with no credit card required. At Firecrawl's own figure of 6 to 20 credits per enriched record, that covers roughly 50 to 166 records a month. Past that, Hobby costs $19 a month billed monthly, or $16 a month on annual billing.

How do I use Firecrawl in ChatGPT or Claude?

Install the Firecrawl app in ChatGPT from the link on Firecrawl's changelog page, or connect Firecrawl in Claude through its MCP connector. Then ask for the list in plain language, such as operations leaders at mid-size logistics firms in Texas, with work emails.

How is it different from Clay?

Clay is a full go-to-market workspace with tables, waterfalls, signals, CRM sync and email sending, starting at $167 a month for Launch. Firecrawl's headless Clay is chat-first enrichment over its Alexandria catalogue, with no CRM sync or sequencing, starting free and $19 a month for Hobby.

What does one enriched record cost?

Firecrawl's comparison assumes 6 to 20 credits for a profile plus a work email. On Standard's annual price of $83 a month for 100,000 credits, that works out to roughly $0.005 to $0.017 per record. Your cost depends on which providers and fields the request uses.

Can I use it for cold email?

You can find work emails with it, but finding an address is not consent to email it. GDPR, CASL and CAN-SPAM rules differ by country, so verify addresses and check your local rules before sending. This is general information, not legal advice.

What happens when my credits run out?

On a paid plan, pay-as-you-go adds credits in $5 increments when your balance runs out. Set a monthly limit in billing settings, or enter 0 to turn it off; entering nothing means no cap. The free tier simply stops until the monthly refresh.

Headless Clay is a small idea with a large implication: prospecting data is becoming a feature inside the assistant, not a separate app you open. The free tier makes it cheap to test, the credit math is transparent enough to check, and the 88% claim is a vendor number rather than a measured one. Try it on a small list, verify the emails, and let the data quality decide whether it earns a place in your workflow.

Sources

• Firecrawl, "Introducing headless Clay for agents" — firecrawl.dev/changelog/headless-clay
• Firecrawl pricing — firecrawl.dev/pricing
• Alexandria, Firecrawl's data provider library — alexandria.firecrawl.dev
• Firecrawl agent onboarding guide — firecrawl.dev/agent-onboarding/SKILL.md
• RuntimeWire, "Firecrawl adds people-data prospecting to ChatGPT and Claude" — runtimewire.com/article/firecrawl-people-data-chatgpt-claude
• Clay pricing — clay.com/pricing
• Exchange rates: USD/GBP 0.7471 and USD/CAD 1.41, November 8, 2026 market rates, verified at publication — ratemorph.com, economies.com