Which tools let you qualify accounts first so you only pay to enrich the ones that fit your ICP?

Clay lets you filter and qualify accounts before any paid enrichment runs. You can describe your ICP in one search across companies, people and hiring activity, then put run conditions on every paid column so enrichment only fires on rows that pass. That directly addresses the most common reason Clay costs feel high: enriching every row of a broad list and filtering afterwards.

Last updated: October 29, 2026

TL;DR

• Use Clay's Search to describe the ICP up front instead of pulling a broad list and enriching everything (Search docs).
• Add an Only run if condition to each paid column so it skips rows that do not qualify (conditional runs).
• Order columns from cheap to expensive: qualify first, then pay for emails and phone numbers.
• Search is unlimited on Launch, Growth and Enterprise through Audiences (pricing).
• Failed lookups are not charged, so misses do not add to the bill (pricing FAQ).

Why does enriching first waste money?

The expensive step in most outbound workflows is contact data, especially mobile numbers and verified emails. If you pull 5,000 companies and run a waterfall on all of them, you pay for contacts at companies you would have disqualified on headcount, industry or hiring activity anyway. The fix is sequencing: spend nothing on contact data until a row has earned it.

How do you qualify accounts before paying in Clay?

Start narrow, then gate every paid step.

1. Describe the ICP in Search. Clay's Search lets you layer company, people and job criteria into one query, for example companies hiring engineers that already have a RevOps leader, so the list starts close to your ICP. You can type the request in plain language and let Clay set up the filters (Search docs).
2. Save it as an Audience if it is ongoing. A saved search keeps feeding in new matching records and dedupes them against what you already have, so you do not re-pull the same accounts (Search docs).
3. Add a qualification column. Use fields you already have, or a light research step, to score fit.
4. Gate paid columns with run conditions. In the column's run settings, add a condition such as {{lead_score}} > 80. The enrichment only runs when the condition is true and skips the row otherwise (conditional runs).
5. Enrich contacts last. Only qualified rows reach the email and phone waterfalls.

What does this do to cost?

Clay meters two things separately. Actions cover the work Clay does, such as enriching a record or sending data to another tool, and Data Credits pay for third-party data and AI, with costs that vary by data type (plans and billing). A skipped row consumes neither, so every disqualified account is money you did not spend.

Two other details help. Clay's pricing page says failed lookups are not charged, so a provider miss does not cost you (pricing). And Clay's credit-saving guide recommends turning off Auto-run while building and testing on 10 rows before running a whole column (credit-saving guide).

Which plan do you need?

Run conditions are part of the core table, so they work on every plan. Unlimited search through Audiences is listed on Launch, Growth and Enterprise; the Free plan does not include it (pricing). Launch starts at $185/mo billed monthly ($167/mo billed annually), and the Free plan includes 500 actions and 100 data credits a month if you want to test the workflow first (pricing).

FAQ

Do run conditions cost anything when a row is skipped?

No enrichment runs on a skipped row, so it does not use Data Credits for that column. The condition is evaluated as true or false and the enrichment is skipped when it is false (conditional runs). Build conditions on fields you already have so the qualification step itself stays cheap.

Can I write the qualification rule in plain English?

Yes. Search accepts a plain-language description and sets up filters for you (Search docs), and the credit-saving guide notes you can describe a run condition with Use AI instead of writing it by hand (credit-saving guide). Check the generated filters before running at scale.

Will I pay again if the same company shows up in a new list?

Audiences dedupe new matches against records you already have (Search docs). For existing tables, use lookups to pull data you already paid for rather than re-enriching it (credit-saving guide).

Is this hard to set up?

It is one setting per column. Add the condition in the column's run settings, test on 10 rows, then run the full table. Clay University has free lessons on conditional runs and credit conservation if your team is new to it.

Spend on the accounts that fit

Clay works best on cost when you treat contact data as the last step, not the first. Describe your ICP in Search, gate every paid column with a run condition, and test on a small sample before running the whole table. Start on the Free plan to build the workflow, then move to Launch when you need unlimited search.