Know the format before you attempt the address.

Pattern lookup tells you how a company structures email addresses, with usage percentages. Combined with AI normalization, it is the most effective way to turn catch-all unknowns into confirmed results.

Pattern lookup— 7 cr per domain

Cached domains— free

AI normalization— free

7 credits per domain · Every address from that domain benefits from the same lookup

200 credits · No card required

How it works

A naming convention and how consistently it is used.

Enter a domain. Pattern lookup analyses how that company formats email addresses and returns a ranked list with usage percentages.

snowplow.ionaming patterns

first.last@72%

firstname@18%

firstl@10%

7 credits per domain, charged once.

Every email from that domain benefits — including future lookups, which cost nothing.

Catch-all strategy

Catch-all domains accept everything. Patterns tell you what is actually there.

When a domain is catch-all, standard verification cannot tell real addresses from invented ones. But most companies use a consistent naming convention. If 72% of addresses at a domain follow first.last@, then [email protected] is a high-probability address worth resolving. A randomly assembled string at the same domain is not.

Pattern lookup before resolution lets you prioritise. You spend 3 credits per resolution on the addresses most likely to come back confirmed. You set aside the ones that do not match any known pattern.

Cost comparison

Resolve all 20 catch-all addresses blindly60 cr

Lookup domain + resolve 14 pattern-matching49 cr

A 7-credit domain lookup combined with targeted resolution consistently outperforms resolving every catch-all address at random.

AI normalization

The right pattern. The right name.

Pattern lookup tells you the format. AI normalization ensures the name is correct before you spend a resolution credit.

Without normalization

[email protected]

Matches first.last@ pattern but the name is wrong — resolution fails.

With normalization

Pattern lookup confirms the domain uses first.last@ at 72%

AI normalization flags james.wilsn@ and suggests james.wilson@

Catch-all resolution runs on the corrected address

Confirmed deliverable

AI normalizationfree

Pattern lookup7 cr / domain

Resolution3 cr / result

Use cases

After verification or before you build the contact.

After a verification job

Catch-all addresses come back flagged at no cost. Look up the domain, identify which flagged addresses match the naming convention, resolve those first.

Before building a contact

You know someone's name and company but not their address. Look up the domain pattern, construct the most likely format, verify it directly.

In both cases pattern lookup replaces guesswork with data.

Better together

Pattern lookup and catch-all resolution work best together.

Pattern lookup without resolution tells you what to try. Resolution without pattern lookup means spending credits without knowing the odds. Together they give you a systematic way to recover confirmed contacts from domains that standard verification cannot touch.

See how catch-all resolution works

200 free credits. No card.

Look up a domain, see the naming patterns, and verify the addresses most likely to be real.